neuro workload indices
Neurophysiological measures used AS the index of cognitive workload, attention, or vigilance: EEG spectral power (frontal theta, parietal alpha, theta/alpha ratio, engagement index), ERP components as workload markers (P300/P3 amplitude, N100, error-related negativity), event-related desynchronization, and fNIRS prefrontal oxygenation (HbO/HbR) read as a cognitive-state indicator. The paper's contribution is the BRAIN MEASURE as an indicator of cognitive state — its validity, sensitivity, or its relation to task demand. Distinct from workload_measurement, which covers behavioural and subjective instruments (NASA-TLX, DRT, occlusion), and from the hardware axis (hardware:eeg, hardware:fnirs), which records only that the instrument was worn.
Also in Cognitive Workload
- situational awareness3189
- workload measurement2440
- mental demand1672
- attention allocation706
- dual task performance493
- attention386
Narrow by how the study was done
Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.
- eeg452
- fnirs259
- subjective scale nasa tlx207
- pupillometry182
2804 paper(s) · ranked by relevance to this topic
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Applications of EEG indices for the quantification of human cognitive performance: A systematic review and bibliometric analysis · 2020 · Ismail, Lina Elsherif et al. · archived
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Measuring Mental Workload with EEG+fNIRS · 2017 · Aghajani, Haleh et al. · archived
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Validation of EEG mental workload markers using integrated statistical and machine learning analyses ↗ · 2026 · Alhothali, Abdullah Saleh et al. · indexed
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Evaluation of Subjective and EEG-Based Measures of Mental Workload · 2013 · Funke, Gregory et al. · archived
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Physiological measurement of situation awareness: a study of the validity of EEG and fNIRS during performance and automation monitoring in a complex task ↗ · 2025 · Festa, Elena K. et al. · indexed
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Editorial: Detection and Estimation of Working Memory States and Cognitive Functions Based on Neurophysiological Measures ↗ · 2018 · Putze, Felix et al. · indexed
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Systematic review of neurophysiological assessment techniques and metrics for mental workload evaluation in real-world settings · 2025 · Diarra, Moussa et al. · archived
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Optimized EEG–fNIRS Based Mental Workload Detection Method for Practical Applications · 2021 · Chu, Hongzuo et al. · archived
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Investigating mental workload-induced changes in cortical oxygenation and frontal theta activity during simulated flights · 2022 · Hamann, Anneke et al. · archived
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Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
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A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving · 2019 · Strayer, David L. · archived
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Multisubject “Learning” for Mental Workload Classification Using Concurrent EEG, fNIRS, and Physiological Measures · 2017 · Liu, Yichuan et al. · archived
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EEG correlates of task engagement and mental workload in vigilance, learning, and memory tasks. ↗ · 2007 · Berka, Chris et al. · indexed
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Optimized electroencephalogram and functional near-infrared spectroscopy-based mental workload detection method for practical applications · 2022 · Chu, Hongzuo et al. · archived
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Estimating workload using EEG spectral power and ERPs in the n-back task ↗ · 2012 · Brouwer, Anne-Marie et al. · indexed
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Real-time mental workload measurement for four break configurations in cognitive tasks using the EEG-based workload index (EWI) · 2024 · Arana-De-Las-Casas, Nancy Ivette et al. · archived
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The Event-Related Brain Potential as an Index of Display-Monitoring Workload ↗ · 1980 · Isreal, Jack B. et al. · indexed
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Spectral EEG Biomarkers in Cognitive Characterization: Applications in VR, UXA, and Ergonomics ↗ · 2025 · Casares, Ángel David Blanco et al. · indexed
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EEG Fingerprints of Task-Independent Mental Workload Discrimination ↗ · 2021 · Kakkos, Ioannis et al. · indexed
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Cognitive state monitoring for neuroadaptive information visualization · 2026 · Idesis, Sebastian et al. · archived
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Combining Electroencephalograph and Functional Near Infrared Spectroscopy to Explore Users’ Mental Workload · 2009 · Hirshfield, Leanne M. et al. · archived
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Scale Invariance in fNIRS as a Measurement of Cognitive Load · 2021 · Zhuang, Chu et al. · archived
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EEG/fNIRS Based Workload Classification Using Functional Brain Connectivity and Machine Learning ↗ · 2022 · Cao, Jun et al. · indexed
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Scale invariance in fNIRS as a measurement of cognitive load ↗ · 2022 · Zhuang, Chu et al. · indexed
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Measures of states of consciousness during attentional and cognitive load ↗ · 2019 · Nilsen, André S. et al. · indexed
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Measurement of Cognitive Workload by Use of Combined Methods Including Brain-Computer Interfaces · 2020 · Firat Özkan, N. et al. · archived
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Let Complexity Bring Clarity: A Multidimensional Assessment of Cognitive Load Using Physiological Measures · 2022 · Nilsson, Emma J. et al. · archived
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Toward a Hybrid Passive BCI for the Modulation of Sustained Attention Using EEG and fNIRS · 2019 · Karran, Alexander J. et al. · archived
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Effective Indices for Monitoring Mental Workload While Performing Multiple Tasks ↗ · 2015 · Hsu, Bin-Wei et al. · indexed
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An evaluation of mental workload with frontal EEG · 2017 · So, Winnie K. Y. et al. · archived
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Toward Workload-Based Adaptive Automation: The Utility of fNIRS for Measuring Load in Multiple Resources in the Brain ↗ · 2023 · Hirshfield, Leanne et al. · indexed
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Optical brain monitoring for operator training and mental workload assessment ↗ · 2011 · Ayaz, Hasan et al. · indexed
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Author Correction: Mental workload and neural efficiency quantified in the prefrontal cortex using fNIRS · 2018 · Causse, Mickaël et al. · archived
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EEG-based index for engagement level monitoring during sustained attention ↗ · 2015 · Coelli, Stefania et al. · indexed
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A Neuroergonomics Approach to Mental Workload, Engagement and Human Performance ↗ · 2020 · Dehais, Frédéric et al. · indexed
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Mental workload and neural efficiency quantified in the prefrontal cortex using fNIRS · 2017 · Causse, Mickaël et al. · archived
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Diagnostic Monitoring Of Vigilance Decrement Using EEG Workload Indices ↗ · 2012 · Kamzanova, Altyngul et al. · indexed
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Use of EEG Workload Indices for Diagnostic Monitoring of Vigilance Decrement ↗ · 2014 · Kamzanova, Altyngul T. et al. · indexed
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Assessment of mental workload states in monitors using functional near-infrared spectroscopy ↗ · 2025 · Wang, Yuzhen et al. · indexed
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EEG-Based Evaluation of Mental Workload in a Simulated Industrial Human-Robot Interaction Task · 2025 · Fazli, Babak et al. · archived
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Dissociating Cognitive Load and Stress Responses Using Single-Channel EEG: Behavioral and Neural Correlates of Anxiety Across Cognitive States ↗ · 2025 · Maimon, Neta Batya et al. · indexed
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Measuring workload using a combination of electroencephalography and near infrared spectroscopy ↗ · 2012 · Coffey, Emily B.J. et al. · indexed
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fNIRS, EEG, ECG, and GSR reveal an effect of complex, dynamically changing environments on cognitive load, affective state, and performance, but not physiological stress · 2025 · Dybvik, Henrikke et al. · archived
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Implementation of fNIRS for Monitoring Levels of Expertise and Mental Workload · 2011 · Bunce, Scott C. et al. · archived
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Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness ↗ · 2012 · Borghini, Gianluca et al. · indexed
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Cognitive Load Assessment through Power Spectral Density in EEG ↗ · 2023 · Simbolon, Artha Ivonita et al. · indexed
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Event-Related Brain Potentials and Resource Allocation: From Dual-Task Decrements to Dual-Task Integrality ↗ · 1985 · Kramer, Arthur F. et al. · indexed
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Towards a Near Infrared Spectroscopy-Based Estimation of Operator Attentional State · 2014 · Derosière, Gérard et al. · archived
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Sensing Cognitive Responses Through a Non-Invasive Brain–Computer Interface ↗ · 2026 · Hristov, Hristo et al. · indexed
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Task-Independent Cognitive Workload Discrimination Based on EEG with Stacked Graph Attention Convolutional Networks ↗ · 2025 · Wei, Chenyu et al. · indexed
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The Inhibition of High Load Task on Individual Cognition:A Functional Near-Infrared Spectroscope Study · 2021 · Zhou, Chengmao et al. · archived
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Assessment of mental workload across cognitive tasks using a passive brain-computer interface based on mean negative theta-band amplitudes · 2023 · Gallegos Ayala, Guillermo I. et al. · archived
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Combining EEG and eye-tracking for cognitive and physiological states monitoring: a systematic review · 2026 · Rivas-Vidal, Maria et al. · archived
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Multimodal Evaluation of Mental Workload Using a Hybrid EEG-fNIRS Brain-Computer Interface System ↗ · 2019 · Borgheai, S. B. et al. · indexed
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Near-invisible c-VEP-based passive BCI for mental workload monitoring · 2026 · Pietro, Cimarosto et al. · archived
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A potential rapid detection of cognitive status in the brain: an fNIRS study · 2024 · Qi, Tianrui et al. · archived
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Yet Another Objective Approach for Measuring Cognitive Load Using EEG-Based Workload ↗ · 2016 · Chang, Hao-Cheng et al. · indexed
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Investigating the relationship between EEG features and N-back task difficulty levels with NASA-TLX scores among undergraduate students · 2023 · Harputlu Aksu, Şeniz et al. · archived
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Using electroencephalography to analyse drivers’ different cognitive workload characteristics based on on-road experiment · 2023 · Liu, Ruiwei et al. · archived
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Measuring Mental Workload Variations in Office Work Tasks using fNIRS ↗ · 2021 · Midha, Serena et al. · indexed
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Evaluation of Mental Workload in Working Memory Tasks with Different Information Types Based on EEG ↗ · 2021 · Guan, Kai et al. · indexed
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The effects of dynamic workload and experience on commercially available EEG cognitive state metrics in a high-fidelity air traffic control environment ↗ · 2019 · Bernhardt, Kyle A. et al. · indexed
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Using an Electroencephalography Brain-Computer Interface for Monitoring Mental Workload During Flight Simulation · 2021 · Fraser, Adam · archived
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Cognitive Load Assessment in Multitasking: An fNIRS Study of Prefrontal Cortex Activation for Ergonomic Insight · 2025 · Prasetyo, Ridwan Aji Budi et al. · archived
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Combined assessment of attentional reserve and cognitive‐motor effort under various levels of challenge with a dry EEG system ↗ · 2018 · Gentili, Rodolphe J. et al. · indexed
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Functional brain activity monitoring during Unmanned Aerial Vehicle coordination ↗ · 2012 · Ayaz, Hasan et al. · indexed
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Towards the Real-time Measurement of Mental Workload ↗ · 1990 · Humphrey, Darryl G. et al. · indexed
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A novel approach to the physiological measurement of mental workload ↗ · 2011 · Miller, Matthew W. et al. · indexed
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Multimodal EEG and Eye-Tracking Assessment of Perceived Mental Workload and Situation Awareness in a Visual Display Terminal Simulation Task ↗ · 2026 · Xiao, Mingchong et al. · indexed
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Monitoring Working Memory Load during Computer-Based Tasks with EEG Pattern Recognition Methods ↗ · 1998 · Gevins, Alan et al. · indexed
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Blink-Related Oscillations Provide Naturalistic Assessments of Brain Function and Cognitive Workload within Complex Real-World Multitasking Environments · 2024 · Page, Cleo et al. · archived
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Electroencephalographic Workload Indicators During Teleoperation of an Unmanned Aerial Vehicle Shepherding a Swarm of Unmanned Ground Vehicles in Contested Environments ↗ · 2020 · Fernandez Rojas, Raul et al. · indexed
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EEG Based Dynamic Functional Connectivity Analysis in Mental Workload Tasks With Different Types of Information · 2022 · Guan, Kai et al. · archived
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Quantifying mental workload of operators performing n-back working memory task: Toward fNIRS based passive BCI system ↗ · 2016 · Berivanlou, Nima Hemmati et al. · indexed
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0182 Distinct Spectral Pattern of Cognitive, Drowsiness, and Fatigue-related Theta/alpha EEG Activity During Wakefulness ↗ · 2024 · Beldzik, Ewa et al. · indexed
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DISCRIMINATION OF MENTAL WORKLOAD LEVELS IN HUMAN SUBJECTS WITH FUNCTIONAL NEAR-INFRARED SPECTROSCOPY · 2008 · SASSAROLI, ANGELO et al. · archived
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Exploring the Brain Responses to Driving Fatigue Through Simultaneous EEG and fNIRS Measurements · 2019 · Lin, Chin-Teng et al. · archived
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EEG and fNIRS are associated with situation awareness (hazard) prediction during a driving task ↗ · 2024 · Festa, Elena K. et al. · indexed
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Application of quantitative EEG analysis to workload assessment in an advanced aircraft simulator ↗ · 1993 · Sterman, M. B. et al. · indexed
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Neurophysiologic monitoring of mental workload and fatigue during operation of a flight simulator ↗ · 2005 · Smith, Michael E. et al. · indexed
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Evaluation of the workload and drowsiness during car driving by using high resolution EEG activity and neurophysiologic indices ↗ · 2014 · Maglione, A. et al. · indexed
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EEG-Based Mental Workload Assessment in a Simulated Flight Task Using Single-Channel Brain Rhythm Sequence ↗ · 2024 · Xu, Xinyi et al. · indexed
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Psychophysiological Metrics for Workload are Demand-Sensitive but Multifactorial ↗ · 2014 · Reinerman-Jones, Lauren E. et al. · indexed
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An Attempt to Evaluate Mental Workload Using Wavelet Transform of EEG ↗ · 2005 · Murata, Atsuo · indexed
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A Unified Analytical Framework With Multiple fNIRS Features for Mental Workload Assessment in the Prefrontal Cortex ↗ · 2020 · Lim, Lam Ghai et al. · indexed
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Dual Frequency Head Maps: A New Method for Indexing Mental Workload Continuously during Execution of Cognitive Tasks ↗ · 2017 · Radüntz, Thea · indexed
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Modified mental workload index: Measure it with task difficulty degree and performance, Verified it with cross-time classification ↗ · 2022 · Gao, Lipeng et al. · indexed
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Efficient mental workload estimation using task-independent EEG features ↗ · 2016 · Roy, R N et al. · indexed
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An Evaluation of the EEG Alpha-to-Theta and Theta-to-Alpha Band Ratios as Indexes of Mental Workload ↗ · 2022 · Raufi, Bujar et al. · indexed
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Electroencephalography Based Analysis of Working Memory Load and Affective Valence in an N-back Task with Emotional Stimuli ↗ · 2017 · Grissmann, Sebastian et al. · indexed
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EEG Metrics to Determine Cognitive Load and Affective States ↗ · 2018 · Negi, Shivsevak et al. · indexed
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Evidence for modulation of <scp>EEG</scp> microstates by mental workload levels and task types ↗ · 2023 · Chen, Jingxin et al. · indexed
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The diagnosticity of psychophysiological signatures: Can we disentangle mental workload from acute stress with ECG and fNIRS? ↗ · 2019 · Parent, Mark et al. · indexed
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Examining physiological parameters of mental workload in the cockpit: a multimethod approach · 2026 · Hamann, Anneke et al. · archived
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Sensitivity of Physiological Measures for Detecting Systematic Variations in Cognitive Demand From a Working Memory Task ↗ · 2012 · Mehler, Bruce et al. · indexed
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EEG/ERP as a Measure of Mental Workload in a Simple Piloting Task ↗ · 2015 · Causse, Mickaël et al. · indexed
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Real-Time Assessment of Mental Workload with Near-Infrared Spectroscopy: Potential for Human-Computer Interaction · 2008 · Fantini, Sergio et al. · archived
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Using Near Infrared Spectroscopy to Detect Mental Overload in Flight Simulator · 2019 · Causse, Mickaël et al. · archived
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Effects of mental workload and fatigue on the P300, alpha and theta band power during operation of an ERP (P300) brain–computer interface ↗ · 2014 · Käthner, Ivo et al. · indexed
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Measurement of Cognitive Load in HCI Systems Using EEG Power Spectrum: An Experimental Study ↗ · 2016 · Kumar, Naveen et al. · indexed
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Assessment of mental workload: A new electrophysiological method based on intra-block averaging of ERP amplitudes ↗ · 2016 · Horat, Sibylle K. et al. · indexed
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Assessment of mental workload based on multi-physiological signals · 2020 · Fan, Xiaoli et al. · archived
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Internet of things-based functional near-infrared spectroscopy headband for mental workload assessment ↗ · 2021 · Saikia, Manob Jyoti · indexed
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Neuroassessment and monitoring of higher cognitive functions in naturalistic contexts: the case of organizational neuroscience · 2026 · Crivelli, Davide et al. · archived
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ICA-Derived EEG Correlates to Mental Fatigue, Effort, and Workload in a Realistically Simulated Air Traffic Control Task · 2017 · Dasari, Deepika et al. · archived
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Effects of Mental Workload Manipulation on Electroencephalography Spectrum Oscillation and Microstates in Multitasking Environments ↗ · 2025 · Li, Wenbin et al. · indexed
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Toward a Psychophysiological Assessment of Dynamic Changes in Mental Workload ↗ · 1994 · Humphrey, Darryl G. et al. · indexed
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Estimating cognitive workload using a commercial in-ear EEG headset · 2024 · Tremmel, Christoph et al. · archived
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Electroencephalography in Evaluating Mental Workload of Gaming ↗ · 2021 · Ahonen, Ville et al. · indexed
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Measuring Correlates of Mental Workload During Simulated Driving Using cEEGrid Electrodes: A Test–Retest Reliability Analysis · 2021 · Getzmann, Stephan et al. · archived
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Can EEG Be Adopted as a Neuroscience Reference for Assessing Software Programmers’ Cognitive Load? · 2021 · Medeiros, Júlio et al. · archived
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Mental workload during n-back task—quantified in the prefrontal cortex using fNIRS ↗ · 2014 · Herff, Christian et al. · indexed
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EEG Theta Power Activity Reflects Workload among Army Combat Drivers: An Experimental Study · 2020 · Diaz-Piedra, Carolina et al. · archived
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Effect of cognitive reserve on physiological measures of cognitive workload in older adults with cognitive impairments · 2022 · Devos, Hannes et al. · archived
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Assessing the Driver’s Current Level of Working Memory Load with High Density Functional Near-infrared Spectroscopy: A Realistic Driving Simulator Study · 2017 · Unni, Anirudh et al. · archived
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SS-RIME: A Scale-Stabilized Approach to EEG Cognitive Workload Classification ↗ · 2026 · Khaldi, Kais et al. · indexed
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Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
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Assessment of mental fatigue during car driving by using high resolution EEG activity and neurophysiologic indices ↗ · 2012 · Borghini, G. et al. · indexed
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Combining and comparing EEG, peripheral physiology and eye-related measures for the assessment of mental workload ↗ · 2014 · Hogervorst, Maarten A. et al. · indexed
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Multimodal Study of the Effects of Varying Task Load Utilizing EEG, GSR and Eye-Tracking · 2019 · Born, Jannis et al. · archived
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Psychophysiologically Determined Classification of Cognitive Activity ↗ · 2004 · Wilson, Glenn F. et al. · indexed
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A cognitive brain–computer interface monitoring sustained attentional variations during a continuous task ↗ · 2019 · Gaume, Antoine et al. · indexed
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Open multi-session and multi-task EEG cognitive Dataset for passive brain-computer Interface Applications · 2023 · Hinss, Marcel F. et al. · archived
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P300 as a Measure of Workload during a Simulated Aircraft Landing Task ↗ · 1994 · Fowler, Barry · indexed
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Indexing Mental Workload During Simulated Air Traffic Control Tasks by Means of Dual Frequency Head Maps · 2020 · Radüntz, Thea et al. · archived
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DEMONSTRATING THE FEASIBILITY OF MULTIMODAL NEUROIMAGING DATA CAPTURE WITH A WEARABLE ELECTOENCEPHALOGRAPHY + FUNCTIONAL NEAR-INFRARED SPECTROSCOPY (EEG+FNIRS) IN SITU · 2021 · Dybvik, Henrikke et al. · archived
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An EEG-based mental workload estimator trained on working memory task can work well under simulated multi-attribute task · 2014 · Ke, Yufeng et al. · archived
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Frontal midline theta rhythm and gamma activity measured by sheet-type wearable EEG device ↗ · 2023 · Ueno, Keita et al. · indexed
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Classification of Working Memory Loads via Assessing Broken Detailed Balance of EEG-FNIRS Neurovascular Coupling Measures ↗ · 2023 · Gao, Yunyuan et al. · indexed
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Auditory probe sensitivity to mental workload changes – an event-related potential study ↗ · 2001 · Ullsperger, Peter et al. · indexed
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Evaluation of mental workload in visual-motor task: Spectral analysis of single-channel frontal EEG ↗ · 2013 · Mak, Joseph N. et al. · indexed
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Tracking of Mental Workload with a Mobile EEG Sensor ↗ · 2021 · Kutafina, Ekaterina et al. · indexed
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Influence of Task Combination on EEG Spectrum Modulation for Driver Workload Estimation ↗ · 2011 · Lei, Shengguang et al. · indexed
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Mental workload evaluation using weighted phase lag index and coherence features extracted from EEG data ↗ · 2024 · Shafiei, Somayeh B. et al. · indexed
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Reflection of Mental Exercise in the Dynamic Quantitative Topographical EEG ↗ · 2008 · Schober, F. et al. · indexed
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EEG-based cognitive load estimation during the use of a virtual wheelchair simulator ↗ · 2026 · Pereira Salgado, Débora et al. · indexed
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Assessing cognitive distraction using event related potentials ↗ · 2015 · Coleman, JR et al. · indexed
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Blink-related EEG activity measures cognitive load during proactive and reactive driving · 2023 · Alyan, Emad et al. · archived
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Psychometric Properties of NASA-TLX and Index of Cognitive Activity as Measures of Cognitive Workload in Older Adults ↗ · 2020 · Devos, Hannes et al. · indexed
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Multichannel linear descriptors analysis for sustained attention-related electroencephalography ↗ · 2013 · Liu, Tian et al. · indexed
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Monitoring Pilot’s Mental Workload Using ERPs and Spectral Power with a Six-Dry-Electrode EEG System in Real Flight Conditions ↗ · 2019 · Dehais, Frédéric et al. · indexed
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Prediction of Reaction Time and Vigilance Variability From Spatio-Spectral Features of Resting-State EEG in a Long Sustained Attention Task · 2020 · Torkamani-Azar, Mastaneh et al. · archived
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BCI for a brain state control in a dual-task paradigm · 2019 · Maksimenko, Vladimir · archived
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On the Analysis of EEG Features for Mental Workload Assessment During Physical Activity ↗ · 2018 · Albuquerque, Isabela et al. · indexed
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An Analysis of the Processing Requirements of a Complex Perceptual-Motor Task ↗ · 1983 · Kramer, Arthur F. et al. · indexed
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The Effect of an Extrinsic Incentive on Psychophysiological Measures of Mental Effort and Motivational Disposition when Task Demand is Varied ↗ · 2010 · Ewing, Katie C et al. · indexed
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Mental Workload Classification during simulated flight operations based on cardiac and neural dynamics recorded using the MUSE 2 low-cost system · 2023 · Dehais, Frederic et al. · archived
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Fusion of Spatial, Temporal, and Spectral EEG Signatures Improves Multilevel Cognitive Load Prediction ↗ · 2023 · Liu, Yingxin et al. · indexed
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Continuous decoding of cognitive load from electroencephalography reveals task-general and task-specific correlates ↗ · 2020 · Boring, Matthew J et al. · indexed
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Mental workload of young and older adults gauged with ERPs and spectral power during N-Back task performance ↗ · 2019 · Pergher, Valentina et al. · indexed
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Reliability and Validity of Cognitive Workload in Older Adults ↗ · 2020 · Devos, Hannes et al. · indexed
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A neurophysiological training evaluation metric for Air Traffic Management ↗ · 2014 · Borghini, G. et al. · indexed
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Assessing Task Mental Workload in Construction Projects: A Novel Electroencephalography Approach ↗ · 2017 · Chen, Jiayu et al. · indexed
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High Cognitive Load Assessment in Drivers Through Wireless Electroencephalography and the Validation of a Modified <i>N</i>-Back Task ↗ · 2019 · He, Dengbo et al. · indexed
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Multimodal analysis of a sustained attention protocol: Continuous Performance Test assessed with Near Infrared Spectroscopy and EEG ↗ · 2006 · Butti, Michele et al. · indexed
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Measuring cognitive load in multitasking using mobile fNIRS ↗ · 2024 · Boere, Katherine et al. · indexed
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STRESS LEVEL AND COGNITIVE LOAD TEST OF HIGH SCHOOL STUDENTS BASED ON THE ANALYSIS OF CONSUMER-GRADE EEG SIGNAL AND NASA-TLX QUESTIONNAIRE ↗ · 2026 · Afre Ratri, Bekti et al. · indexed
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An Evaluation of Sustained Attention with Frontal Electroencephalogram ↗ · 2021 · Khan, Shah M et al. · indexed
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Cognitive Workload and Learning Assessment During the Implementation of a Next-Generation Air Traffic Control Technology Using Functional Near-Infrared Spectroscopy ↗ · 2014 · Harrison, Joshua et al. · indexed
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Functional near-infrared spectroscopy in the evaluation of urban rail transit drivers’ mental workload under simulated driving conditions ↗ · 2019 · Li, Lan-peng et al. · indexed
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Using physiological signals to measure operator’s mental workload in shipping – an engine room simulator study ↗ · 2017 · Wu, Yanbin et al. · indexed
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Task-irrelevant Auditory Event-related Potentials as Mental Workload Indicators: A Between-task Comparison Study ↗ · 2020 · Xu, Jinzhao et al. · indexed
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Mental workload level assessment based on compounded hysteresis effect ↗ · 2022 · Samima, Shabnam et al. · indexed
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Assessment and Classification of Mental Workload in the Prefrontal Cortex (PFC) Using Fixed-Value Modified Beer-Lambert Law ↗ · 2019 · Asgher, Umer et al. · indexed
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The Validity of Physiological Measures to Identify Differences in Intrinsic Cognitive Load ↗ · 2021 · Ayres, Paul et al. · indexed
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Examining Cognitive Shifts Through EEG: Insights from Resting State to Neurofeedback Game Engagement · 2025 · Gochhait, Saikat et al. · archived
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Decoding different working memory states during an operation span task from prefrontal fNIRS signals ↗ · 2021 · Chen, Ting et al. · indexed
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Mental workload classification with concurrent electroencephalography and functional near-infrared spectroscopy ↗ · 2017 · Liu, Yichuan et al. · indexed
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Improving pilot mental workload evaluation with combined measures ↗ · 2014 · Wanyan, Xiaoru et al. · indexed
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NeuroMonitor ambulatory EEG device: Comparative analysis and its application for cognitive load assessment ↗ · 2014 · Mahajan, Ruhi et al. · indexed
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Investigating EEG-based cross-session and cross-task vigilance estimation in BCI systems ↗ · 2023 · Wang, Kangning et al. · indexed
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EEG-based Assessment of Long-Term Vigilance and Lapses of Attention using a User-Centered Frequency-Tagging Approach · 2024 · Ladouce, S. et al. · archived
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Evaluating Pro- and Re-Active Driving Behavior by Means of the EEG · 2018 · Wascher, Edmund et al. · archived
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Evaluating the Potential of Using EEG to Monitor Cognitive Workload in Simulated Suborbital Flight ↗ · 2024 · Seedhouse, Erik · indexed
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Shedding light on the prefrontal correlates of mental workload in simulated driving: a functional near-infrared spectroscopy study · 2021 · Geissler, Christoph F. et al. · archived
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Facing successfully high mental workload and stressors: An <scp>fMRI</scp> study ↗ · 2021 · Causse, Mickaël et al. · indexed
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Ongoing EEG oscillatory dynamics suggesting evolution of mental fatigue in a color-word matching stroop task ↗ · 2013 · Shou, Guofa et al. · indexed
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Analysis of Neurophysiological Correlates of Mental Fatigue in Both Monotonous and Demanding Driving Conditions · 2025 · Dello Iacono, Francesca et al. · archived
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Enhancement of prefrontal functional connectivity under the influence of concurrent physical load during mental tasks · 2024 · Cheng, Shan et al. · archived
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Examining Measures of Mental Workload Across Cognitive- and Sensory-Based Vigilance Tasks ↗ · 2016 · Fraulini, Nicholas W. et al. · indexed
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Oscillatory dynamics of sustained attention states · 2024 · Solís-Vivanco, Rodolfo et al. · archived
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EEG Spectral Analysis of Workload for a Part-task UAV Simulation ↗ · 2010 · Roberts, Daniel M. et al. · indexed
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Towards an index of cognitive efficacy EEG-based estimation of cognitive load among individuals experiencing cancer-related cognitive decline ↗ · 2010 · Mathan, S et al. · indexed
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Reliability of Mental Workload Index Assessed by EEG with Different Electrode Configurations and Signal Pre-Processing Pipelines ↗ · 2023 · Mastropietro, Alfonso et al. · indexed
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Visual Mental Workload Assessment from EEG in Manual Assembly Task · 2023 · Pušica, Miloš et al. · archived
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The Age of Neuroergonomics: Towards Ubiquitous and Continuous Measurement of Brain Function with fNIRS ↗ · 2018 · Curtin, Adrian et al. · indexed
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Experimental Study on EEG with Different Cognitive Load ↗ · 2018 · Liang, Yongqiang et al. · indexed
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Discriminating cognitive performance using biomarkers extracted from linear and nonlinear analysis of EEG signals by machine learning · 2020 · Shivabalan, K R et al. · archived
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Exploring Neuro-Physiological Correlates of Drivers' Mental Fatigue Caused by Sleep Deprivation Using Simultaneous EEG, ECG, and fNIRS Data · 2016 · Ahn, Sangtae et al. · archived
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Cognitive load during driving: EEG microstate metrics are sensitive to task difficulty and predict safety outcomes · 2024 · Ma, Siwei et al. · archived
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Tracking drivers’ minds: Continuous evaluation of mental load and cognitive processing in a realistic driving simulator scenario by means of the EEG ↗ · 2023 · Wascher, Edmund et al. · indexed
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Assessment of Mental Workload in Real-Life Setup using EEG Synchronization Measures ↗ · 2024 · Lipping, Tarmo et al. · indexed
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A Window Into the Tired Brain: Neurophysiological Dynamics of Visuospatial Working Memory Under Fatigue ↗ · 2022 · Karthikeyan, Rohith et al. · indexed
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Misuse of the FNIRS Obfuscates Vigilance Cerebral Haemodynamics ↗ · 2023 · Guidetti, Oliver et al. · indexed
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Measuring mental workload using physiological measures: A systematic review ↗ · 2019 · Charles, Rebecca L. et al. · indexed
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Cognitive Fatigue Detection in Pilots Based on fNIRS via fatigue-fNIRS Net ↗ · 2026 · Li, Mengshan et al. · indexed
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Study of neurovascular and autonomic response in a divided attention test by means of EEG, ECG and NIRS signals ↗ · 2011 · Bari, V. et al. · indexed
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EEG-based assessment of long-term vigilance and lapses of attention using a user-centered frequency-tagging approach · 2025 · Ladouce, S et al. · archived
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COGNITIVE LOAD AND SHORT TERM MEMORY EVALUATION BASED ON EEG TECHNIQUES ↗ · 2017 · Ungureanu, Florina et al. · indexed
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Physiological markers of vigilance variation in a supervisory task · 2022 · Maille, Nicolas et al. · archived
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Classification of Cognitive Load Based on Neurophysiological Features From Functional Near-Infrared Spectroscopy and Electrocardiography Signals on n-Back Task ↗ · 2021 · Kesedzic, Ivan et al. · indexed
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Novel Single-Channel EEG Features Correlate with Working Memory Load ↗ · 2021 · Maimon, Neta B. et al. · indexed
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EEG correlates of cognitive load in a multiple choice reaction task ↗ · 2020 · Schapkin, Sergei A. et al. · indexed
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DISSOCIABLE ASPECTS OF MENTAL WORKLOAD: EXAMINATIONS OF THE P300 ERP COMPONENT AND PERFORMANCE ASSESSMENTS · 2005 · BALDWIN, Carryl L. et al. · archived
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Neurophysiological Vigilance Characterisation and Assessment: Laboratory and Realistic Validations Involving Professional Air Traffic Controllers · 2020 · Sebastiani, Marika et al. · archived
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Investigation of electrophysiological features during mental workload paradigm ↗ · 2016 · Duru, Dilek Göksel et al. · indexed
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Increased prefrontal cortex connectivity during cognitive challenge assessed by fNIRS imaging ↗ · 2017 · Rácz, Frigyes Sámuel et al. · indexed
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Detection of multitask mental workload using gamma band power features · 2024 · Korkmaz, Onur Erdem et al. · archived
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Cross-Entropy-Based Assessment of Mental Workloads Using Two Prefrontal EEG Channels ↗ · 2023 · Beiramvand, Matin et al. · indexed
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Tracking drivers’ minds: Continuous evaluation of mental load and cognitive processing in a realistic driving simulator scenario by means of the EEG · 2023 · Wascher, Edmund et al. · archived
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Mental Workload and P300 Component of Event-Related Brain Potentials in a Visual Monitoring Task ↗ · 1988 · Lalehzarian, Hamo · indexed
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Real-Time Cognitive Load Measurement in Classroom Environment using a Dry-Electrode EEG system ↗ · 2021 · Lee, Po-Lei et al. · indexed
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EEG Correlates of Fluctuation in Cognitive Performance in an Air Traffic Control Task · 2014 · Krishnan, Vijaya K et al. · archived
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ECG, Respiration, fNIRS, and Eye Tracking for Stress and Mental Workload Monitoring in Human-Machine Interaction ↗ · 2025 · Luzzani, Gabriele et al. · indexed
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Mental Workload Estimation Using Wireless EEG Signals · 2019 · Adewale, Quadri et al. · archived
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Application of near-infrared spectroscopy for discrimination of mental workloads ↗ · 2009 · Sassaroli, A. et al. · indexed
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Distinguishing cognitive effort and working memory load using scale-invariance and alpha suppression in EEG ↗ · 2020 · Kardan, Omid et al. · indexed
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Mental Workload Classification via Hierarchical Latent Dictionary Learning: A Functional Near Infrared Spectroscopy Study ↗ · 2019 · Parshi, Srinidhi et al. · indexed
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Frontal theta EEG dynamics in a real-world air traffic control task ↗ · 2013 · Guofa Shou et al. · indexed
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Investigating Cognitive Engagement from Training to Application Under Varied Workload Manipulations in Virtual Reality · 2025 · Spencer, Cara et al. · archived
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EEG-based Prediction of Cognitive Load in Intelligence Tests · 2019 · Friedman, Nir et al. · archived
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Investigating the Utility of fNIRS to Assess Mental Workload in a Simulated Helicopter Environment ↗ · 2020 · Masters, Matthew et al. · indexed
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Predicting iron‐dependent changes in energy expenditure from changes in EEG power as a function of cognitive workload ↗ · 2015 · Tate, L et al. · indexed
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Spectral Analysis of Sinus Arrhythmia: A Measure of Mental Effort ↗ · 1987 · Vicente, Kim J. et al. · indexed
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Distinguishing vigilance decrement and low task demands from mind‐wandering: A machine learning analysis of EEG · 2020 · Jin, Christina Yi et al. · archived
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Event-related potentials as indices of mental workload while using an in-vehicle information system · 2018 · Solís-Marcos, I. et al. · archived
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Task prioritization modulates alpha, theta and beta EEG dynamics reflecting proactive cognitive control · 2022 · Liegel, Nathalie et al. · archived
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Mental fatigue and working memory load estimation: Interaction and implications for EEG-based passive BCI ↗ · 2013 · Roy, Raphaelle N. et al. · indexed
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Analysis of information perception and processing during long-term and intense cognitive load using combined EEG and NIRS ↗ · 2020 · Grubov, Vadim et al. · indexed
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Analysis of Cognitive Load -- Importance of EEG Channel Selection for Low Resolution Commercial EEG Devices ↗ · 2014 · Sinha, Aniruddha et al. · indexed
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Mental Workload Assessment: From the Perspective of Neuroergonomics ↗ · 2013 · JIA, Huibin et al. · indexed
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Assessing Situation Awareness (SA) Using Single- or Dual-Location functional Near Infrared Spectroscopy (fNIRS) · 2023 · Bracken, Bethany K. et al. · archived
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Vigilance, alertness, or sustained attention: physiological basis and measurement ↗ · 2006 · Oken, B.S. et al. · indexed
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Detection of Cognitive Load Modulation by EDA and HRV · 2025 · Boffet, Alexis et al. · archived
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Reliable but multi-dimensional cognitive demand in operating partially automated vehicles · 2024 · Lohani, M et al. · archived
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Distinguishing cognitive effort and working memory load using scale-invariance and alpha suppression in EEG ↗ · 2019 · Kardan, Omid et al. · indexed
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Physiological and Biochemical Measures of Mental Workload of Air Traffic Controllers: A Systematic Literature Review · 2021 · Wiediartini et al. · archived
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Real -Time EEG-Based Detection of Cognitive Fatigue in Human–Machine Interaction Systems: A Biomedical Engineering Approach · 2025 · Ayeoribe, Olarewaju Peter et al. · archived
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Fine-Grained Mental Workload Estimation Based on Eeg Signal Analysis ↗ · 2025 · Wang, Yingshan et al. · indexed
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EEG Correlates of Sustained Attention Variability during Discrete Multi-finger Force Control Tasks ↗ · 2021 · Peng, Cong et al. · indexed
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Assessment of Mental Workload Using a Transformer Network and Two Prefrontal EEG Channels: An Unparameterized Approach · 2024 · Beiramvand, Matin et al. · archived
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EEG-based detection of mental workload level and stress: the effect of variation in each state on classification of the other ↗ · 2020 · Bagheri, Mahsa et al. · indexed
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Feasibility of fNIRS for assessing n-back task-related prefrontal cortex oxygenation after continuous cycling at varying intensities: an evaluation of protocol feasibility ↗ · 2026 · Debertshaeuser, Julius et al. · indexed
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EEG assessment of driving cognitive distraction caused by central control information · 2023 · Zhao, Yan et al. · archived
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Generic Mental Workload Measurement Using a Shared Spatial Map Network With Different EEG Channel Layouts ↗ · 2024 · Yin, Zhong et al. · indexed
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Cerebral haemodynamics during simulated driving: Changes in workload are detectable with functional near infrared spectroscopy · 2021 · Bloomfield, Peter M. et al. · archived
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A Fuzzy Approach Towards the Measurement of Subject-Specific Cognitive Load during Mental Task Using Hemodynamic Response ↗ · 2024 · Karmakar, Subashis et al. · indexed
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Evaluation of a headphones-fitted EEG system for the recording of auditory evoked potentials and mental workload assessment · 2024 · Ladouce, Simon et al. · archived
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Quantifying Cognitive Load using EEG during Ambulation and Postural Tasks ↗ · 2020 · Swerdloff, Margaret M. et al. · indexed
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The mental workload judgment in visual cognition under multitask meter scheme ↗ · 2012 · Jun Hong · indexed
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Validity and rationality of using neuroergonomics concept in exploring worker mental issues in systemic-activity theoretical research ↗ · 2023 · Aminu Sanda, Mohammed · indexed
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The influence of mental fatigue on brain activity: Evidence from a systematic review with meta‐analyses ↗ · 2020 · Tran, Yvonne et al. · indexed
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Cognitive Load Prediction From Multimodal Physiological Signals Using Multiview Learning ↗ · 2025 · Liu, Yingxin et al. · indexed
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Study of mental workload imposed by different tasks based on teleoperation ↗ · 2020 · Shao, Shuyu et al. · indexed
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Frontal brain activation during a working memory task: a time-domain fNIRS study ↗ · 2009 · Molteni, E. et al. · indexed
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EEG-based executive function profiling in VR: Towards personalized cognitive load management ↗ · 2026 · Savalle, Emile et al. · indexed
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Cognitive load detection using Ci-SSA for EEG signal decomposition and nature-inspired feature selection ↗ · 2023 · YEDUKONDALU, JAMMISETTY et al. · indexed
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Air Traffic Controller Workload Detection Based on EEG Signals ↗ · 2024 · Shao, Quan et al. · indexed
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Age-Related Differences in Pro-active Driving Behavior Revealed by EEG Measures · 2018 · Getzmann, Stephan et al. · archived
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Vigilance Task-Related Change in Brain Functional Connectivity as Revealed by Wavelet Phase Coherence Analysis of Near-Infrared Spectroscopy Signals · 2016 · Wang, Wei et al. · archived
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Effects of mental workload on involuntary attention: A somatosensory ERP study ↗ · 2017 · Mun, Sungchul et al. · indexed
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EEG synchronization signatures for decoding attentional states during continuous force control · 2025 · Zheng, Yilei et al. · archived
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An Exploration of the Feasibility of Functional Near-Infrared Spectroscopy as a Neurofeedback Cueing System for the Mitigation of the Vigilance Decrement ↗ · 2017 · Hancock, Gabriella M. · indexed
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EEG Pattern Analysis for Physiological Indicators of Mental Fatigue in Simulated Air Traffic Control Tasks · 2010 · Dasari, Deepika et al. · archived
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Spectral and non-spectral EEG measures in the prediction of working memory task performance and psychopathology ↗ · 2026 · Peck, Fleming C. et al. · indexed
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Functional Connectivity Analysis and Detection of Mental Fatigue Induced by Different Tasks Using Functional Near-Infrared Spectroscopy ↗ · 2022 · Peng, Yaoxing et al. · indexed
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Enhancing Sustained Attention · 2021 · Demazure, Théophile et al. · archived
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Utilization of a combined EEG/NIRS system to predict driver drowsiness · 2017 · Nguyen, Thien et al. · archived
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Measuring Photoplethysmogram-Based Stress-Induced Vascular Response Index to Assess Cognitive Load and Stress ↗ · 2015 · Lyu, Yongqiang et al. · indexed
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Aerobic exercise modulates EEG microstates under distinct mental workload ↗ · 2025 · Yu, Geng et al. · indexed
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Cognitive Reorganization Due to Mental Workload: A Functional Connectivity Analysis Based on Working Memory Paradigms ↗ · 2023 · Dimitrakopoulos, Georgios N. et al. · indexed
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Attention State Related EEG Spectrum and Pupil Size in Vigilance Task ↗ · 2017 · ZHANG, De-qian et al. · indexed
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EEG based Mental Workload Assessment by Power Spectral Density Feature ↗ · 2022 · Liu, Yang et al. · indexed
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Modulation of aperiodic EEG activity provides sensitive index of cognitive state changes during working memory task ↗ · 2024 · Frelih, Tisa et al. · indexed
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Sensitivity of human EEG alpha band desynchronization to different working memory components and increasing levels of memory load ↗ · 2003 · Stipacek, A. et al. · indexed
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An analysis of eye-tracking and electroencephalography data for cognitive load measurement during arithmetic tasks ↗ · 2017 · Borys, Magdalena et al. · indexed
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Topological EEG-Based Functional Connectivity Analysis for Mental Workload State Recognition · 2023 · Yan, Yan et al. · archived
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Effective Connectivity Analysis of the Brain Network in Drivers during Actual Driving Using Near-Infrared Spectroscopy · 2017 · Liu, Zhian et al. · archived
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Differences in brain activity between fast and slow responses on psychomotor vigilance task: an fNIRS study. · 2021 · Nogueira, Mateus G. et al. · archived
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EEG indices correlate with sustained attention performance in patients affected by diffuse axonal injury ↗ · 2017 · Coelli, Stefania et al. · indexed
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The Role of the Prefrontal Cortex and Functional Connectivity during Maritime Operations: An fNIRS study · 2020 · Fan, Shiqi et al. · archived
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Classification of Different Cognitive Load using Electroencephalogram(EEG): Preliminary Study ↗ · 2018 · Kwon, Joo-Hee et al. · indexed
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Prefrontal Hemodynamics of Physical Activity and Environmental Complexity During Cognitive Work ↗ · 2017 · McKendrick, Ryan et al. · indexed
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Characterizing alterations in attention networks under high mental workload · 2026 · Wu, Lin et al. · archived
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Characterisation of Cognitive Load Using Machine Learning Classifiers of Electroencephalogram Data · 2023 · Wang, Qi et al. · archived
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Pattern Recognition of Cognitive Load Using EEG and ECG Signals ↗ · 2020 · Xiong, Ronglong et al. · indexed
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EEG as a tool to measure cognitive load while playing Sudoku: A preliminary study ↗ · 2019 · Shakti, Divya et al. · indexed
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Improving upper-limb prosthesis usability: Cognitive workload measures quantify task difficulty · 2022 · Cooper, JM et al. · archived
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Mental Workload Classification from fNIRS Signals by Leveraging Machine Learning ↗ · 2023 · Hasan, M. et al. · indexed
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The Effects of Event Rate and Array Size on a Cognitive Vigilance Task with Associated EEG Rhythms and a Derived Engagement Index ↗ · 2002 · Smith, Carl et al. · indexed
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Gamma Power as an Index of Sustained Attention in Simulated Vigilance Tasks ↗ · 2023 · Curley, Taylor M. et al. · indexed
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Measurement and identification of mental workload during simulated computer tasks with multimodal methods and machine learning ↗ · 2020 · Ding, Yi et al. · indexed
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A test-retest resting, and cognitive state EEG dataset during multiple subject-driven states · 2022 · Wang, Yulin et al. · archived
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An Exploratory Study of the Driver Workload Assessment by Brain Functional Imaging Using Onboard fNIRS ↗ · 2011 · Shimizu, Toshiyuki et al. · indexed
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The Validation of a Portable Functional NIRS System for Assessing Mental Workload ↗ · 2021 · Saikia, Manob Jyoti et al. · indexed
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Detecting Mental Workload in Surgical Teams Using a Wearable Single-Channel Electroencephalographic Device ↗ · 2019 · Morales, José M. et al. · indexed
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EEG Dataset Collection for Mental Workload Predictions in Flight-Deck Environment · 2024 · Hernández-Sabaté, Aura et al. · archived
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How Stress Affects Functional Near-Infrared Spectroscopy (fNIRS) Measurements of Mental Workload ↗ · 2018 · Alsuraykh, Norah H. et al. · indexed
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EEG Markers of Cognitive Load and Mental Fatigue in University Students: A Systematic Review ↗ · 2026 · Petrović, Nikol · indexed
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CLASSIFICATION OF COGNITIVE WORKLOAD FROM EEG SIGNALS USING MULTIDIMENSIONAL FEATURES WITH MACHINE LEARNING AND DEEP LEARNING · 2025 · Koca, Yavuz Bahadir · archived
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Evaluating the Sensitivity of Dry and Gel-Based Wearable EEG for Cognitive Load Estimation ↗ · 2026 · Idesis, Sebastian et al. · indexed
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Spatio Temporal Attentional EEGNet: An Enhanced Deep Learning Model for Cognitive Workload Detection · 2025 · Ghosh, Sayan et al. · archived
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Eye‐Tracking and Skin Conductance to Monitor Cognitive Task Engagement ↗ · 2026 · Fragueiro, Agustina et al. · indexed
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Single trial prediction of normal and excessive cognitive load through EEG feature fusion ↗ · 2015 · Bashivan, Pouya et al. · indexed
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Infrared webcam-based non-contact measurement of event-related potentials from event-related pupillary responses: An approach focused on mental workload ↗ · 2022 · Park, Sangin et al. · indexed
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Neuroergonomic Attention Assessment in Safety-Critical Tasks: EEG Indices and Subjective Metrics Validation in a Novel Task-Embedded Reaction Time Paradigm ↗ · 2024 · Bjegojević, Bojana et al. · indexed
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Measurement of Frontal Cortex Brain Activity Attributable to the Driving Workload and Increased Attention ↗ · 2009 · Shimizu, Toshiyuki et al. · indexed
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Classifying mental workload using EEG data: A machine learning approach · 2022 · Harputlu Aksu, Şeniz et al. · archived
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Multimodal Assessment of Pilot Cognitive Workload Using ECG and Eye-Tracking Features in Simulated Flight Tasks · 2026 · Guan, Yixuan et al. · archived
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INSTRUCTIONAL DESIGN BASED ON THE ASSESSMENT OF COGNITIVE LOAD AND WORKING MEMORY LOAD ↗ · 2018 · Cimpanu, Corina et al. · indexed
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Multimodal Psychophysiological Signatures of Mental Workload ↗ · 2026 · Schindler, Hanna et al. · indexed
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EEG Feature Analysis Related to Situation Awareness Assessment and Discrimination ↗ · 2022 · Feng, Chuanyan et al. · indexed
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Assessment of the mental workload of trainee pilots of remotely operated aircraft using functional near-infrared spectroscopy · 2022 · Tang, Liya et al. · archived
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Measurement of train driver’s brain activity by functional near-infrared spectroscopy (fNIRS) · 2006 · Kojima, T. et al. · archived
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Inactive-state recognition from EEG signals and its application in cognitive load computation ↗ · 2016 · Gavas, Rahul et al. · indexed
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Dry EEG measurement of P3 to evaluate cognitive load during sitting, standing, and walking ↗ · 2022 · Swerdloff, Margaret et al. · indexed
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<scp>EEG</scp> Correlates of Engagement During Assessment ↗ · 2021 · Halderman, Laura K. et al. · indexed
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Sustained Attention in Real Classroom Settings: An EEG Study · 2017 · Ko, Li-Wei et al. · archived
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Adaptive Filtering for Improved EEG-Based Mental Workload Assessment of Ambulant Users · 2021 · Rosanne, Olivier et al. · archived
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Neuroergonomics and Vigilance: Probing the Event-Related Cerebral Hemodynamic Response ↗ · 2019 · Greenlee, Eric T. et al. · indexed
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The effect of mental fatigue on sustained attention: an fNIRS study ↗ · 2017 · Zhang, Zhen et al. · indexed
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EEG Band Patterns for Top-Down vs Bottom-Up Control During the Psychomotor Vigilance Task: A Meta-Analysis ↗ · 2024 · Meszaros, Dominic · indexed
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Individual differences in peripheral physiology and implications for the real-time assessment of driver state (phase I & II). · 2013 · Reimer, Bryan · archived
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Investigating Mental Workload Changes in a Long Duration Supervisory Control Task ↗ · 2015 · Boyer, Mark et al. · indexed
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A novel method of cognitive overload assessment based on a fusion feature selection using EEG signals ↗ · 2024 · Li, Zhongrui et al. · indexed
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Sustained attention detection in humans using a prefrontal theta-EEG rhythm ↗ · 2024 · Sahu, Pankaj Kumar et al. · indexed
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Visualization and workload with implicit fNIRS-based BCI: toward a real-time memory prosthesis with fNIRS · 2025 · Russell, Matthew et al. · archived
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Validation of Vigilance Decline Capability in A Simulated Test Environment: A Preliminary Step Towards Neuroadaptive Control · 2024 · Mahu, Andra et al. · archived
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EEG markers of vigilance, task-induced fatigue and motivation during sustained attention: Evidence for decoupled alpha- and beta-signatures · 2024 · Hanzal, Simon et al. · archived
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Drivers’ Workload Electroencephalogram Characteristics in Cognitive Tasks Based on Improved Multiscale Sample Entropy ↗ · 2023 · Liu, Ruiwei et al. · indexed
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Optimizing Mental Workload Estimation by Detecting Baseline State Using Vector Phase Analysis Approach ↗ · 2021 · Lim, Lam Ghai et al. · indexed
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Dry EEG Measurement of P3 to Evaluate Cognitive Load During Sitting, Standing, and Walking ↗ · 2021 · Swerdloff, Margaret et al. · indexed
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An In-Vehicle Digital Representation Model for Identifying the Channel and Level of Driver Workload Based on EEG Signals ↗ · 2025 · Liu, Tiancheng et al. · indexed
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Study of Mental Workload when Solving an Individual Cognitive Task Using Part of a Hybrid System for Non-Invasive Brain-Computer Interface ↗ · 2025 · Hristov, Hristo I. et al. · indexed
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Towards continuous and real-time attention monitoring at work: reaction time versus brain response ↗ · 2016 · Mijović, Pavle et al. · indexed
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Exploring the feasibility of using functional tissue pulsatility imaging to measure cognitive load during an abbreviated vigilance task ↗ · 2014 · Ramirez, Raul et al. · indexed
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Workload-dependent hemispheric asymmetries during the emotion-cognition interaction: a close-to-naturalistic fNIRS study · 2023 · Lingelbach, Katharina et al. · archived
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Can the Spontaneous Electroencephalography Theta/Beta Power Ratio and Alpha Oscillation Measure Individuals’ Attentional Control? ↗ · 2024 · Wei, Hua et al. · indexed
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Systematic review of cognitive impairment in drivers through mental workload using physiological measures of heart rate variability · 2024 · Raza, Mansoor S. et al. · archived
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EEG microstate transition cost correlates with task demands ↗ · 2023 · Barzon, Giacomo et al. · indexed
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Real Time Vigilance Detection using Frontal EEG · 2021 · Ganesh, Siddarth et al. · archived
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Individual peak alpha frequency does not index individual differences in inhibitory cognitive control · 2024 · Busch, Nuno et al. · archived
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Assessing cognitive load in navigation tasks through EEG: Spatio-temporal multi-scale analysis ↗ · 2026 · Liu, Yixin et al. · indexed
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Cognitive load detection through EEG lead wise feature optimization and ensemble classification ↗ · 2025 · Yedukondalu, Jammisetty et al. · indexed
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Brief review on physiological and biochemical evaluations of human mental workload ↗ · 2011 · Lean, Ying et al. · indexed
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MENTAL WORKLOAD ASSESSMENT OF GAMERS’ EEG WITH MULTI-DOMAIN FEATURE-BASED COGNITIVE MODEL AND ITS VALIDATION ↗ · 2024 · Gogna, Yamini et al. · indexed
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Relationship of Event-Related Potentials to the Vigilance Decrement ↗ · 2018 · Haubert, Ashley et al. · indexed
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Mental Workload Estimation from EEG Signals Using Machine Learning Algorithms · 2018 · Cheema, Baljeet Singh et al. · archived
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Dry EEG measurement of P3 to evaluate cognitive load during sitting, standing, and walking ↗ · 2023 · Swerdloff, Margaret M. et al. · indexed
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Cerebral Blood Flow Velocity and Task Engagement as Predictors of Vigilance Performance ↗ · 2006 · Reinerman, Lauren E. et al. · indexed
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Task-Independent Mental Workload Classification Based Upon Common Multiband EEG Cortical Connectivity ↗ · 2017 · Dimitrakopoulos, Georgios N. et al. · indexed
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CogniMeter: EEG-based Emotion, Mental Workload and Stress Visual Monitoring ↗ · 2015 · Hou, Xiyuan et al. · indexed
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Correlation Dimension of the Human Electroencephalogram Corresponds with Cognitive Load ↗ · 2000 · Lamberts, J. et al. · indexed
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Cardiorespiratory fitness modulates prestimulus EEG microstates during a sustained attention task · 2023 · Di Muccio, Francesco et al. · archived
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Neurophysiological markers of cognitive workload under altered gravity conditions using a gamified dual-task paradigm · 2026 · Badalì, Constance et al. · archived
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Evaluating Mental Workload Measures in Human-robot Collaborative Assembly ↗ · 2024 · Dai, Xiranai et al. · indexed
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A Multimodal Approach Exploiting EEG to Investigate the Effects of VR Environment on Mental Workload · 2023 · Mondellini, Marta et al. · archived
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Spontaneous and reflexive eye activity measures of mental workload ↗ · 2002 · Neumann*, David L. et al. · indexed
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Predicting task-general mind-wandering with EEG · 2019 · Jin, Christina Yi et al. · archived
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Simultaneous Mental Fatigue and Mental Workload Assessment With Wearable High-Density Diffuse Optical Tomography ↗ · 2025 · Chen, Jianan et al. · indexed
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Modulation of aperiodic EEG activity provides sensitive index of cognitive state changes during working memory task ↗ · 2025 · Frelih, Tisa et al. · indexed
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Prefrontal fNIRS hemodynamic correlates of attentional load during rapid serial visual presentation tasks ↗ · 2026 · Lim, Seongyeon et al. · indexed
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Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset ↗ · 2018 · Shin, Jaeyoung et al. · indexed
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EEG-based characterization of auditory attention and meditation: an ERP and machine learning approach · 2025 · Attar, Eyad Talal · archived
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Human Cognitive Behavior and Brain State analysis in different physiological conditions using EEG signal: A systematic review ↗ · 2026 · Rai, Rakesh Kumar et al. · indexed
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Manipulating Drivers' Mental Workload: Neuroergonomic Evaluation of the Speed Regulation N-Back Task Using NASA-TLX and Auditory P3a · 2023 · Figalová, Nikol et al. · archived
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Cognitive ergonomics: Triangulation of physiological, subjective, and performance-based mental workload assessments ↗ · 2025 · Fogelberg, Emmie et al. · indexed
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Attention modulates EEG spectral activity across serial positions ↗ · 2026 · Kim, Jacqueline S. et al. · indexed
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Using Pupillometry to Indicate the Cognitive Redline ↗ · 2016 · Rodriguez-Paras, Carolina et al. · indexed
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Block-Wise Domain Adaptation for Workload Prediction from fNIRS Data ↗ · 2025 · Wang, Jiyang et al. · indexed
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The promising fNIRS: Uncovering the function of prefrontal working memory networks based on multi-cognitive tasks ↗ · 2022 · Ren, Yufei et al. · indexed
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Probe-independent EEG assessment of mental workload in pilots ↗ · 2015 · Johnson, Michael K. et al. · indexed
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Evaluation of physiological responses to mental workload in n-back and arithmetic tasks ↗ · 2023 · Wiediartini et al. · indexed
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Unraveling the Physiological Correlates of Mental Workload Variations in Tracking and Collision Prediction Tasks ↗ · 2022 · John, Alka Rachel et al. · indexed
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Predicting Cognitive Load using Parameter-optimized CNN from Spatial-Spectral Representation of EEG Recordings ↗ · 2021 · Havugimana, Felix et al. · indexed
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An Analysis of the External Validity of EEG Spectral Power in an Uncontrolled Outdoor Environment during Default and Complex Neurocognitive States ↗ · 2021 · Edwards, Dalton J. et al. · indexed
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Combining neurophysiological and psychological indicators to understand individual and team cognition and decision-making ↗ · 2020 · Sinha, Ruchi et al. · indexed
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Posterior Cortex Isolation Enhances Detection of Alpha Desynchronization During Sustained Attention · 2025 · St. Clair, N et al. · archived
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Heart rate variability based assessment of cognitive workload in smart operators ↗ · 2020 · Digiesi, Salvatore et al. · indexed
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A continuous time-resolved measure decoded from EEG oscillatory activity predicts working memory task performance ↗ · 2018 · Astrand, Elaine · indexed
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Environmental Noise Alters Neural Regulation Without Behavioral Impairment: A Pilot EEG Study · 2025 · Morina, Egzona · archived
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Influences of Information Processing Modality on Mental Workload Recognition Performance Based on EEG Feature Extraction · 2024 · Guo, Sinan et al. · archived
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Measuring mental workload in assistive wearable devices: a review ↗ · 2021 · Marchand, Charlotte et al. · indexed
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EEG-based assessment of sustained attention in geriatric inpatients: a feasibility study · 2026 · Stagneth, Lina et al. · archived
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Adaptive Automation Triggered by EEG-Based Mental Workload Index: A Passive Brain-Computer Interface Application in Realistic Air Traffic Control Environment · 2016 · Aricò, Pietro et al. · archived
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A Comparative Analysis of Indexing of Mental Workload by using Neuro-Driving Tools based on EEG Measurements Coupling with the Eye-Tracking System ↗ · 2016 · Mayu, Ichiki et al. · indexed
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A Demonstration of a Dry/No Preparation Electrode System for EEG ↗ · 2009 · Christensen, James C. et al. · indexed
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A Demonstration of a Dry/No Preparation Electrode System for EEG ↗ · 2009 · Christensen, James et al. · indexed
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Mapping Executive Function Performance Based on Resting-State EEG in Healthy Individuals: A Systematic and Mechanistic Review ↗ · 2026 · Chmiel, James et al. · indexed
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Test-Retest Reliability of Time-Domain EEG Features to Assess Cognitive Load Using a Wireless Dry-Electrode System ↗ · 2020 · Ortiz, O. et al. · indexed
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Mental Workload Analysis during the Production Process: EEG and GSR Activity ↗ · 2012 · Ma, Qing Guo et al. · indexed
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Real-Time Biometric Monitoring for Cognitive Workload Detection: A Narrative Review of Applications in High-Demand Professions · 2025 · O'Hara, Reginald B. et al. · archived
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Cognitive Functional Evaluation by Asymmetry of Spontaneous Electroencephalogram During Sustained Attention to Response Task · 2023 · ABE, Hiroyuki et al. · archived
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Neural Dynamics of Target Detection via Wireless EEG in Embodied Cognition ↗ · 2021 · He, Congying et al. · indexed
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Pilot Mental Workload Assessment Using fNIRS-Based Brain Effective Connectivity During Crosswind Approach and Landing ↗ · 2025 · Zhang, Chenyang et al. · indexed
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Frontal EEG theta/beta ratio during mind wandering episodes · 2018 · Van Son, Dana et al. · archived
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Phase coherence of auditory steady-state response reflects the amount of cognitive workload in a modified N-back task ↗ · 2015 · Yokota, Yusuke et al. · indexed
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The effect of mental schema evolution on mental workload measurement: an EEG study with simulated quadrotor UAV operation ↗ · 2022 · Gu, Heng et al. · indexed
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Cognitive load detection using Binary salp swarm algorithm for feature selection ↗ · 2022 · Yedukondalu, Jammisetty et al. · indexed
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Superior frontal regions reflect the dynamics of task engagement and theta band-related control processes in time-on task effects · 2022 · Yu, Shijing et al. · archived
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Towards cognitive BCI: Neural correlates of sustained attention in a continuous performance task ↗ · 2015 · Gaume, Antoine et al. · indexed
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EEG-BASED COGNITIVE LOAD INDICATORS IN CAD MODELLING TASKS OF VARYING COMPLEXITY ↗ · 2023 · Lukačević, Fanika et al. · indexed
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Specific feature selection in wearable EEG-based transducers for monitoring high cognitive load in neurosurgeons ↗ · 2025 · Arpaia, Pasquale et al. · indexed
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Measurement of pilots’ fatigue, attention and vigilance using EEG, ECG and EYE tracking in the simulated environment · 2025 · RUSU, Victoria et al. · archived
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Taking a Deeper Look at the Brain: Predicting Visual Perceptual and Working Memory Load From High-Density fNIRS Data ↗ · 2022 · Wang, Jiyang et al. · indexed
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Brain hemodynamic response in Examiner–Examinee dyads during spatial short-term memory task: an fNIRS study · 2021 · Panico, Francesco et al. · archived
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Validation of stimulus for EEG signal based cognitive load analysis ↗ · 2015 · Sinha, Aniruddha et al. · indexed
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Comparison of QEEG and response accuracy in good vs poorer performers during a vigilance task ↗ · 1993 · Valentino, D.A. et al. · indexed
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Estimation of Working Memory Load using EEG Connectivity Measures ↗ · 2016 · Charbonnier, Sylvie et al. · indexed
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Cognitive load-dependent effects of HD-tDCS on the executive vigilance decrement: insights from aperiodic EEG activity. · 2025 · Hemmerich, K et al. · archived
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Resting state intrinsic EEG impacts on go stimulus‐response processes ↗ · 2017 · Karamacoska, Diana et al. · indexed
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Neural Networks Meet Neural Activity: Utilizing EEG for Mental Workload Estimation · 2024 · Siddhad, Gourav et al. · archived
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Monitoring driver cognitive load using functional near infrared spectroscopy in partially autonomous cars ↗ · 2016 · Sibi, Srinath et al. · indexed
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Mental Workload as a Function of Traffic Density: Comparison of Physiological, Behavioral, and Subjective Indices · 2003 · Baldwin, Carryl L et al. · archived
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Frontal Midline Theta Reflects Individual Task Performance in a Working Memory Task ↗ · 2014 · Maurer, Urs et al. · indexed
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Mental workload is reflected in driver behaviour, physiology, eye movements and prefrontal cortex activation ↗ · 2018 · Foy, Hannah J. et al. · indexed
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Channel Selection and Feature Projection for Cognitive Load Estimation Using Ambulatory EEG ↗ · 2007 · Lan, Tian et al. · indexed
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Human-Machine Interaction Assessment by Neurophysiological Measures: A Study on Professional Air Traffic Controllers ↗ · 2018 · Arico, Pietro et al. · indexed
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A Three-Class Classification of Cognitive Workload Based on EEG Spectral Data ↗ · 2019 · Plechawska-Wójcik, Małgorzata et al. · indexed
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Tracking momentary fluctuations in human attention with a cognitive brain-machine interface ↗ · 2022 · Chinchani, Abhijit M. et al. · indexed
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Pilot mental workload measurement and evaluation under dual task ↗ · 2011 · Song, Jianshuang et al. · indexed
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Effects of Task Demand and Time-on-Task on Psychophysiological Candidates for Biocybernetic Control ↗ · 2004 · Fairclough, Stephen H et al. · indexed
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Compact Colocated Bimodal EEG/fNIRS Multi-Distance Sensor ↗ · 2025 · Hameau, Frédéric et al. · indexed
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Asymmetry of Regional Phase Synchrony Cortical Networks Under Cognitive Alertness and Vigilance Decrement States ↗ · 2021 · Hassanin, Omnia et al. · indexed
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Near‐infrared spectroscopy can detect brain activity during a color–word matching Stroop task in an event‐related design ↗ · 2002 · Schroeter, Matthias L. et al. · indexed
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Relationship between regional hemodynamic activity and simultaneously recorded EEG‐theta associated with mental arithmetic‐induced workload ↗ · 2006 · Sammer, Gebhard et al. · indexed
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The effect of long-term cognitive load on the EEG parameters ↗ · 2014 · Polikanova, Irina S. et al. · indexed
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Evaluation of Mental Workload of Short-term Memory Task by Secondary Task Performance and Frontal Midline Theta Rhythm. ↗ · 1992 · NAKASHIMA, Koji et al. · indexed
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Decoding Mental Workload in Virtual Environments: A fNIRS Study using an Immersive n-back Task ↗ · 2019 · Putze, Felix et al. · indexed
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Decoding the cognitive states of attention and distraction in a real-life setting using EEG · 2022 · Kaushik, Pallavi et al. · archived
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Differences in brain activity between fast and slow responses on psychomotor vigilance task: an fNIRS study ↗ · 2022 · Nogueira, Mateus G. et al. · indexed
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Comparison of concurrent cognitive load measures during n-back tasks ↗ · 2024 · Pillai, Prarthana et al. · indexed
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Hybrid fNIRS-EEG based discrimination of 5 levels of memory load ↗ · 2015 · Herff, Christian et al. · indexed
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An EEG-Based Cognitive Load Assessment in Multimedia Learning Using Feature Extraction and Partial Directed Coherence ↗ · 2017 · Mazher, Moona et al. · indexed
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Deep Learning Forecast of Cognitive Workload Using fNIRS Data · 2024 · Grimaldi, Nicolas et al. · archived
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Assessing focus through ear-EEG: a comparative study between conventional cap EEG and mobile in- and around-the-ear EEG systems · 2023 · Crétot-Richert, Gabrielle et al. · archived
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This is your brain on autopilot: Neural indices of driver workload and engagement during partial vehicle automation · 2023 · McDonnell, AS et al. · archived
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Attention, Boredom and Mind Wandering during a Vigilance Task: EEG and Ocular Markers ↗ · 2022 · Esposito, Antonino et al. · indexed
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Evaluating mental workload during multitasking in simulated flight ↗ · 2022 · Li, Wenbin et al. · indexed
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UAV Operator mental workload - A neurophysiological comparison of mental workload and vigilance ↗ · 2017 · Richards, Dale et al. · indexed
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On Temporal Connectivity of PFC Via Gauss - Markov Modeling of fNIRS Signals ↗ · 2009 · Aydore, Sergul et al. · indexed
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5203 Mesurement of driver's brain function by using functional near-infrared spectroscopy : Evaluation of reduction in driver's mental workload by driving · 2008 · YANAGISAWA, Kazuki et al. · archived
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Wearable EEG-Based Brain–Computer Interface for Stress Monitoring ↗ · 2024 · Premchand, Brian et al. · indexed
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Event‐related potentials associated with attentional networks evidence changes in executive and arousal vigilance ↗ · 2023 · Luna, Fernando Gabriel et al. · indexed
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Cerebral cortical networking for mental workload assessment under various demands during dual-task walking ↗ · 2019 · Shaw, Emma P. et al. · indexed
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Electrocortical correlates of the association between cardiorespiratory fitness and sustained attention in young adults · 2022 · Di Muccio, Francesco et al. · archived
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EEG-based analysis of neurocognitive engagement during hots-oriented science tasks among Form Two · 2026 · Saleh, Salmiza et al. · archived
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Comparison of Multiple Physiological Sensors to Classify Operator State in Adaptive Automation Systems ↗ · 2010 · Taylor, Grant et al. · indexed
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Physiological Parameter Response to Variation of Mental Workload ↗ · 2017 · Marinescu, Adrian Cornelius et al. · indexed
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Electroencephalogram assessment of mental fatigue in visual search ↗ · 2015 · Fan, Xiaoli et al. · indexed
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A cognitive brain-computer interface prototype for the continuous monitoring of visual working memory load ↗ · 2015 · Mora Sanchez, Aldo et al. · indexed
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Reliability over time of EEG-based mental workload evaluation during Air Traffic Management (ATM) tasks · 2015 · Arico, Pietro et al. · archived
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EEG Signal Analysis for Monitoring Concentration of Operators · 2023 · Rykała, Łukasz · archived
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Aperiodic EEG features of cognition: A systematic review ↗ · 2025 · Hemmerich, Klara et al. · indexed
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Use of wearable physiological sensors to predict cognitive workload in a visuospatial learning task ↗ · 2022 · Fine, Michael S. et al. · indexed
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Exploring Differential Entropy and Multifractal Cumulants for EEG-based Mental Workload Recognition · 2024 · Lu, Yan · archived
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Decoding working-memory load during n-back task performance from high channel fNIRS data ↗ · 2024 · Kothe, Christian et al. · indexed
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Effect of fNIRS on Physiological Index and Performance Under Vibratory Stimulus · 2019 · Sugimoto, Junya et al. · archived
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Cognitive Workload and Workload Transitions Elicit Curvilinear Hemodynamics During Spatial Working Memory ↗ · 2019 · McKendrick, Ryan et al. · indexed
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Comparison of the Working Memory Load in N-Back and Working Memory Span Tasks by Means of EEG Frequency Band Power and P300 Amplitude ↗ · 2017 · Scharinger, Christian et al. · indexed
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The impact analysis of disturbance stimulation on sustained attention based on EEG ↗ · 2016 · Rong Gu et al. · indexed
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Psycho Physiological and Subjective Responses to Mental Workload Levels during N-Back Task ↗ · 2016 · Fallahi, Majid et al. · indexed
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Cognitive Load During Multitasking Can Be Accurately Assessed Based on Single Channel Electroencephalography Using Graph Methods ↗ · 2021 · Zhu, Guohun et al. · indexed
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A new electrophysiological index for working memory load in humans ↗ · 2003 · Missonnier, Pascal et al. · indexed
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Multi-Scale EEG Brain Dynamics During Sustained Attention Tasks ↗ · 2007 · Huang, Ruey-Song et al. · indexed
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Emotional state and cognitive load analysis using features from BVP and SC sensors ↗ · 2015 · Gokay, Ramazan et al. · indexed
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Assessing Cognitive Load Levels via TAR-Based EEG Analysis and Machine Learning Models ↗ · 2025 · Ansari, Md Riyaz et al. · indexed
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Electroencephalographic and peripheral temperature dynamics during a prolonged psychomotor vigilance task ↗ · 2019 · Molina, Enrique et al. · indexed
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Fusion of Spectral and Spectro-Temporal EEG Features for Mental Workload Assessment Under Different Levels of Physical Activity ↗ · 2019 · Albuquerque, Isabela et al. · indexed
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Self-control enhances vigilance performance in temporally irregular tasks: an fNIRS frontoparietal investigation · 2024 · Mouloua, Salim Adam et al. · archived
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Correlation between Situational Awareness and EEG signals ↗ · 2021 · Kästle, Jan Luca et al. · indexed
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Modeling Cognitive Load as a Self-Supervised Brain Rate with Electroencephalography and Deep Learning ↗ · 2022 · Longo, Luca · indexed
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Classification of working memory loads using hybrid EEG and fNIRS in machine learning paradigm ↗ · 2020 · Mandal, S. et al. · indexed
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Mind the road: attention related neuromarkers during automated and manual simulated driving captured with a new mobile EEG sensor system · 2025 · Scanlon, Joanna Elizabeth Mary et al. · archived
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Real-time monitoring of driver cognitive states: linking driving behavior to neural oscillations ↗ · 2026 · Alyan, Emad et al. · indexed
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Would frontal midline theta indicate cognitive changes induced by non-invasive brain stimulation? A mini review ↗ · 2023 · Nakamura-Palacios, Ester Miyuki et al. · indexed
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Functional near-infrared spectroscopy (fNIRS) and Eye tracking for Cognitive Load classification in a Driving Simulator Using Deep Learning · 2024 · Khan, Mehshan Ahmed et al. · archived
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The theta paradox: 4-8 Hz EEG oscillations reflect both local sleep and cognitive control · 2022 · Snipes, Sophia et al. · archived
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Frontal theta event-related synchronization: comparison of directed attention and working memory load effects ↗ · 2006 · Missonnier, P. et al. · indexed
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Measuring vigilance while assessing the functioning of the three attentional networks: The ANTI-Vigilance task ↗ · 2011 · Roca, Javier et al. · indexed
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A Field Study Assessing Driving Performance, Visual Attention, Heart Rate and Subjective Ratings in Response to Two Types of Cognitive Workload · 2013 · Yang, Yan et al. · archived
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Neurophysiological Measures of Working Memory and Individual Differences in Cognitive Ability and Cognitive Style ↗ · 2000 · Gevins, A. · indexed
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Activation of the prefrontal cortex during a visual <i>n</i>-back working memory task with varying memory load: A Near Infrared Spectroscopy Study ↗ · 2008 · Molteni, Erika et al. · indexed
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Advancing Cognitive Load Detection in Simulated Driving Scenarios Through Deep Learning and fNIRS Data · 2025 · Khan, Mehshan Ahmed et al. · archived
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Advancing Cognitive Load Detection in Simulated Driving Scenarios Through Deep Learning and fNIRS Data · 2025 · Khan, Mehshan Ahmed et al. · archived
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Classification of Mental Workload (MWL) using Support Vector Machines (SVM) and Convolutional Neural Networks (CNN) ↗ · 2020 · Asgher, Umer et al. · indexed
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Reliable resting-state EEG connectivity measures reveal brain network destabilization and cognitive decoupling following prolonged extreme working conditions ↗ · 2026 · Çelik, Samet et al. · indexed
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Cognitive Workload of Tugboat Captains in Realistic Scenarios: Adaptive Spatial Filtering for Transfer Between Conditions · 2022 · Miklody, Daniel et al. · archived
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A Pilot Study On Detecting Cognitive Load Using Kolmogorov-Arnold Networks With EEG Signals ↗ · 2024 · Wang, Guangshuai et al. · indexed
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Measuring workload during a dynamic supervisory control task using cerebral blood flow velocity and the NASA-TLX ↗ · 2012 · Satterfield, Kelly et al. · indexed
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Comparing verbal working memory load in auditory and visual modalities using functional near-infrared spectroscopy ↗ · 2024 · Rovetti, Joseph et al. · indexed
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Exploration of User’s Mental State Changes during Performing Brain–Computer Interface ↗ · 2020 · Ko, Li-Wei et al. · indexed
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A review of physiological measures for mental workload assessment in aviation ↗ · 2023 · Luzzani, G. et al. · indexed
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Neuroconnectivity analysis under mental workload and resting state conditions ↗ · 2017 · Duru, Adil Deniz et al. · indexed
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A Multimodal System for Assessing Alertness Levels Due to Cognitive Loading ↗ · 2017 · Sengupta, Anwesha et al. · indexed
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Analyzing Cognitive Load Measurements of the Truck Drivers to Determine Transportation Routes and Improve Safety Driving: A Review Study · 2023 · Sudiarno, Adithya et al. · archived
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Mind Wandering Influences EEG Signal in Complex Multimodal Environments · 2021 · Gouraud, Jonas et al. · archived
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Demonstrating brain-level interactions between working memory load and driving demand level using fNIRS ↗ · 2018 · Rieger, Jochem et al. · indexed
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Brain Waves Measurement Based Evaluation of Mental Workload Related to Visual Information While Driving ↗ · 2011 · Gheorghe, Lucian Andrei et al. · indexed
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Discrimination of Mental Workload Levels From Multi-Channel fNIRS Using Deep Leaning-Based Approaches · 2019 · Ho, Thi Kieu Khanh et al. · archived
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Subject-Specific Cognitive Workload Classification Using EEG-Based Functional Connectivity and Deep Learning ↗ · 2021 · Gupta, Anmol et al. · indexed
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Vigilance behaviors and EEG activity in sustained attention may affect acute pain · 2017 · Chien, JH et al. · archived
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Task absorption and job demands: exploring task performance through neural and pupillary data · 2025 · Juyumaya, Jesus et al. · archived
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EEG-Based Mental Workload Recognition in Human Factors Evaluation of Future Air Traffic Control Systems · 2017 · Yisi, Liu et al. · archived
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Profiling cognitive workload in an unmanned vehicle control task with cognitive models and physiological metrics ↗ · 2022 · Stevens, Christopher A. et al. · indexed
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Spatial Directionality Found in Frontal-Parietal Attentional Networks ↗ · 2018 · Hossain, Gahangir et al. · indexed
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Distinct Electrophysiological Signatures of Intentional and Unintentional Mind-Wandering Revealed by Low-Frequency EEG Markers · 2023 · Martel, Adrien et al. · archived
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The Cognitive Eye: Indexing Oculomotor Functions for Mental Workload Assessment in Cognition-Aware Systems ↗ · 2021 · Grimmer, Janine et al. · indexed
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Application of artificial intelligence in cognitive load analysis using functional near-infrared spectroscopy: A systematic review ↗ · 2024 · Khan, Mehshan Ahmed et al. · indexed
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Examining Mental Workload in a Spatial Navigation Transfer Game via Functional near Infrared Spectroscopy ↗ · 2021 · Galoyan, Tamara et al. · indexed
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Cognitive load recognition in simulated flight missions: an EEG study ↗ · 2025 · Zhou, Yueying et al. · indexed
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A Feasibility Study of Using an In-Ear EEG System for a Quantitative Assessment of Stress and Mental Workload ↗ · 2026 · Fu, Zhibo et al. · indexed
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Functional Connectivity Methods for Multi-Class Mental Workload Classification ↗ · 2024 · Teymourlouei, Arya et al. · indexed
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Different oscillatory rhythms anticipate failures in executive and arousal vigilance ↗ · 2023 · Luna, Fernando G. et al. · indexed
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Event-related changes of the prefrontal cortex oxygen delivery and metabolism during driving measured by hyperspectral fNIRS ↗ · 2016 · Nosrati, Reyhaneh et al. · indexed
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Evaluating the Effect of Increasing Working Memory Load on EEG-Based Functional Brain Networks ↗ · 2022 · Samiei, Susan et al. · indexed
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Correction: Cognitive load-dependent effects of HD-tDCS on the executive vigilance decrement: insights from aperiodic EEG activity · 2026 · Hemmerich, Klara et al. · archived
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Driving-Induced Neurological Biomarkers in an Advanced Driver-Assistance System ↗ · 2021 · Hussain, Iqram et al. · indexed
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An Electroencephalography (EEG) Study of Cognitive Load and Neural Efficiency During Higher-Order Thinking in Secondary Science Learning · 2026 · Saleh, Salmiza et al. · archived
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A dynamic ocular index for assessing mental workload across visual tasks ↗ · 2026 · Wang, Xuanzhi et al. · indexed
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Frontal midline theta differentiates separate cognitive control strategies while still generalizing the need for cognitive control ↗ · 2021 · Eisma, Jarrod et al. · indexed
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Spatial and temporal EEG dynamics of dual-task driving performance · 2011 · Lin, Chin-Teng et al. · archived
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Queuing Network Modeling of a Real-Time Psychophysiological Index of Mental Workload—P300 in Event-Related Potential (ERP) ↗ · 2008 · Changxu Wu et al. · indexed
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Using cerebral hemovelocity to measure workload during a spatialised auditory vigilance task in novice and experienced observers ↗ · 2013 · Shaw, Tyler H. et al. · indexed
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Effects of Office Chair Height on Executive Function and Prefrontal Hemodynamics under High Cognitive Load: An fNIRS Neuroergonomics Study ↗ · 2026 · Xie, Xiaojie et al. · indexed
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Evidence of validity and precision of the instruments used to measure mental workload: an integrative review of the literature ↗ · 2024 · Rodio-Trevisan, Karen Rayany et al. · indexed
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Trends, relationship, and model of selected service sector workers in Malaysia: Physiological responses of mental workload and mental fatigue during performing real-time tasks · 2023 · Malaysia, Universiti Putra et al. · archived
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Measuring cognitive load in augmented reality with physiological methods: A systematic review ↗ · 2023 · Suzuki, Yuko et al. · indexed
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P74 NEURAL INTERFACES TO MONITOR INTERVENTIONAL CARDIOLOGISTS’ MENTAL WORKLOAD: GAME–ON SAGA ↗ · 2022 · Scala, A et al. · indexed
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A Cross-Subject Band-Power Complexity Metric for Detecting Mental Fatigue Through EEG ↗ · 2026 · Li, Ang et al. · indexed
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Evaluation of the EEG Signals and Eye Tracker Data for Working Different N-Back Modes ↗ · 2019 · Gündoğdu, Serdar et al. · indexed
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Impact of Incremental Increases in Cognitive Workload on Physiological Arousal and Performance in Young Adult Drivers ↗ · 2009 · Mehler, Bruce et al. · indexed
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An Analysis of Mental Workload in Pilots During Flight Using Multiple Psychophysiological Measures ↗ · 2002 · Wilson, Glenn F. · indexed
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Towards a multimodal bioelectrical framework for the online mental workload evaluation ↗ · 2014 · Arico, Pietro et al. · indexed
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Electroencephalography theta/beta ratio covaries with mind wandering and functional connectivity in the executive control network · 2019 · Van Son, Dana et al. · archived
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Electroencephalogram and electrocardiograph assessment of mental fatigue in a driving simulator ↗ · 2012 · Zhao, Chunlin et al. · indexed
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Is Neuroergonomic Monitoring Non-Intrusive? An Examination of Transcranial Doppler Sonography ↗ · 2018 · Greenlee, Eric T. et al. · indexed
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Wireless and Wearable EEG System for Evaluating Driver Vigilance ↗ · 2014 · Lin, Chin‐Teng et al. · indexed
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ERP microstate analysis reveals prolonged early-stage P3 processing in mental fatigue ↗ · 2025 · Lai, Jingzhu et al. · indexed
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Multimodal Assessment of Cognitive Workload Using Neural, Subjective and Behavioural Measures in Smart Factory Settings ↗ · 2023 · Zakeri, Zohreh et al. · indexed
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The maintenance of attention over time influences the dynamics of EEG microstates · 2026 · Zanesco, Anthony P. et al. · archived
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Real Time Classification of Cognitive Load Using fNIRS and EEGNet in a Driving Simulation Task ↗ · 2025 · Khan, Mehshan Ahmed et al. · indexed
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Extended Cognitive Load Induces Fast Neural Responses Leading to Commission Errors · 2025 · Taddeini, Fabio et al. · archived
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fNIRS Based Multi-Class Mental Workload Classification Using Recurrence Plots and CNN-LSTM ↗ · 2021 · Mughal, Nabeeha Ehsan et al. · indexed
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Lost in thoughts: Neural markers of low alertness during mind wandering · 2011 · Braboszcz, Claire et al. · archived
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Characterization of memory load in an arithmetic task using non-linear analysis of EEG signals ↗ · 2012 · Zarjam, Pega et al. · indexed
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Single feature spatio-temporal architecture for EEG Based cognitive load assessment ↗ · 2021 · Ramaswamy, Akshaya et al. · indexed
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ACXNet hybrid deep learning model for cross task mental workload estimation using EEG neural manifolds · 2025 · Abinaya, G. et al. · archived
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Correlations of pilot trainees' brainwave dynamics with subjective performance evaluations: insights from EEG microstate analysis · 2025 · Zhao, Mengting et al. · archived
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Combined Behavioral and EEG Power Analysis in DAI Improve Accuracy in the Assessment of Sustained Attention Deficit ↗ · 2008 · Molteni, Erika et al. · indexed
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A comparison of subjective and physiological workload assessment techniques during a 3-dimensional audio vigilance task ↗ · 2012 · Shaw, Tyler H. et al. · indexed
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Working Memory Workload When Making Complex Decisions: A Behavioral and EEG Study ↗ · 2024 · Balconi, Michela et al. · indexed
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A Systematic Review of In-Vehicle Physiological Indices and Sensor Technology for Driver Mental Workload Monitoring · 2023 · Sriranga, Ashwini Kanakapura et al. · archived
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Effect of Cognitive Reserve on Physiological Measures of Cognitive Workload in Older Adults with Cognitive Impairments ↗ · 2023 · Devos, Hannes et al. · indexed
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Characterization of mind wandering using fNIRS · 2015 · Durantin, Gautier et al. · archived
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Psycho-physiological measures for assessing cognitive load ↗ · 2010 · Haapalainen, Eija et al. · indexed
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Identifying Cognitive Assistance with Mobile Electroencephalography ↗ · 2018 · Kosch, Thomas et al. · indexed
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Assessing Cognitive Load Using EEG and Eye-Tracking in 3-D Learning Environments: A Systematic Review ↗ · 2025 · Khan, Rozemun et al. · indexed
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Visual Load Evaluation Model of Multi-view Monitoring Task Operator ↗ · 2026 · Liu, Zhongqi et al. · indexed
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Towards ubiquitous and nonintrusive measurements of brain function in the real world: assessing blink-related oscillations during simulated flight using portable low-cost EEG ↗ · 2024 · Ziccardi, Alexia et al. · indexed
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An EEG-based perceptual function integration network for application to drowsy driving · 2015 · Chuang, Chun-Hsiang et al. · archived
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Exploring the Relationship between Mental Workload, Variation in Performance and Physiological Parameters ↗ · 2016 · Marinescu, A. et al. · indexed
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Analysis of P300 Evoked Potentials to Determine Pilot Cognitive States ↗ · 2025 · Rodríguez-Bermúdez, Germán et al. · indexed
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EEG Features for Driver’s Mental Fatigue Detection: A Preliminary Work · 2023 · Kamaruzzaman, Muhammad ‘Afiq Ammar et al. · archived
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EEG coupling features: Towards mental workload measurement based on wearables ↗ · 2017 · Drouin-Picaro, Alexandre et al. · indexed
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Demonstrating Brain-Level Interactions Between Visuospatial Attentional Demands and Working Memory Load While Driving Using Functional Near-Infrared Spectroscopy ↗ · 2019 · Scheunemann, Jakob et al. · indexed
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Neural interfaces to monitor Interventional Cardiologists' mental workload: GAME-ON SAGA ↗ · 2023 · SCALA, Antonella et al. · indexed
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Functional near-infrared spectroscopy short-channel regression improves cortical activation estimates of working memory load ↗ · 2025 · An, Jiahui et al. · indexed
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A Comparative Study on Different Measures to Identify Driver States ↗ · 2019 · Kumar, S. Pradeep et al. · indexed
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EEG-Based Mental Workload Neurometric to Evaluate the Impact of Different Traffic and Road Conditions in Real Driving Settings ↗ · 2018 · Di Flumeri, Gianluca et al. · indexed
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State of science: mental workload in ergonomics · 2014 · Young, Mark S. et al. · archived
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EEG-based Mental Workload Assessment using a Graph Attention Network ↗ · 2021 · Rajasekharan, Hrishikesh et al. · indexed
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Towards a hybrid passive BCI for the modulation of sustained attention using EEG and fNIRS ↗ · 2018 · Karran, Alexander et al. · indexed
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Mental workload measurement for emergency operating procedures in digital nuclear power plants ↗ · 2013 · Gao, Qin et al. · indexed
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Microbaric oxygen therapy modulates EEG microstates and spectral power in patients with chronic insomnia disorder · 2026 · Zhao, Yixin et al. · archived
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Dynamic functional connectivity correlates of mental workload ↗ · 2024 · Xu, Zhongming et al. · indexed
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Joint Analysis of Eye Blinks and Brain Activity to Investigate Attentional Demand during a Visual Search Task · 2021 · Sciaraffa, Nicolina et al. · archived
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Features of the Functional Brain Network Under Combined Cognitive Load ↗ · 2025 · Piljugin, Oleg · indexed
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Functional Connectivity Analysis of Mental Fatigue Reveals Different Network Topological Alterations Between Driving and Vigilance Tasks ↗ · 2018 · Dimitrakopoulos, Georgios N. et al. · indexed
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Study of EEG characteristics while solving scientific problems with different mental effort ↗ · 2021 · Zhu, Yanmei et al. · indexed
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A User Study of Visualization Effectiveness Using EEG and Cognitive Load ↗ · 2011 · Anderson, E. W. et al. · indexed
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Neural, physiological, and behavioral correlates of visuomotor cognitive load · 2017 · Hosseini, S. M. Hadi et al. · archived
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Sensitivity and Diagnosticity of the 0.1-Hz Component of Heart Rate Variability as an Indicator of Mental Workload ↗ · 2003 · Nickel, Peter et al. · indexed
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The sensitivity of psychophysiological measures to changes in mental workload ↗ · 2025 · Büchli, Adrian et al. · indexed
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Processing and analysis of portable EEG data for cognitive load assessment in neurotypical university students ↗ · 2026 · Sáiz-Manzanares, María Consuelo et al. · indexed
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Serial Assessment of Physiological Evaluation Indices for Repetitive Mental Workload ↗ · 2010 · Nozawa, Akio et al. · indexed
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EEG workload estimation and classification: a systematic review ↗ · 2025 · Hassan, Jahid et al. · indexed
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Mental workload classification from non-invasive fNIRs signals through deep convolutional neural network ↗ · 2022 · Dhulipalla, Vamsi Krishna et al. · indexed
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Gamma Oscillations Index Sustained Attention in a Brief Vigilance Task ↗ · 2021 · Borghetti, Lorraine et al. · indexed
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Parietal alpha and theta power predict cognitive training gains in middle-aged adults ↗ · 2025 · Juras, Luka et al. · indexed
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A Non-parametric Approach to the Overall Estimate of Cognitive Load Using NIRS Time Series ↗ · 2017 · Keshmiri, Soheil et al. · indexed
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Brain Connectivity Analysis Under Semantic Vigilance and Enhanced Mental States ↗ · 2019 · Al-Shargie, Fares et al. · indexed
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A Visual Attention Monitor Based on Steady-State Visual Evoked Potential ↗ · 2016 · Lee, Yi-Chieh et al. · indexed
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FFTNet: fNIRS-based frequency-enhanced patch network for driving fatigue detection ↗ · 2026 · Li, Yu et al. · indexed
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Sustained attention to response task-related beta oscillations relate to performance and provide a functional biomarker in ALS ↗ · 2021 · McMackin, Roisin et al. · indexed
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Mental Workload Detection and Assessment Through Statistical Features Extraction and Optimization Using GEL-RF Method for EEG Signals Using N-Back Dataset ↗ · 2025 · Manzoor, Waleed et al. · indexed
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Queuing Network Modeling of a Real-Time Psychophysiological Index of Mental Workload—P300 Amplitude in Event-Related Potential (ERP) ↗ · 2006 · Wu, Changxu et al. · indexed
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EEG based functional connectivity reflects cognitive load during emotion regulation ↗ · 2016 · Xing, Mengqi et al. · indexed
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Comparative Prefrontal Multimodal Physiological Signatures Under Active- and Passive-Fatigue-Inducing Simulated Driving Paradigms. ↗ · 2026 · Zhang, F et al. · indexed
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Predicting driver distraction using a single channel ear EEG · 2026 · Popov, Tzvetan et al. · archived
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Enhancing EEG-based cross-day mental workload classification using periodic component of power spectrum ↗ · 2023 · Ke, Yufeng et al. · indexed
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The Relationship between Real-Time EEG Engagement, Distraction and Workload Estimates and Simulator-Based Driving Performance · 2013 · Marcotte, Thomas D et al. · archived
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Measurement and Evaluation of Brain Activity for Train Drivers Using Wearable NIRS ↗ · 2020 · Tsunashima, Hitoshi et al. · indexed
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Mental Fatigue Estimation Using EEG in a Vigilance Task and Resting States ↗ · 2018 · Tian, Sen et al. · indexed
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Neural signatures of engagement in driving: comparing active control and passive observation ↗ · 2025 · Li, Zixin et al. · indexed
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A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis · 2021 · Zhang, Ce et al. · archived
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EEG theta/beta ratio as a potential biomarker for attentional control and resilience against deleterious effects of stress on attention ↗ · 2013 · Putman, Peter et al. · indexed
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Deep Learning Framework for Modeling Cognitive Load From Small and Noisy EEG Data ↗ · 2024 · Havugimana, Felix et al. · indexed
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Mental Workload Assessment Using Deep Learning Models From EEG Signals: A Systematic Review · 2025 · Kingphai, Kunjira et al. · archived
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Relationship Between Brain Activity and Real-Road Driving Behavior: A Vector-Based Whole-Brain Functional Near-Infrared Spectroscopy Study · 2017 · Orino, Yoshitomo et al. · archived
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Cardiovascular Biomarkers’ Inherent Timescales in Mental Workload Assessment During Simulated Air Traffic Control Tasks · 2020 · Radüntz, Thea et al. · archived
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Evaluating the partial contribution of the P3 event-related potential elicited by auditory oddball stimuli during the Stroop task ↗ · 2023 · Swerdloff, Margaret M. et al. · indexed
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Recherche d’indicateurs électrodermaux pour l’analyse de la charge mentale en conduite automobile ↗ · 2009 · Clarion, Antoine · indexed
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Cognitive Workload Assessment via Eye Gaze and EEG in an Interactive Multi-Modal Driving Task ↗ · 2022 · Aygun, Ayca et al. · indexed
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fNIRS measurement of cortical activation and functional connectivity during a visuospatial working memory task ↗ · 2018 · Baker, Joseph M. et al. · indexed
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Detection of mind wandering using EEG: Within and across individuals · 2021 · Dong, Henry W. et al. · archived
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Network oscillations imply the highest cognitive workload and lowest cognitive control during idea generation in open-ended creation tasks · 2021 · Jia, Wenjun et al. · archived
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Frontal midline theta power during the cue-target-interval reflects increased cognitive effort in rewarded task-switching ↗ · 2024 · Arnau, Stefan et al. · indexed
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Can cECG be an unobtrusive surrogate to determine cognitive state of driver? ↗ · 2018 · Balasubramanian, Venkatesh et al. · indexed
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Vigilance decrement and mind-wandering in sustained attention tasks: Two sides of the same coin? · 2023 · Martínez-Pérez, Víctor et al. · archived
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A Mental Workload Estimation Model for Visualization Using EEG ↗ · 2023 · Yim, Soobin et al. · indexed
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Electrophysiological markers of mind wandering: A systematic review ↗ · 2022 · Kam, Julia W. Y. et al. · indexed
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Brain oscillatory 4–30 Hz responses during a visual n-back memory task with varying memory load ↗ · 2007 · Pesonen, Mirka et al. · indexed
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Measuring Cognitive Load: Heart-rate Variability and Pupillometry Assessment ↗ · 2020 · Urrestilla, Nerea et al. · indexed
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Application of Artificial Neural Networks for Air Traffic Controller Functional State Classification ↗ · 2001 · Russell, Chris A. et al. · indexed
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Spirometry Has Added Value Over Electrodermal Activity as a Physiological Marker of Mental Load. ↗ · 2021 · Neukirchen, Tobias et al. · indexed
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Cognitive load estimation in VR flight simulator · 2023 · Hebbar, Archana et al. · archived
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The Electrophysiological Signature of Mind Wandering · 2019 · Arnau, Stefan et al. · archived
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Unsupervised approach for measurement of cognitive load using EEG signals ↗ · 2013 · Das, Diptesh et al. · indexed
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Time-Resolved In-Vehicle Drowsiness Monitoring Using Multimodal Electrophysiological Data ↗ · 2019 · Bernarding, Corinna et al. · indexed
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A Novel Method for Classifying Driver Mental Workload Under Naturalistic Conditions With Information From Near-Infrared Spectroscopy ↗ · 2018 · Le, Anh Son et al. · indexed
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Measuring cognitive load with electroencephalography and self-report: focus on the effect of English-medium learning for Korean students ↗ · 2013 · Lee, Hyunjeong · indexed
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Machine learning performance in EEG-based mental workload classification across task types: a systematic review · 2025 · Pušica, Miloš et al. · archived
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Electroencephalography of response inhibition tasks: Functional networks and cognitive contributions ↗ · 2013 · Huster, René J. et al. · indexed
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Exploring the Linkage between Facial Expression and Mental Workload for Arithmetic Tasks ↗ · 2011 · Stone, Richard T. et al. · indexed
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Mental workload classification using EEG in drivers: A personalized approach to occupational risk reduction ↗ · 2026 · Atici-Ulusu, Hilal et al. · indexed
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Validation of a Light EEG-Based Measure for Real-Time Stress Monitoring during Realistic Driving · 2022 · Sciaraffa, Nicolina et al. · archived
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Designing and Evaluating an Adaptive Virtual Reality System using EEG Frequencies to Balance Internal and External Attention States · 2024 · Chiossi, Francesco et al. · archived
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Neural based assessment of mind wandering during a fatigueinducing motor task: Is task failure due to fatigue or distraction? ↗ · 2019 · Hablani, Surbhi et al. · indexed
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EEG-based mental workload recognition related to multitasking ↗ · 2015 · Lim, Wei Lun et al. · indexed
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Evaluating Mental Load During Realistic Driving Simulations by Means of Round the Ear Electrodes ↗ · 2019 · Wascher, Edmund et al. · indexed
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Re‐examining cognitive load measures in real‐world learning: Evidence from both subjective and neurophysiological data ↗ · 2024 · Liu, Xiaobo et al. · indexed
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Oscillatory Dynamics of On-Task Attention, Mind-Wandering, and Drowsiness Around Introspective Probes ↗ · 2026 · Artigas, Claudio et al. · indexed
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Characterizing load-dependent changes in whole-brain activity patterns during an extended N-back task · 2026 · Chiyohara, Shinya et al. · archived
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A-208 Assessing Workload via the NASA-TLX: A Validation Study with the Trail Making Test and Grooved Pegboard ↗ · 2022 · Agbaroji, Hannah A et al. · indexed
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Different properties of the hemodynamic response and its relation to trait mental fatigue and proactive cognitive control ↗ · 2021 · Skau, Simon et al. · indexed
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EEG based analysis of cognitive fatigue during simulated driving ↗ · 2011 · Balasubramanian, Venkatesh et al. · indexed
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Multimodal Brain–Computer Interface for In-Vehicle Driver Cognitive Load Measurement: Dataset and Baselines · 2024 · Angkan, Prithila et al. · archived
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Beyond the time-on-task: an EEG-driven approach for effective physiological assessment of mental fatigue in simulated and real driving · 2025 · Giorgi, Andrea et al. · archived
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Mental workload classification based on ignored auditory probes and spatial covariance ↗ · 2021 · Tang, Shaohua et al. · indexed
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Spectral Analysis of EEG During Microsleep Events Annotated via Driver Monitoring System to Characterize Drowsiness ↗ · 2020 · Wang, Chunwu et al. · indexed
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Decoding task engagement from distributed network electrophysiology in humans ↗ · 2019 · Provenza, Nicole R et al. · indexed
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Theta and Alpha Oscillations in Attentional Interaction during Distracted Driving ↗ · 2018 · Wang, Yu-Kai et al. · indexed
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The effects of memory load on event-related EEG desynchronization and synchronization ↗ · 2000 · Krause, Christina M et al. · indexed
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Electroencephalographic study of sustained attention to response task in digital media officer ↗ · 2017 · Rungjiratananon, Paphapit et al. · indexed
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A comparison of four methods for cognitive load measurement ↗ · 2011 · Chen, Siyuan et al. · indexed
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Granular estimation of user cognitive workload using multi-modal physiological sensors ↗ · 2024 · Wang, Jingkun et al. · indexed
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Assessment of mental workload using XGBoost classifier from optimised EEG features ↗ · 2023 · Vani, R.K. Kapila et al. · indexed
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An fNIRS Investigation of Discrete and Continuous Cognitive Demands During Dual-Task Walking in Young Adults · 2021 · Rahman, Tabassum Tahmina et al. · archived
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Effects of Neural Mechanisms of Pretask Resting EEG Alpha Information on Situational Awareness: A Functional Connectivity Approach ↗ · 2019 · Kaur, Ardaman et al. · indexed
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Automated recognition of mental cognitive workload through nonlinear EEG analysis ↗ · 2025 · Zheng, Zhihong et al. · indexed
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Probing the neural signature of mind wandering with simultaneous fMRI-EEG and pupillometry · 2021 · Groot, Josephine M et al. · archived
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An experimental study on the measurement and assessment of mental workload(MWL). ↗ · 1996 · HIRAYANAGI, Kaname et al. · indexed
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Classifying visuomotor workload in a driving simulator using subject specific spatial brain patterns ↗ · 2013 · Dijksterhuis, Chris et al. · indexed
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Changes in frontal band power and pupil diameter predict performance during motor imagery neurofeedback ↗ · 2025 · Fragueiro, Agustina et al. · indexed
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Determination of Increased Mental Workload Condition From EEG by the Use of Classification Techniques · 2019 · DURU, Adil Deniz · archived
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COGNITIVE LOAD AND RECOVERY: AN ANALYSIS OF EEG FREQUENCIES IN ATTENTION RESTORATION ↗ · 2025 · Apochi, Obed et al. · indexed
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EEG-Based Classification of Cognitive Load and Task Conditions for AR Supported Construction Assembly: A Deep Learning Approach ↗ · 2024 · Qin, Yimin et al. · indexed
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Modulating break types induces divergent low band EEG processes during post-break improvement: A power spectral analysis · 2022 · Wang, Sujie et al. · archived
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Influences of age, mental workload, and flight experience on cognitive performance and prefrontal activity in private pilots: a fNIRS study · 2019 · Causse, Mickaël et al. · archived
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EEG alpha power and coherence time courses in a sustained attention task ↗ · 2003 · Kelly, S.P. et al. · indexed
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Distracted worker: Using pupil size and blink rate to detect cognitive load during manufacturing tasks ↗ · 2022 · Biondi, Francesco et al. · indexed
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Recognition of the Mental Workloads of Pilots in the Cockpit Using EEG Signals ↗ · 2022 · Hernández-Sabaté, Aura et al. · indexed
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Using cerebral hemovelocity to measure workload in a complex vigilance task with display redundancy ↗ · 2014 · Satterfield, Kelly et al. · indexed
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2205 A basic study for the evaluation of the state of the driver using NIRS ↗ · 2013 · Yanagisawa, Kazuki et al. · indexed
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Using EEG to Detect Lapses in Sustained Attention to Moving Stimuli · 2025 · Lowe, Benjamin G. et al. · archived
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Repetitive Transcranial Alternating Current Stimulation to Improve Working Memory: An EEG-fNIRS Study ↗ · 2024 · Yang, Dalin et al. · indexed
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Individual difference of the Mental Workload observed by P300 · 2012 · Fujii, Tatsufumi · archived
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Predicting the Degree of Distracted Driving Based on fNIRS Functional Connectivity: A Pilot Study · 2022 · Ogihara, Takahiko et al. · archived
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Dynamic Cognitive States Predict Individual Variability in Behavior and Modulate with EEG Functional Connectivity during Working Memory ↗ · 2021 · Beauchene, Christine et al. · indexed
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EEG Sensing to Assess Mental Fatigue Across Personality Traits Under Cognitive Load ↗ · 2025 · Riaz, Majid et al. · indexed
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Transformer Based Cross-Subject Mental Workload Classification Using FNIRS for Real-World Application ↗ · 2023 · Jing, Yitao et al. · indexed
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A Study on Sensitive Bands of EEG Data under Different Mental Workloads ↗ · 2019 · Qu, Hongquan et al. · indexed
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Characterising time-on-task effects on oscillatory and aperiodic EEG components and their co-variation with visual task performance · 2025 · Kopčanová, Martina et al. · archived
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Resting-state theta activity is linked to information content-specific coding levels during response inhibition · 2022 · Pscherer, Charlotte et al. · archived
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Using Signal Detection Theory to Better Understand Cognitive Fatigue ↗ · 2021 · Wylie, Glenn R. et al. · indexed
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Cognitive workload and anticipatory processes during pedestrian time-to-arrival estimation: Evidence from EEG in an immersive virtual reality road-crossing scenario ↗ · 2026 · Armada, Victor et al. · indexed
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Monitoring cognitive load while playing exergames in a four-week intervention for older adults: an explorative EEG study · 2025 · Müller, Helen et al. · archived
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Vigilance Decrement and Mind-Wandering: Two Sides of the Same Coin? · 2022 · Martínez-Pérez, Víctor et al. · archived
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Multiscale Entropy as a New Feature for EEG and fNIRS Analysis ↗ · 2020 · Angsuwatanakul, Thanate et al. · indexed
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Decoding spatial attention by using cortical currents estimated from electroencephalography with near-infrared spectroscopy prior information ↗ · 2014 · Morioka, Hiroshi et al. · indexed
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Mental Workload and Visual Impairment: Differences between Pupil, Blink, and Subjective Rating · 2008 · Recarte, Miguel Ángel et al. · archived
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BiConformer: EEG-Based Cognitive Load Assessment Using a Bidirectional Convolutional Transformer Network ↗ · 2025 · Yan, Xu et al. · indexed
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Differentiating Mind-Wandering and Task Difficulty-Driven Errors: An EEG Study of Functional Connectivity and Brain Networks in Drilling Monitoring Personnel ↗ · 2026 · Xiaoqin, Wang et al. · indexed
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Entropy and Complexity Assisted EEG-based Mental Workload Assessment System ↗ · 2019 · Liu, Po-Kang et al. · indexed
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An Electrophysiological Model for Assessing Cognitive Load in Tacit Coordination Games ↗ · 2022 · Laufer, Ilan et al. · indexed
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EEG Sinyalleri Kullanılarak Zihinsel İş Yükü Seviyelerinin Sınıflandırılması Classification of Mental Workload Levels by Using EEG Signals · 2021 · AKMAN AYDIN, Eda · archived
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How Demanding is "Just Driving?" A Cognitive Workload - Psychophysiological Reference Evaluation · 2019 · Mehler, Bruce et al. · archived
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Fusion of ECG, PPG, and GSR Using Attention Based Machine Learning for Mental Workload Assessment ↗ · 2026 · Khan, Zafar et al. · indexed
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Individual working memory capacity traced from multivariate pattern classification of EEG spectral power ↗ · 2018 · Elaine, Astrand · indexed
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Measuring mental workload: ocular astigmatism aberration as a novel objective index ↗ · 2017 · Jiménez, Raimundo et al. · indexed
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Conflict- and error-related theta activities are coupled to BOLD signals in different brain regions · 2022 · Beldzik, Ewa et al. · archived
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A machine learning approach to classify working memory load from optical neuroimaging data ↗ · 2021 · Saikia, Manob Jyoti et al. · indexed
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Attention Detection in Virtual Environments Using EEG Signals: A Scoping Review ↗ · 2021 · Souza, Rhaíra Helena Caetano e et al. · indexed
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EEG Cortical Connectivity Analysis of Working Memory Reveals Topological Reorganization in Theta and Alpha Bands ↗ · 2017 · Dai, Zhongxiang et al. · indexed
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A comparison of ERP spatial filtering methods for optimal mental workload estimation ↗ · 2015 · Roy, Raphaelle N. et al. · indexed
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A novel EEG-driven multidimensional modelling of the Driver Performance Envelope for a user-centred human-vehicle interaction · 2026 · Giorgi, Andrea et al. · archived
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Mind Wandering and Task-Focused Attention: ERP Correlates · 2018 · Gonçalves, Óscar F. et al. · archived
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Understanding emotional influences on sustained attention: a study using virtual reality and neurophysiological monitoring · 2024 · Shen, Yang et al. · archived
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Cognitive tasks and combined statistical methods to evaluate, model, and predict mental workload ↗ · 2023 · Louis, Lina-Estelle Linelle et al. · indexed
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Unsupervised fNIRS feature extraction with CAE and ESN autoencoder for driver cognitive load classification ↗ · 2021 · Liu, Ruixue et al. · indexed
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Cortical theta–gamma coupling tracks the mental workload as an indicator of mental schema development during simulated quadrotor UAV operation ↗ · 2022 · Gu, Heng et al. · indexed
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Real-time prediction of short-timescale fluctuations in cognitive workload · 2021 · Boehm, U et al. · archived
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The Automatic Detection of Cognition Using EEG and Facial Expressions ↗ · 2020 · El Kerdawy, Mohamed et al. · indexed
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Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ et al. · indexed
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Which ERP components are effective in measuring cognitive load in multimedia learning? A meta-analysis based on relevant studies ↗ · 2024 · Yu, Shuyu et al. · indexed
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The mitigation of the executive vigilance decrement via HD-tDCS over the right posterior parietal cortex and its association with neural oscillations ↗ · 2023 · Hemmerich, Klara et al. · indexed
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Intra- and Extra-cortical activation during a working memory task assessed by time-resolved near-infrared spectroscopy (fNIRS) ↗ · 2009 · Molteni, Erika et al. · indexed
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Measurement and Analysis of Brain Activation during a Driving Task ↗ · 2007 · Shang, Tao et al. · indexed
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Overt and Covert Effects of Mental Fatigue on Attention Networks: Evidence from Event-Related Potentials during the Attention Network Test · 2024 · Pauletti, Caterina et al. · archived
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The neurovascular coupling in the attention during visual working memory ↗ · 2023 · Zhang, Hao et al. · indexed
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Attention based 1D-CNN for Mental Workload Classification using EEG ↗ · 2023 · Parveen, Fiza et al. · indexed
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Deep Learning and Dynamical Modeling Frameworkfor EEG-Based Cognitive State Evolution inBrain-Computer Interfaces · 2026 · Umair, Muhammad Khurram et al. · archived
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Decoding Distraction From the Human Brain: A Unique Neural Signature Beyond Failures of Selective Attention and Control ↗ · 2025 · Chidharom, Matthieu et al. · indexed
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Decoding EEG Signals with Visibility Graphs to Predict Varying Levels of Mental Workload ↗ · 2023 · Teymourlouei, Arya et al. · indexed
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What Does Eye-Blink Rate Variability Dynamics Tell Us About Cognitive Performance? · 2017 · Paprocki, Rafal et al. · archived
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Feature Selection Model based on EEG signals to Assess the Cognitive Workload in Drivers ↗ · 2020 · Becerra-Sánchez, E. Patricia et al. · indexed
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3114 Measurement of Drivers Higher Brain Function in Prefrontal Cortex ↗ · 2007 · YANAGINUMA, Takeru et al. · indexed
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Affective modulation of cognitive control: A systematic review of EEG studies ↗ · 2022 · Ahumada-Méndez, Francisco et al. · indexed
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Investigating the correlation between the neural activity and task performance in a psychomotor vigilance test ↗ · 2015 · Zhongze Hu et al. · indexed
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Individualized Prediction of Sustained Attention Based on EEG Functional Connectivity and Brain Network Metrics ↗ · 2025 · Yuan, Jingjia et al. · indexed
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Impeded frontal-occipital communications during Go/Nogo tasks in humans owing to mental workload ↗ · 2023 · Zhang, Peng et al. · indexed
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FNIRS activity in the prefrontal cortex and motivational intensity: impact of working memory load, financial reward, and correlation-based signal improvement ↗ · 2018 · Fairclough, Stephen H. et al. · indexed
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Feasibility and pragmatics of classifying working memory load with an electroencephalograph ↗ · 2008 · Grimes, David et al. · indexed
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Data-Driven EEG Theta and Alpha Components Are Associated with Subjective Experience during Resting State ↗ · 2022 · Tarailis, Povilas et al. · indexed
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Comparison of the P300 and Other Workload Assessment Techniques in a Simulated Flight Task ↗ · 2003 · Coyne, Joseph T. · indexed
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Maintaining task performance levels under cognitive load while walking requires widespread reallocation of neural resources: A Mobile Brain-Body Imaging (MoBI) study · 2023 · Patelaki, Eleni et al. · archived
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A Comparison of Heart Rate and Heart Rate Variability Indices in Distinguishing Single-Task Driving and Driving Under Secondary Cognitive Workload ↗ · 2011 · Mehler, Bruce et al. · indexed
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Individual differences in EEG theta and alpha dynamics during working memory correlate with fMRI responses across subjects ↗ · 2007 · Meltzer, Jed A. et al. · indexed
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Effect of Mental Workload on Breathing Pattern and Heart Rate for a Working Memory Task: A Pilot Study ↗ · 2019 · Jaiswal, Dibyanshu et al. · indexed
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Functional near Infrared Optical Imaging in Cognitive Neuroscience: An Introductory Review ↗ · 2012 · Cutini, Simone et al. · indexed
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A method for building a real-time cluster-based continuous mental workload scale ↗ · 2009 · Lin, Y. et al. · indexed
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Multimodal Assessment of Mental Workload During Automated Vehicle Remote Assistance: Modeling of Eye-Tracking-Related, Skin Conductance, and Cardiovascular Indicators · 2025 · Walocha, Fabian et al. · archived
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Reliability of P3 Event-Related Potential During Working Memory Across the Spectrum of Cognitive Aging · 2020 · Devos, Hannes et al. · archived
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Theta oscillations in 4-year-olds are sensitive to task engagement and task demands · 2019 · Meyer, Marlene et al. · archived
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A functional near-infrared spectroscopy study of sustained attention to local and global target features ↗ · 2013 · De Joux, Neil et al. · indexed
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Quantifying Cognitive Load in Wayfinding Information Review Using EEG ↗ · 2020 · Wang, Yanchao et al. · indexed
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Electrophysiological and performance variations following driving events involving an increase in mental workload · 2019 · Loeches De La Fuente, Hugo et al. · archived
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NeuroTeaming: Using Power Spectral Density for Adjusting Teaming Dynamics in Pilot-AI Task Allocation · 2024 · Paul, Tanya et al. · archived
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Exploring the Cognitive Load of Expert and Novice Map Users Using EEG and Eye Tracking ↗ · 2020 · Keskin, Merve et al. · indexed
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Dissociation of sustained attention from central executive functions: local activity and interregional connectivity in the theta range ↗ · 2007 · Sauseng, P. et al. · indexed
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Irrelevant speech sound level effects on sustained attention with electrodermal and electroencephalogram monitoring · 2026 · Sheng, Yan et al. · archived
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The neuroergonomic evaluation of human machine interface design in air traffic control using behavioral and EEG/ERP measures · 2015 · Giraudet, Louise et al. · archived
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Effects of Inhaling Essential Oil on Decreasing Mental Fatigue: · 2019 · Physiological Indices Study, A · archived
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Brain activity measurement of train driver using wearable NIRS ↗ · 2018 · MAKISHIMA, Saki et al. · indexed
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Human Factors and Neurophysiological Metrics in Air Traffic Control: A Critical Review ↗ · 2017 · Arico, Pietro et al. · indexed
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Electroencephalogram Functional Connectivity Analysis and Classification of Mental Arithmetic Working Memory Task ↗ · 2024 · Gangapuram, Harshini et al. · indexed
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Detection of cognitive load using EEG signal and lifting wavelet transform with specific lead selection ↗ · 2025 · Chhabra, Himanshu et al. · indexed
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Examining the use of multiple cognitive load measures in evaluating online shopping convenience: an EEG study ↗ · 2024 · Mirhoseini, Mahdi et al. · indexed
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Deep Learning Approach for EEG Cognitive Load Detection ↗ · 2026 · Sivaneshakumar, K S et al. · indexed
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Stress management using fNIRS and binaural beats stimulation ↗ · 2022 · Al-Shargie, Fares et al. · indexed
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Can Vigilance be Enhanced by Flashing Visual Stimuli? An EEG Study · 2022 · De Barnier, Thibaud et al. · archived
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Measurement of Extraneous and Germane Cognitive Load in the Mathematics Addition Task: An Event-Related Potential Study ↗ · 2022 · Wang, Chao-Chih et al. · indexed
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Guidelines for Choosing Cognitive Load Measures in Perceptually Rich Environments ↗ · 2022 · Skulmowski, Alexander · indexed
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Systematic review of measurement tools to assess surgeons' intraoperative cognitive workload ↗ · 2018 · Dias, R D et al. · indexed
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Domain-general Stroop Performance and Hemispheric Asymmetries: A Resting-state EEG Study · 2017 · Ambrosini, Ettore et al. · archived
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Stable decoding of working memory load through frequency bands ↗ · 2022 · Duleme, Meyi et al. · indexed
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Research on Mental Workload of Deep-Sea Oceanauts Driving Operation Tasks from EEG Data ↗ · 2023 · Liu, Xiaoguang et al. · indexed
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Temporal changes in ERP amplitudes during sustained performance of the Attention Network Test ↗ · 2022 · Kustubayeva, Almira et al. · indexed
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Approximate entropy: a new evaluation approach of mental workload under multitask conditions ↗ · 2014 · Yao, Lei et al. · indexed
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Towards a versatile mental workload modeling using neurometric indices ↗ · 2023 · Gogna, Yamini et al. · indexed
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Exploring the link between cognitive load and brain activity during calculus learning through electroencephalogram (EEG): Insights from visualization and cluster analysis ↗ · 2024 · Oktaviyanthi, Rina et al. · indexed
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Enhanced Accuracy for Multiclass Mental Workload Detection Using Long Short-Term Memory for Brain–Computer Interface ↗ · 2020 · Asgher, Umer et al. · indexed
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Heart Rate and Pupil Dilation As Reliable Measures of Neuro-Cognitive Load Classification ↗ · 2022 · Abdurrahman, Usman Alhaji et al. · indexed
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Real-time Driver Cognitive Strain Evaluation System Based on Multivariate Biosignal Analysis · 2022 · Shimizu, Takeshi et al. · archived
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Cognitive load measurement - A methodology to compare low cost commercial EEG devices ↗ · 2014 · Das, Rajat et al. · indexed
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Analysis of chaotic dynamics in EEG and its application to assessment of mental workload ↗ · 2002 · Murata, A. et al. · indexed
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The effect of heart rate variability biofeedback on cortical arousal and its subsequent influence on vigilance: a randomized controlled study · 2026 · Saito, Ryuji et al. · archived
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Bibliometric Analysis of EEG and Eye Tracking Techniques in Executive Function Research · 2025 · I. S. Mannesa, Muh. Nur Haq et al. · archived
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Reliability of MUSE 2 and Tobii Pro Nano at capturing mobile application users' real-time cognitive workload changes ↗ · 2022 · Zhang, Limin et al. · indexed
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EEG Spectral Comparison Between Occipital and Prefrontal Cortices for Early Detection of Driver Drowsiness ↗ · 2021 · Arif, Saad et al. · indexed
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Study on Comprehensive Evaluation Method of Pilot Mental Workload ↗ · 2014 · Zhang, Huan et al. · indexed
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Cognitive Workload Detection of Air Traffic Controllers Based on mRMR and Fewer EEG Channels ↗ · 2024 · Hui, Li et al. · indexed
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Feasibility of a novel neurofeedback system: a parallel randomized single-blinded pilot study · 2023 · Horváth, Dávid et al. · archived
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Correction to: Sustained attention detection in humans using a prefrontal theta-EEG rhythm · 2024 · Sahu, Pankaj Kumar et al. · archived
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Alpha and Theta Transcranial Alternating Current Stimulation Over the Right Dorsolateral Prefrontal Cortex Modulates Vigilance Performance, but Only When Arousal Levels Are Non-optimal ↗ · 2021 · Martínez-Pérez, Víctor et al. · indexed
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Cross-frequency interactions between frontal theta and posterior alpha control mechanisms foster working memory ↗ · 2018 · Popov, Tzvetan et al. · indexed
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Operator Functional State Classification Using Neural Networks with Combined Physiological and Performance Features ↗ · 1999 · Wilson, Glenn F. et al. · indexed
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Monitoring alert and drowsy states by modeling EEG source nonstationarity ↗ · 2017 · Hsu, Sheng-Hsiou et al. · indexed
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Deep Learning Framework for Modeling Cognitive Load from Small and Noisy EEG data ↗ · 2022 · Havugimana, Felix et al. · indexed
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A Study on fNIRS-Based Working Memory Load Assessment and Potential Issues with Extracerebral Artifacts ↗ · 2020 · Lim, Lam Ghai et al. · indexed
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Investigating established EEG parameter during real-world driving · 2018 · Protzak, Janna et al. · archived
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Imaging brain fatigue from sustained mental workload: An ASL perfusion study of the time-on-task effect ↗ · 2009 · Lim, Julian et al. · indexed
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Near-infrared spectroscopy assessment of divided visual attention task-invoked cerebral hemodynamics during prolonged true driving ↗ · 2015 · Li, Ting et al. · indexed
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Comprehensive Modeling and Evaluation of Workload in Driving Simulation Using the VACP Paradigm · 2026 · Aygun, Ayca et al. · archived
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AI-supported cognitive load detection: experimental insights using wearable workload and stress data for enhanced well-being interventions ↗ · 2026 · Yu, Jing et al. · indexed
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Electroencephalography Activity Associated with Driver Fatigue: Implications for a Fatigue Countermeasure Device ↗ · 2001 · Lal, Saroj K.L. et al. · indexed
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Oscillatory markers of vigilance, task-induced fatigue and motivation during sustained attention: Evidence for decoupled alpha- and beta-signatures ↗ · 2025 · Hanzal, Simon et al. · indexed
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Recognition of Pilot Mental workload in the Simulation Operation of Carrier-based Aircraft Using the Portable EEG ↗ · 2023 · Zhu, Wenbing et al. · indexed
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Pattern analysis of physiological data for the assessment of mental workload ↗ · 2022 · Bläsing, Dominic · indexed
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Electrophysiological Correlates of Response Time in a Vigilant Attention Task ↗ · 2022 · Toth, Jake et al. · indexed
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Kinesthesia in a sustained-attention driving task · 2014 · Chuang, Chun‐Hsiang et al. · archived
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Nonlinear EEG Analysis for Distinguishing Mind Wandering and Focused Attention: A Machine Learning Approach · 2024 · Kheiri, Farshad et al. · archived
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Measurement of mental workload by heart rate variability indexes. ↗ · 1992 · MURATA, Atsuo · indexed
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Neural insights on expert surgeons’ mental workload during live robotic surgeries ↗ · 2025 · Lim, Chiho et al. · indexed
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Distinction between Perceptual and Attentional Processing in Working Memory Tasks: A Study of Phase-locked and Induced Oscillatory Brain Dynamics ↗ · 2007 · Deiber, Marie-Pierre et al. · indexed
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Mental Workload Assessment: The Relationship Between Physiological Heart Rate Variability and Subjective NASA-TLX Measures ↗ · 2024 · Sutarto, Auditya Purwandini et al. · indexed
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Frontal Midline Theta Reflects Cognitive Control During Planning ↗ · 2019 · Domic-Siede, Marcos et al. · indexed
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Analysis of the dynamical behaviour of the EEG rhythms during a test of sustained attention ↗ · 2007 · Molteni, Erika et al. · indexed
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Using principal components analysis to examine resting state EEG in relation to task performance ↗ · 2019 · Karamacoska, Diana et al. · indexed
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Self-Regulation Phenomenon Emerged During Prolonged Fatigue Driving: An EEG Connectivity Study · 2023 · Li, Gang et al. · archived
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Event-related cerebral hemodynamics reveal target-specific resource allocation for both “go” and “no-go” response-based vigilance tasks ↗ · 2013 · Shaw, Tyler H. et al. · indexed
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Not All Errors Are Alike: Theta and Alpha EEG Dynamics Relate to Differences in Error-Processing Dynamics ↗ · 2012 · van Driel, Joram et al. · indexed
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MST-net: A multi-scale swin transformer network for EEG-based cognitive load assessment ↗ · 2024 · Li, Zhongrui et al. · indexed
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Age-Related Alterations in Electroencephalography Connectivity and Network Topology During n-Back Working Memory Task ↗ · 2018 · Hou, Fengzhen et al. · indexed
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The influence of the prestimulus EEG-vigilance on the reaction time in an auditory go/no-go task ↗ · 2011 · Minkwitz, J et al. · indexed
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Latent Space Coding Capsule Network for Mental Workload Classification ↗ · 2023 · Yu, Yinhu et al. · indexed
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Eye Activity Correlates of Workload during a Visuospatial Memory Task ↗ · 2001 · Van Orden, Karl F. et al. · indexed
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Physiological Correlates of Behavioral Performance on the Mathematical Processing Subtest of the Cts Battery ↗ · 1987 · Yolton, R L et al. · indexed
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Using galvanic skin response for cognitive load measurement in arithmetic and reading tasks ↗ · 2012 · Nourbakhsh, Nargess et al. · indexed
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The Effects of Workload Transitions in a Multitasking Environment ↗ · 2014 · Bowers, Margaret A. et al. · indexed
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Measuring Bound Attention During Complex Liver Surgery Planning: Feasibility Study · 2025 · Schneider, Tim et al. · archived
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EEG complexity measures for detecting mind wandering during video-based learning · 2024 · Tang, Shaohua et al. · archived
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An on-road assessment of the impact of cognitive workload on physiological arousal in young adult drivers · 2009 · Reimer, Bryan et al. · archived
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EEG-Based Assessment of Driver Cognitive Responses in a Dynamic Virtual-Reality Driving Environment ↗ · 2007 · Chin-Teng Lin et al. · indexed
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An evaluation of an adaptive automation system using a cognitive vigilance task ↗ · 2004 · Freeman, Frederick G et al. · indexed
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Task difficulty and physiological measures of mental workload in air traffic control: a scoping review · 2021 · Pagnotta, Murillo et al. · archived
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Methodological Approaches and Recommendations for Functional Near-Infrared Spectroscopy Applications in HF/E Research ↗ · 2019 · Zhu, Yibo et al. · indexed
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Binary vs. Multiclass Mental Workload Classification from fNIRS Data: A Deep Learning-Based Subject-Specific Analysis ↗ · 2025 · Özmen, Güzin · indexed
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fNIRS Monitoring of Infant Prefrontal Cortex During Crawling and an Executive Functioning Task ↗ · 2021 · Weibley, Hannah et al. · indexed
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Self-regulation of frontal-midline theta facilitates memory updating and mental set shifting · 2014 · Stefanie Enriquez‐Geppert et al. · archived
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Multivariate analysis of EEG activity indexes contingent attentional capture · 2021 · Munneke, Jaap et al. · archived
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An Examination of Compensatory Effort in a Vigilance Task Using Transcranial Doppler Sonography ↗ · 2019 · Greenlee, Eric T. et al. · indexed
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Event-related activity and phase locking during a psychomotor vigilance task over the course of sleep deprivation ↗ · 2010 · HOEDLMOSER, KERSTIN et al. · indexed
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Associations between EEG functional brain connectivity and a cognitive reserve proxy in healthy older adults ↗ · 2019 · Moezzi, Bahar et al. · indexed
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Meditation Alters Cognitive Load: EEG Fractal-Based Classification and HRV Geometric Assessment ↗ · 2025 · Singh, Swati et al. · indexed
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The Cognitive Load of a Task Suggests That Induced Alpha Desynchronization Is Not Directly Related to the Recruitment of Neural Resources ↗ · 2025 · Vazquez-Marrufo, Manuel et al. · indexed
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Neural indicators of sleep loss and sleep propensity in male military trainees: Insights from dry‐electrode <scp>EEG</scp>—An exploratory study ↗ · 2025 · Morrone, Jazmin et al. · indexed
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Measurement of train driver's brain activity by functional near-infrared spectroscopy (fNIRS) ↗ · 2005 · Kojima, T. et al. · indexed
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Modulation of vigilance/alertness using beta (30 Hz) transcranial alternating current stimulation · 2025 · Chu, Zhongliang et al. · archived
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Relevant Physiological Indicators for Assessing Workload in Conditionally Automated Driving, Through Three-Class Classification and Regression · 2022 · Meteier, Quentin et al. · archived
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Operator Effort and the Measurement of Heart-Rate Variability ↗ · 1987 · Aasman, Jans et al. · indexed
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Mental Workload Modeling in Hospital Nurses' Using Electroencephalogram (EEG) ↗ · 2024 · Putri Pribadyo, Claresta Yasmine et al. · indexed
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Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving ↗ · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
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Assessing Physiological Signal Utility and Sensor Burden in Estimating Trust, Situation Awareness, and Mental Workload ↗ · 2025 · Buchner, Savannah L. et al. · indexed
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Anti-Heartbeat-Evoked Potentials Performance in Event-Related Potentials-Based Mental Workload Assessment ↗ · 2021 · Park, Sangin et al. · indexed
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Understanding Pedestrian Cognition Workload in Traffic Environments Using Virtual Reality and Electroencephalography · 2024 · Luque, Francisco et al. · archived
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Using Psychophysiological Sensors to Assess Mental Workload in Web Browsing ↗ · 2017 · Jimenez-Molina, Angel et al. · indexed
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EEG-based Mental Workload Estimation using Encoder-Decoder Networks with Multilevel Feature Fusion ↗ · 2022 · Jin, Chang-Gyun et al. · indexed
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Estimating Driving Performance Based on EEG Spectrum Analysis · 2005 · Lin, Chin-Teng et al. · archived
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Assessing Drivers’ Fatigue State Under Real Traffic Conditions Using EEG Alpha Spindles · 2011 · Schrauf, Michael et al. · archived
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Phenotypic and genetic correlations between evoked EEG/ERP measures during the response anticipation period of a delayed response task ↗ · 2009 · Smit, Dirk J. A. et al. · indexed
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NeuroCognitor: Unified EEG-Language Framework for Cognitive Load Analysis via Instruction-Tuned Multi-Task Learning ↗ · 2025 · Cong, Miao · indexed
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Optical neuroimaging and neurostimulation in surgical training and assessment: A state-of-the-art review · 2023 · Goble, Mary et al. · archived
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Deep Learning Framework for Modeling Cognitive Load from Small and Noisy EEG data ↗ · 2023 · Havugimana, Felix et al. · indexed
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Development of an Eye Response-Based Mental Workload Evaluation Method ↗ · 2022 · Tran, Cong Chi et al. · indexed
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Investigating the Relationship between Noise Exposure and Human Cognitive Performance: Attention, Stress, and Mental Workload Based on EEG Signals Using Power Spectrum Density ↗ · 2024 · Astuti, Rahmaniyah Dwi et al. · indexed
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Dissociable Effects of Reward on P300 and EEG Spectra Under Conditions of High vs. Low Vigilance During a Selective Visual Attention Task ↗ · 2020 · Liu, Jia et al. · indexed
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Beyond the lab: a review on neurophysiological mental states assessment in real-world settings ↗ · 2026 · Capotorto, Rossella et al. · indexed
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AROUSAL VALUE OF THE STIMULUS AND EEG ABUNDANCE IN AN AUDITORY VIGILANCE TASK ↗ · 1972 · GALE, ANTHONY et al. · indexed
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The Neuro Patterns Prior to Error Responses in Long-Lasting Working Memory Task: An Event-Related Potential Study ↗ · 2019 · Xiao, Yi et al. · indexed
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Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training ↗ · 2023 · Wang, Shaodi et al. · indexed
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Steering Demands Diminish the Early-P3, Late-P3 and RON Components of the Event-Related Potential of Task-Irrelevant Environmental Sounds ↗ · 2016 · Scheer, Menja et al. · indexed
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A novel approach for the EEG-driven assessment of divided attention through mutual information theory: A case study at the wheel ↗ · 2026 · Ronca, Vincenzo et al. · indexed
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Assessment of cyclists' cognitive workload through eye tracker and EEG sensors: Sensitivity to individual and external factors in a real-world experiment ↗ · 2026 · Kchour, Fatima et al. · indexed
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Identifying neural correlates of cognitive workload in high-performance motorsport simulation: an integrated EEG and telemetry analysis of driver performance ↗ · 2026 · Terapaptommakol, Wasinee et al. · indexed
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Filter bank common spatial patterns in mental workload estimation ↗ · 2015 · Arvaneh, Mahnaz et al. · indexed
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Neurophysiological Markers of Cognitive Failures in Drivers: An Electroencephalography Study. ↗ · 2025 · Sharifi Z et al. · indexed
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Assessing Continuous Operator Workload With a Hybrid Scaffolded Neuroergonomic Modeling Approach ↗ · 2017 · Borghetti, Brett J. et al. · indexed
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Differential contributions of inhibition and task engagement to workload: evidence from a novel adaptive Stroop task ↗ · 2026 · Jaiaue, Thipkanlaya et al. · indexed
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Characteristics of athletes’ mind wandering during sustained attention to response tasks under competitive pressure: Evidence from behavior and fNIRS · 2026 · Ma, Yuming et al. · archived
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Evaluation of Classification Techniques for Identifying Cognitive Load Levels using EEG Signals ↗ · 2020 · Salaken, Syed Moshfeq et al. · indexed
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Evaluation of Mental Workload Based on Pursuit Eye Movement ↗ · 2013 · Ishii, Masaki et al. · indexed
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Long-term and within-day variability of working memory performance and EEG in individuals ↗ · 2012 · Gevins, Alan et al. · indexed
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Investigating Methods for Cognitive Workload Estimation for Assistive Robots ↗ · 2022 · Aygun, Ayca et al. · indexed
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A type-2 fuzzy set induced classification of cognitive load in inter-individual working memory performance based on hemodynamic response ↗ · 2017 · De, Amiyangshu et al. · indexed
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DECODING COGNITIVE LOAD: A COMPARISON OF STANDARD MACHINE LEARNING APPROACHES FOR EEG DATA ANALYSIS OF MENTALLY DEMANDING TASKS ↗ · 2026 · Daniyaruly, Danial et al. · indexed
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Predicting Operator Workload from Oculometric Data in High-Demand Environments: A Case Study with MATB-II · 2025 · Pogliano, Marco et al. · archived
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Assessing cognitive mental workload via EEG signals and an ensemble deep learning classifier based on denoising autoencoders ↗ · 2019 · Yang, Shuo et al. · indexed
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Classification of EEG Learning and Resting States using 1D-Convolutional Neural Network for Cognitive Load Assesment ↗ · 2018 · Qayyum, Abdul et al. · indexed
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Measurement of Brain Function of Car Driver Using Functional Near‐Infrared Spectroscopy (fNIRS) ↗ · 2009 · Tsunashima, Hitoshi et al. · indexed
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Using Multimodal Methods and Machine Learning to Recognize Mental Workload: Distinguishing Between Underload, Moderate Load, and Overload ↗ · 2024 · Jiang, Zebin et al. · indexed
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Driving drowsiness detection using spectral signatures of EEG-based neurophysiology · 2023 · Arif, Saad et al. · archived
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EEG & Eye Tracking User Experiments for Spatial Memory Task on Maps ↗ · 2019 · Keskin, Merve et al. · indexed
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Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
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Spectral and Temporal Feature Learning With Two-Stream Neural Networks for Mental Workload Assessment ↗ · 2019 · Zhang, Pengbo et al. · indexed
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Individual peak alpha frequency does not index individual differences in inhibitory cognitive control. ↗ · 2024 · Busch, Nuno et al. · indexed
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Mental Workload Modeling by Using Machine Learning Techniques Based on EEG and Eye Tracking Data ↗ · 2024 · Aksu, Şeniz Harputlu et al. · indexed
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A Neuroergonomic Approach Fostered by Wearable EEG for the Multimodal Assessment of Drivers Trainees · 2023 · Di Flumeri, Gianluca et al. · archived
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Preparing for Success: Neural Frontal Theta and Posterior Alpha Dynamics during Action Preparation Predict Flexible Resolution of Cognitive Conflicts ↗ · 2022 · Kaiser, Jakob et al. · indexed
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Hybrid deep learning for mental workload classification using EEG with enhanced preprocessing and interpretability · 2026 · Abdelrahman, Osama et al. · archived
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Linking the multiple-demand cognitive control system to human electrophysiological activity ↗ · 2024 · Lu, Runhao · indexed
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Mental workload during brain–computer interface training ↗ · 2012 · Felton, Elizabeth A. et al. · indexed
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Peak Performance Training Using Prefrontal EEG Biofeedback ↗ · 2012 · Sokhadze, Estate “Tato” · indexed
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Cognitive Load Theory: Advances in Research on Worked Examples, Animations, and Cognitive Load Measurement ↗ · 2010 · van Gog, Tamara et al. · indexed
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Unraveling the interplay between mental workload, occupational fatigue, physiological responses and cognitive performance in office workers ↗ · 2024 · Mahdavi, Neda et al. · indexed
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Looking Beyond Self-Reported Cognitive Load: Comparing Pupil Diameter Against Self-Reported Cognitive Load in Design Tasks ↗ · 2025 · Cass, Madison et al. · indexed
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Cognitive Load Assessment from EEG and Peripheral Biosignals for the Design of Visually Impaired Mobility Aids ↗ · 2018 · Saitis, Charalampos et al. · indexed
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Localized Fluctuant Oscillatory Activity by Working Memory Load: A Simultaneous EEG-fMRI Study ↗ · 2017 · Zhao, Xiaojie et al. · indexed
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Spontaneous EEG theta/beta ratio and delta–beta coupling in relation to attentional network functioning and self-reported attentional control ↗ · 2015 · Morillas-Romero, A. et al. · indexed
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The steady state visual evoked potential (SSVEP) tracks “sticky” thinking, but not more general mind-wandering · 2022 · Yang, Hang et al. · archived
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A NIRS–fMRI investigation of prefrontal cortex activity during a working memory task ↗ · 2013 · Sato, Hiroki et al. · indexed
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A Deep Learning Technique for Real-Time Detection of Cognitive Load Using Optimal Number of EEG Electrodes ↗ · 2025 · Karmakar, Subashis et al. · indexed
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Vector Phase Analysis Approach for Sleep Stage Classification: A Functional Near-Infrared Spectroscopy-Based Passive Brain–Computer Interface ↗ · 2021 · Arif, Saad et al. · indexed
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The hemodynamics of cognitive control: The level of concentration of oxygenated hemoglobin in the superior prefrontal cortex varies as a function of performance in a modified Stroop task ↗ · 2008 · León-Carrion, José et al. · indexed
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Modeling Driver Physiological State Using EEG Under Auditory Real-time Travel Information Provision · 2019 · Agrawal, Shubham et al. · archived
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Trial-by-trial coupling between EEG and BOLD identifies networks related to alpha and theta EEG power increases during working memory maintenance ↗ · 2009 · Scheeringa, René et al. · indexed
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Parietal Alpha-ERD and Theta-ERS Serve as Neuroelectrical Indices for Working Memory Impairment Following Total Sleep Deprivation ↗ · 2026 · Sheng, Wenbin et al. · indexed
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Event-Induced Modulation of Aperiodic Background EEG: Attention-Dependent and Age-Related Shifts in E:I balance, and Their Consequences for Behavior ↗ · 2023 · Kałamała, Patrycja et al. · indexed
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Mental Fatigue Degree Recognition Based on Relative Band Power and Fuzzy Entropy of EEG ↗ · 2023 · Xu, Xin et al. · indexed
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Load-dependent alpha suppression is related to working memory capacity for numbers ↗ · 2022 · Hsu, Yi-Fang et al. · indexed
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Assessment of instantaneous cognitive load imposed by educational multimedia using electroencephalography signals ↗ · 2022 · Sarailoo, Reza et al. · indexed
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On the Cost of Detection Response Task Performance on Cognitive Load ↗ · 2020 · Biondi, Francesco N. et al. · indexed
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Mental workload characteristics of manipulator teleoperators with different spatial cognitive abilities ↗ · 2019 · Shao, Shuyu et al. · indexed
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Aperiodic EEG features of cognition: a systematic review ↗ · 2026 · Hemmerich, Klara et al. · indexed
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Detecting Mental Workload in Virtual Reality Using EEG Spectral Data: A Deep Learning Approach ↗ · 2021 · Ved, Harshita et al. · indexed
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An EEG-Based Fatigue Detection and Mitigation System · 2016 · Huang, Kuan-Chih et al. · archived
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Comparing heart rate and pupil size as objective measures of workload in the driving context ↗ · 2015 · Gable, Thomas M. et al. · indexed
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The impact of cognitive workload on physiological arousal in young adult drivers: a field study and simulation validation ↗ · 2011 · Reimer, Bryan et al. · indexed
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EEGMeNet: End-to-End Multitask Neural Network for Brain-Based Mental Workload Classification ↗ · 2025 · Kongwudhikunakorn, Supavit et al. · indexed
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Mind over chatter: plastic up-regulation of the fMRI alertness network by EEG neurofeedback · 2012 · Lanius, Ruth et al. · archived
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Evaluating Real-Time Adaptive Interfaces through EEG-derived and Self-reported Mental Workload Indicators ↗ · 2026 · Duraisamy, Saravanakumar et al. · indexed
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Evaluating Pilot Mental Workload Using fNIRS-Based Functional Connectivity Features with a Deep Residual Shrinkage Network Under Emergency Flight Scenarios ↗ · 2024 · Zhang, Chenyang et al. · indexed
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EEG and Time-domain fNIRS Co-registration during a Divided Attention Task ↗ · 2010 · Contini, Davide et al. · indexed
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Cognitive mental workload of emergency nursing: A scoping review ↗ · 2024 · Surendran, Anu et al. · indexed
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The Impact of Escalating Cognitive Workload on Novice Surgeon’s Brain Activation ↗ · 2026 · Caterson, Jessica et al. · indexed
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Frontal Alpha Asymmetry and Delta–Beta Correlation as EEG Biomarkers of Cognitive Control Deficits in Public Speaking Anxiety ↗ · 2025 · Tatt, Beh Soon et al. · indexed
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Hybrid Integrated Wearable Patch for Brain EEG-fNIRS Monitoring ↗ · 2024 · Li, Boyu et al. · indexed
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Heart Rate Variability as a Marker of Cognitive Workload: Influence of Temperature and Task Complexity in Office Settings ↗ · 2026 · Anam, Sadia Israt et al. · indexed
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When Tagging Frequency Matters to Attention: Effects on SSVEPs, ERPs, and Cognitive Processing ↗ · 2026 · Yang, Jihan et al. · indexed
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Fatigue Driving State Detection Based on Spatial Characteristics of EEG Signals ↗ · 2024 · Chang, Wenwen et al. · indexed
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Pupil-linked arousal modulates network-level EEG signatures of attention reorienting during immersive multitasking ↗ · 2023 · Lapborisuth, Pawan et al. · indexed
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EEG-signals based cognitive workload detection of vehicle driver using deep learning ↗ · 2018 · Almogbel, Mohammad A. et al. · indexed
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Effects of task context on EEG correlates of mind-wandering · 2023 · Compton, Rebecca J. et al. · archived
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Neural signatures for the n-back task with different loads: An event-related potential study ↗ · 2023 · Ren, Meng et al. · indexed
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The impact of a rosemary containing drink on event-related potential neural markers of sustained attention · 2023 · Riby, Leigh Martin et al. · archived
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Operator Functional State Classification Using Multiple Psychophysiological Features in an Air Traffic Control Task ↗ · 2003 · Wilson, Glenn F. et al. · indexed
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Quantifying programmers' mental workload during program comprehension based on cerebral blood flow measurement: a controlled experiment ↗ · 2014 · Nakagawa, Takao et al. · indexed
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A Comparison of Subjective Mental Workload Measures in Driving Contexts ↗ · 2013 · Kim, Ji Yeon et al. · indexed
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fNIRS examination of mental workload changes during N-back tasks (Conference Presentation) ↗ · 2020 · Khaksari, Kosar et al. · indexed
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Test–retest reliability of EEG spectra during a working memory task ↗ · 2008 · Näpflin, Markus et al. · indexed
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Detection of Pilot’s Mental Workload Using a Wireless EEG Headset in Airfield Traffic Pattern Tasks ↗ · 2023 · Liu, Chenglin et al. · indexed
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Multichannel wearable f<scp>NIRS‐EEG</scp>system for long‐term clinical monitoring ↗ · 2017 · Kassab, Ali et al. · indexed
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The Effect of Mental Workload towards Mental Fatigue on Customer Care Agent Using Electroencephalogram ↗ · 2019 · Alifah, Shafira Karamina et al. · indexed
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Training and testing ERP-BCIs under different mental workload conditions ↗ · 2015 · Ke, Yufeng et al. · indexed
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Insights into cognitive pupillometry: Evaluation of the utility of pupillary metrics for assessing cognitive load in normative and clinical samples ↗ · 2018 · Hershaw, Jamie N. et al. · indexed
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Dynamic optimization of mental workload in fNIRS-BCI system for cognitive rehabilitation ↗ · 2017 · Ung, W. C. et al. · indexed
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A Comparison of Cerebral Hemovelocity and Blood Oxygen Saturation Levels during Vigilance Performance ↗ · 2010 · Funke, Matthew E. et al. · indexed
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EEG-based neural activity for decoding situation awareness at different levels ↗ · 2025 · Wu, Qianlan et al. · indexed
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Caffeine Effect on Cognitive Function during a Stroop Task: fNIRS Study ↗ · 2020 · Yuan, Yafei et al. · indexed
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Mapping attention during gameplay: Assessment of behavioral and ERP markers in an auditory oddball task ↗ · 2019 · Núñez Castellar, Elena Patricia et al. · indexed
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Prestimulus vigilance predicts response speed in an easy visual discrimination task ↗ · 2011 · Minkwitz, Juliane et al. · indexed
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High working memory load impairs selective attention: EEG signatures ↗ · 2020 · Wei, Hua et al. · indexed
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A novel neurovascular coupling analysis method based on simultaneous EEG-fNIRS for investigating the effects of working memory load ↗ · 2026 · Wang, Yu et al. · indexed
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Exploring Machine Learning Approaches for Classifying Mental Workload using fNIRS Data from HCI Tasks ↗ · 2019 · Benerradi, Johann et al. · indexed
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The effects of memory load and stimulus relevance on the EEG during a visual selective memory search task: An ERP and ERD/ERS study ↗ · 2006 · Gomarus, H. Karin et al. · indexed
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Functional connectivity analysis using fNIRS in healthy subjects during prolonged simulated driving ↗ · 2017 · Xu, Liwei et al. · indexed
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Revisiting consciousness: Distinguishing between states of conscious focused attention and mind wandering with EEG ↗ · 2022 · Dias da Silva, M.R. et al. · indexed
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Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2021 · Ahammed, Kawser et al. · archived
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Learning Spatial–Spectral–Temporal EEG Features With Recurrent 3D Convolutional Neural Networks for Cross-Task Mental Workload Assessment ↗ · 2019 · Zhang, Pengbo et al. · indexed
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Pupil dynamics during very light exercise predict benefits to prefrontal cognition · 2023 · Kuwamizu, Ryuta et al. · archived
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Generalized Deep Learning EEG Models for Cross-Participant and Cross-Task Detection of the Vigilance Decrement in Sustained Attention Tasks ↗ · 2021 · Kamrud, Alexander et al. · indexed
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Positive Effects of Mindfulness-Based Training on Energy Maintenance and the EEG Correlates of Sustained Attention in a Cohort of Nurses · 2018 · Wong, Kian F. et al. · archived
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Mental Workload Analysis Associated with Emotional Design in E-learning Contexts: Combining EEG and Eye-Tracking Data ↗ · 2021 · Wu, ChenNan et al. · indexed
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A simulator based study to evaluate driver drowsiness using electroencephalogram ↗ · 2014 · Awais, Muhammad et al. · indexed
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Eye blink rate increases as a function of cognitive load during an auditory oddball paradigm ↗ · 2020 · Magliacano, Alfonso et al. · indexed
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Mobile EEG identifies the re-allocation of attention during real-world activity · 2019 · Ladouce, Simon et al. · archived
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Classification of a Driver's cognitive workload levels using artificial neural network on ECG signals ↗ · 2017 · Tjolleng, Amir et al. · indexed
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Instantaneous Measures of Mental Workload: An Initial Investigation ↗ · 1984 · Antin, Jonathan F. et al. · indexed
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Characterizing Focused Attention and Working Memory Using EEG ↗ · 2018 · Mohamed, Zainab et al. · indexed
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EEG-Based Cognitive Control Behaviour Assessment: an Ecological study with Professional Air Traffic Controllers ↗ · 2017 · Borghini, Gianluca et al. · indexed
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Impact of Cognitive Workload on Physiological Arousal and Performance in Younger and Older Drivers · 2011 · Son, Joonwoo et al. · archived
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Cognitive load assessment from facial temperature using smart eyewear ↗ · 2019 · Zhengren, Fangqing et al. · indexed
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Multivariate Multiscale Entropy: An Approach to Estimating Vigilance of Driver · 2023 · Ahammed, Kawser et al. · archived
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Pupillometry tracks cognitive load and salience network activity in a working memory functional magnetic resonance imaging task ↗ · 2021 · Fietz, Julia et al. · indexed
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A Comparative Analysis of EEG Feature Selection and Machine Learning Techniques for Mental Workload Classification ↗ · 2026 · Khan, Zafar et al. · indexed
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A Fusion Feature for Enhancing the Performance of Classification in Working Memory Load With Single-Trial Detection ↗ · 2019 · Tian, Yin et al. · indexed
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Augmented Cognition using Real-time EEG-based Adaptive Strategies for Air Traffic Control ↗ · 2014 · Abbass, Hussein A. et al. · indexed
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Decoding Attentional State to Faces and Scenes Using EEG Brainwaves ↗ · 2019 · Abiri, Reza et al. · indexed
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Recent theoretical, neural, and clinical advances in sustained attention research · 2017 · Fortenbaugh, Francesca C. et al. · archived
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Method for Characterizing and Identifying Task Evoked Pupillary Responses During Varying Workload Levels ↗ · 2011 · Fong, Allan et al. · indexed
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Modeling of Brain Cortical Activity during Relaxation and Mental Workload Tasks Based on EEG Signal Collection ↗ · 2023 · Zemla, Katarzyna et al. · indexed
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Predicting mental workload of using exoskeletons for construction work: a deep learning approach · 2025 · Afolabi, Adedeji et al. · archived
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Mental Workload Assessment Using Machine Learning Techniques Based on EEG and Eye Tracking Data ↗ · 2024 · Aksu, Şeniz Harputlu et al. · indexed
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Frontal theta predicts specific cognitive control-induced behavioural changes beyond general reaction time slowing ↗ · 2019 · Cooper, Patrick S. et al. · indexed
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A new incremental cycling cognitive-motor dual-task test to assess simultaneous sustained attention and neuromuscular fatigue in trained athletes. ↗ · 2025 · Goepp, Thomas et al. · indexed
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Evaluating the Cognitive Load of Pilots: A Review of Workload Assessment Tools and Data Analysis Methods ↗ · 2024 · Cesare, Michele Giuseppe Di et al. · indexed
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Causal role of frontal-midline theta in cognitive effort: a pilot study ↗ · 2021 · McFerren, Amber et al. · indexed
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Prediction of Response Time and Vigilance Score in a Sustained Attention Task from Pre-trial Phase Synchrony using Deep Neural Networks ↗ · 2019 · Torkamani-Azar, Mastaneh et al. · indexed
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The Pattern Flash Elicited P300-Complex (PF-P300): Dynamics of Its Topographic Scalp Distribution in Different States of Visual Attention ↗ · 1988 · Taghavy, A. et al. · indexed
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Power Analysis of EEG Data in Multiple Brain Regions during Fatigue Driving ↗ · 2019 · Yang, Yaru et al. · indexed
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Exercise practice associates with different brain rhythmic patterns during vigilance ↗ · 2018 · Luque-Casado, Antonio et al. · indexed
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Identification of pilots’ mental workload under different flight phases based on a portable EEG device ↗ · 2023 · Liu, Chenglin et al. · indexed
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A Cyber-Physical-Human System for One-to-Many UAS Operations: Cognitive Load Analysis ↗ · 2020 · Planke, Lars J. et al. · indexed
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Development of an objective mental workload assessment tool based on Rasmussen's skill–rule–knowledge framework ↗ · 2015 · Chuang, Chun-Yu et al. · indexed
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Frontal theta phase modulates asymmetric posterior neural mechanisms of spatial attention · 2026 · Darrell, Megan et al. · archived
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Sustained attention in attention-deficit subjects and the impact of binaural beat stimulation evaluated by behavior and EEG · 2025 · Alves-Castro, Gabriel et al. · archived
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Real-Time Prediction of Short Time Scale Fluctuations in Cognitive Workload ↗ · 2021 · Boehm, Udo et al. · indexed
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Linking the multiple-demand cognitive control system to human electrophysiological activity ↗ · 2025 · Lu, Runhao · indexed
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Automated assessment of mental workload from PPG sensor data using cross-wavelet coherence and transfer learning ↗ · 2024 · Gupta, Shresth et al. · indexed
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Brain Electrodynamic and Hemodynamic Signatures Against Fatigue During Driving ↗ · 2018 · Chuang, Chun-Hsiang et al. · indexed
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Real-World Evaluation of Driver Cognitive Load Across Traffic Conditions Using Biometric Signals ↗ · 2025 · Nava, Alicia et al. · indexed
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Time course of EEG complexity reflects attentional engagement during listening to speech in noise · 2023 · Eqlimi, Ehsan et al. · archived
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Changes in decibel scale wavelength properties of EEG with alertness levels while performing sustained attention tasks ↗ · 2009 · Arjunan, S.P. et al. · indexed
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Demonstrating brain-level interactions between working memory load and frustration while driving using functional near-infrared spectroscopy ↗ · 2018 · Unni, Anirudh et al. · indexed
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A Comparison of Rating Scale, Secondary-Task, Physiological, and Primary-Task Workload Estimation Techniques in a Simulated Flight Task Emphasizing Communications Load ↗ · 1983 · Casali, John G. et al. · indexed
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Classification of mental workload with EEG analysis by using effective connectivity and a hybrid model of CNN and LSTM ↗ · 2024 · Safari, MohammadReza et al. · indexed
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Decoupling Alpha Desynchronization from Neural Resource Use: Evidence from Cognitive Load Modulation ↗ · 2025 · Vázquez-Marrufo, Manuel et al. · indexed
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Enhancing learning experiences: EEG-based passive BCI system adapts learning speed to cognitive load in real-time, with motivation as catalyst · 2024 · Beauchemin, Noémie et al. · archived
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Functional Significance of Individual Differences in P3 Network Spatial Configuration ↗ · 2022 · Privitera, Adam John et al. · indexed
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Tracking Cognitive Spare Capacity During Speech Perception With EEG/ERP: Effects of Cognitive Load and Sentence Predictability ↗ · 2020 · Hunter, Cynthia R. · indexed
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Evaluating instructional designs with mental workload assessments in university classrooms ↗ · 2020 · Longo, Luca et al. · indexed
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Toward a Real-Time Index of Pupillary Activity as an Indicator of Cognitive Load ↗ · 2022 · Jayawardena, Gavindya et al. · indexed
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A neuromarker of sustained attention from whole-brain functional connectivity ↗ · 2015 · Rosenberg, Monica D et al. · indexed
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Self-Organizing Map (SOM) model for mental workload classification ↗ · 2002 · Mazaeva, N. et al. · indexed
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Spatial–Temporal EEG Imaging for Dual-Loop Neuro-Adaptive Simulation: Cognitive-State Decoding and Communication Gating in Critical Human–Machine Teams ↗ · 2026 · Juárez, Rubén et al. · indexed
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Neural mechanisms of negative emotionality and cognitive control: The role of frontal midline theta ↗ · 2026 · Teich, Collin D. et al. · indexed
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PHYSIOLOGICAL REACTIVITY AS A PREDICTOR OF PERFORMANCE IN A VIGILANCE TASK ↗ · 1971 · Coles, Michael G. H. et al. · indexed
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An Investigation of the Effects of Brain Fatigue on the Sustained Attention of Intelligent Coal Mine VDT Operators ↗ · 2022 · Sun, Linhui et al. · indexed
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A broader application of the detection response task to cognitive tasks and online environments ↗ · 2019 · Innes, Reilly James et al. · indexed
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Attention-guided deep learning–machine learning and statistical feature fusion for interpretable mental workload classification from EEG ↗ · 2025 · Majumder, Sukanta et al. · indexed
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A Real Time Neurophysiological Framework for General Monitoring Awareness of Air Traffic Controllers ↗ · 2020 · Yuvaraj, Rajamanickam et al. · indexed
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An EEG-based brain–computer interface for dual task driving detection · 2014 · Wang, Yu-Kai et al. · archived
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Cognitive Load Estimation Using a Hybrid Cluster-Based Unsupervised Machine Learning Technique ↗ · 2024 · Hassan, Iqbal et al. · indexed
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Utilization of Psychophysiological Measurement for Determination of Human State of Mind during Brake Performance Test ↗ · 2019 · Devarajan, Pranab et al. · indexed
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Optimal sustained attention is linked to the spectral content of background EEG activity: greater ongoing tonic alpha (∼10 Hz) power supports successful phasic goal activation ↗ · 2007 · Dockree, Paul M. et al. · indexed
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Neurological mechanisms of mental fatigue in cognitive flexibility in soccer players: an event-related potential study based on N2 components ↗ · 2025 · Gong, Chen et al. · indexed
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EEG-based Cognitive Load assessment in Matlab GUI and impact on Learning System ↗ · 2020 · Ahmed, Sabbir et al. · indexed
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Theta–gamma coupling during a working memory task as compared to a simple vigilance task ↗ · 2013 · Park, Jin Young et al. · indexed
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Development and validation of a simulation workload measure: The Simulation Task Load Index (SIM-TLX) ↗ · 2019 · Harris, David et al. · indexed
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Comparison of NASA-TLX scale, modified Cooper–Harper scale and mean inter-beat interval as measures of pilot mental workload during simulated flight tasks ↗ · 2019 · Mansikka, Heikki et al. · indexed
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Brain-Computer Interface Based Mental Workload Classification: Utilizing EEG Signal and N-Back Test Experiment ↗ · 2026 · Meshram, Piyush et al. · indexed
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Spectrotemporal dynamics of the <scp>EEG</scp> during working memory encoding and maintenance predicts individual behavioral capacity ↗ · 2014 · Bashivan, Pouya et al. · indexed
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Neurophysiology of Sleep-Deprivation Part 1: Effects of Sleep-Deprivation on Event-Related Potentials (ERPs)—Systematic and Mechanistic Review ↗ · 2026 · Chmiel, James et al. · indexed
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On validating a generic camera-based blink detection system for cognitive load assessment · 2023 · Biondi, Francesco N. et al. · archived
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Prefrontal activation and pupil dilation during n-back task performance: A combined fNIRS and pupillometry study ↗ · 2021 · Yeung, Michael K. et al. · indexed
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Effects of transcranial alternating current stimulation over right-DLPFC on vigilance tasks depend on the arousal level ↗ · 2022 · Martínez-Pérez, Víctor et al. · indexed
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EEG coherence in theta, alpha, and beta bands in frontal regions and executive functions ↗ · 2019 · Basharpoor, Sajjad et al. · indexed
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Detecting Mental Workload Fluctuation during Learning of a Novel Task Using Thermography ↗ · 2008 · Kang, Jihun et al. · indexed
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Impact of Situation Awareness Variations on Multimodal Physiological Responses in High-Speed Train Driving ↗ · 2024 · Dong, Wenli et al. · indexed
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EEG alpha spindle measures as indicators of driver fatigue under real traffic conditions ↗ · 2011 · Simon, Michael et al. · indexed
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Functional brain imaging of train driver by functional Near-Infrared Spectroscopy (fNIRS) ↗ · 2006 · Kojima, T. et al. · indexed
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Method for Measuring 3D Cognitive Load by Analyzing Dimension Reduced EEG Features ↗ · 2015 · Ko, Daejune et al. · indexed
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Time course of EEG complexity reflects attentional engagement during listening to speech in noise · 2023 · Eqlimi, Ehsan et al. · archived
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Neural Correlates of Mental Workload During Multitasking: a Dynamic Causal Modeling Study ↗ · 2021 · Huang, Jiali et al. · indexed
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Investigating mental workload across task modalities: a multimodal analysis using pupillometry ↗ · 2024 · Dhengre, Snehal et al. · indexed
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Sleep Deprivation-Induced Changes in Baseline Brain Activity and Vigilant Attention Performance ↗ · 2022 · Tramonti Fantozzi, Maria Paola et al. · indexed
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A ship Navigator's mental workload using salivary NO<inf>3</inf><sup>&#x2212;</sup> compared with R-R interval: Simulator-based experiment ↗ · 2014 · Kitamura, Kenichi et al. · indexed
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Cognitive control in the intertrial interval: Evidence from EEG alpha power ↗ · 2010 · Compton, Rebecca J. et al. · indexed
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Comparative analysis of event-related potentials during Go/NoGo and CPT: Decomposition of electrophysiological markers of response inhibition and sustained attention ↗ · 2006 · Kirmizi-Alsan, Elif et al. · indexed
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Network features of simultaneous EEG and fMRI predict working memory load ↗ · 2020 · Wang, Yutongwang et al. · indexed
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Event-related potentials and neural oscillations dissociate levels of cognitive control ↗ · 2017 · Lu, Mingou et al. · indexed
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Operant Control of Occipital Theta Rhythm Affects Performance in a Radar Monitoring Task ↗ · 1974 · Beatty, Jackson et al. · indexed
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Prefrontal Hemodynamic Dysregulation and Intervention Effects in ADHD: A Systematic Review and Meta-Analysis of fNIRS Evidence ↗ · 2026 · Ziming, Wang et al. · indexed
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Workload Assessment of Human-Machine Interface: A Simulator Study with Psychophysiological Measures · 2023 · Liu, Yuan-cheng et al. · archived
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Cognitive and metabolic workload assessment techniques: A review in automotive manufacturing context ↗ · 2021 · Dadashi, Nastaran et al. · indexed
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Estimation of mental workload induced by different presentation rates in rapid serial visual presentation tasks ↗ · 2019 · Yi, Weibo et al. · indexed
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Mental Workload Drives Different Reorganizations of Functional Cortical Connectivity Between 2D and 3D Simulated Flight Experiments ↗ · 2019 · Kakkos, Ioannis et al. · indexed
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Measuring mental workload and physiological reactions in marine pilots: Building bridges towards redlines of performance ↗ · 2018 · Orlandi, Luca et al. · indexed
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An EEG-Based Mental Workload Evaluation for AR Head-Mounted Display Use in Construction Assembly Tasks ↗ · 2023 · Qin, Yimin et al. · indexed
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Evaluating the Mental Workload During Robot-Assisted Surgery Utilizing Network Flexibility of Human Brain ↗ · 2020 · Shafiei, Somayeh B. et al. · indexed
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Functional connectivity analysis of distracted drivers based on the wavelet phase coherence of functional near-infrared spectroscopy signals ↗ · 2017 · Xu, Gongcheng et al. · indexed
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Basic study on evaluation of navigator's mental workload by sticking plaster-type sensor ↗ · 2015 · Murai, Koji et al. · indexed
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Recognition of drivers' mental workload in simulated driving using EEG signals from different brain regions and machine learning algorithms ↗ · 2025 · Huang, Jiaqi et al. · indexed
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EEG-Based Engagement Index for Cognitive Load Assessment in Multimedia and Paper-Based Learning ↗ · 2025 · Yang, Weidong et al. · indexed
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Using Psychophysiological Sensors to Assess Mental Workload During Web Browsing ↗ · 2018 · Jimenez-Molina, Angel et al. · indexed
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Neural and psychophysiological correlates of human performance under stress and high mental workload ↗ · 2016 · Mandrick, Kevin et al. · indexed
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Effects of mnemonic load on cortical activity during visual working memory: Linking ongoing brain activity with evoked responses ↗ · 2013 · Boonstra, Tjeerd W. et al. · indexed
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Hill function of oxyhemoglobin saturation quantifies power law parameters of subjective mental workload · 2024 · Fürstenau, Norbert · archived
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Neural correlates of inducing fatigue with a sustained attention task ↗ · 2023 · Hanzal, Simon et al. · indexed
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Main sequence: An index for detecting mental workload variation in complex tasks ↗ · 2011 · Di Stasi, Leandro Luigi et al. · indexed
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Using EEG and eye-tracking as indicators to investigate situation awareness variation during flight monitoring in air traffic control system ↗ · 2024 · Li, Qinbiao et al. · indexed
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An Electromyographic Analysis of the Effects of Cognitive Fatigue on Online and Anticipatory Action Control · 2021 · Salomone, Mick et al. · archived
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LJaya optimisation‐based channel selection approach for performance improvement of cognitive workload assessment technique ↗ · 2020 · Mohdiwale, S. et al. · indexed
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In-Vehicle Stress Monitoring Based on EEG Signal · 2017 · Begum, Shahina et al. · archived
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Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving ↗ · 2017 · Garcia, Javier O. et al. · indexed
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EEG Correlates of Signal Rate, Time in Task and Individual Differences in Reaction Time During a Five-stage Sustained Attention Task ↗ · 1977 · GALE, ANTHONY et al. · indexed
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Extended wakefulness alters the relationship between <scp>EEG</scp> oscillations and performance in a sustained attention task ↗ · 2024 · Snipes, Sophia et al. · indexed
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Functional near-infrared spectroscopy-based prefrontal cortex oxygenation during working memory tasks in sickle cell disease ↗ · 2023 · Sunwoo, John et al. · indexed
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Tracking difficulty in a helicopter simulator: EEG complexity as a marker for mental workload ↗ · 2018 · Poulsen, Andreas et al. · indexed
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A study of effect of N-back and arithmetic mental workload on performance of P300-Speller ↗ · 2015 · Yuqian Chen et al. · indexed
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A Review of the Use of Gaze and Pupil Metrics to Assess Mental Workload in Gamified and Simulated Sensorimotor Tasks ↗ · 2024 · Gorin, Holly et al. · indexed
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Neural markers of proactive and reactive cognitive control are altered during walking: A Mobile Brain-Body Imaging (MoBI) study ↗ · 2022 · Richardson, David P. et al. · indexed
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One threshold to rule them all? Modification of the Index of Pupillary Activity to optimize the indication of cognitive load ↗ · 2020 · Fehringer, Benedict C. O. F. · indexed
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A High-Definition tDCS and EEG study on attention and vigilance: Brain stimulation mitigates the executive but not the arousal vigilance decrement ↗ · 2020 · Luna, Fernando G. et al. · indexed
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The role of the fronto-parietal network in modulating sustained attention under sleep deprivation: an functional magnetic resonance imaging study ↗ · 2023 · Yao, Linming et al. · indexed
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The National Aviation and Space Agency Task Load Index (NASA-TLX): Does it Need Updating? ↗ · 2022 · Helton, William S. et al. · indexed
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Classification of Drivers' Workload Using Physiological Signals in Conditional Automation · 2021 · Meteier, Quentin et al. · archived
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Shortest path based network analysis to characterize cognitive load states of human brain using EEG based functional brain networks ↗ · 2018 · Thilaga, M. et al. · indexed
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Changes in Mental Workload and Motor Performance Throughout Multiple Practice Sessions Under Various Levels of Task Difficulty ↗ · 2018 · Jaquess, Kyle J. et al. · indexed
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Multimodal Recognition of Cognitive Workload for Multitasking in the Car ↗ · 2010 · Putze, Felix et al. · indexed
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Monitoring sleepiness with on-board electrophysiological recordings for preventing sleep-deprived traffic accidents ↗ · 2007 · Papadelis, Christos et al. · indexed
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A Cognitive Human Digital Twin Framework for Cognitive Workload Assessment and Decision Support in Industrial Ergonomics ↗ · 2026 · Berti, Nicola et al. · indexed
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A resting-state EEG dataset for sleep deprivation · 2024 · Xiang, Chuqin et al. · archived
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r-principal subspace for driver cognitive state classification ↗ · 2015 · Almahasneh, Hossam et al. · indexed
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Aperiodic EEG Components Outperform Periodic Oscillations in Predicting Vigilance: Evidence from Model Comparison and Feature Contribution Analysis ↗ · 2026 · Tang, Zijie et al. · indexed
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Research on Pilots ’ Mental Workload Classification in Simulated Flight · 2023 · Xue, Jinna et al. · archived
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Designing Implicit Interfaces for Physiological Computing ↗ · 2015 · Treacy Solovey, Erin et al. · indexed
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Short-term microgravity effects simulation does not affect fNIRS measures of cerebral oxygenation changes induced by cognitive load ↗ · 2025 · Peysakhovich, Vsevolod et al. · indexed
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Extraction of working memory load and the importance of understanding the temporal dynamics ↗ · 2017 · Astrand, Elaine et al. · indexed
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Unveiling Mental Workload via PPG: Morphological and Respiratory Feature–Driven Machine Learning Classification ↗ · 2025 · Pogliano, Marco et al. · indexed
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The wandering mind oscillates: EEG alpha power is enhanced during moments of mind-wandering · 2019 · Compton, Rebecca J. et al. · archived
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Compensatory Neural Activity in Response to Cognitive Fatigue ↗ · 2016 · Wang, Chao et al. · indexed
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Event-Related Brain Potentials and Intermodal Divided Attention ↗ · 1985 · Parasuraman, Raja · indexed
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Mid-Frontal Theta Power Associated With Instruction-Based Modulations in Cognitive Stability and Flexibility ↗ · 2025 · Bartossek, Marie Therese et al. · indexed
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Human-Machine Interface Evaluation Using EEG in Driving Simulator · 2023 · Liu, Yuan-Cheng et al. · archived
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WAUC: A Multi-Modal Database for Mental Workload Assessment Under Physical Activity ↗ · 2020 · Albuquerque, Isabela et al. · indexed
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Comparing the Relative Strengths of EEG and Low-Cost Physiological Devices in Modeling Attention Allocation in Semiautonomous Vehicles ↗ · 2019 · Cisler, Dean et al. · indexed
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Development of an EEG Headband for Stress Measurement on Driving Simulators · 2022 · Affanni, Antonio et al. · archived
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Adaptive Force Control Tasks Have Far-Transfer Effect on Sustained Attention ↗ · 2017 · Jia, Wenxiao et al. · indexed
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Shed a light in fatigue detection with near-infrared spectroscopy during long-lasting driving ↗ · 2016 · Gao, Yuan et al. · indexed
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A Comparative Analysis on Different Feature Extraction Techniques for EEG-based Mental Workload Classification ↗ · 2025 · Hasan, Md. Zahid et al. · indexed
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Bayesian Functional Connectivity and Graph Convolutional Network for Working Memory Load Classification ↗ · 2024 · Gangapuram, Harshini et al. · indexed
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Willed Attentional Selection of Visual Features: An EEG Study · 2024 · Wang, Jingyi et al. · archived
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From oxygen shortage to neurocognitive challenges: behavioral patterns and imaging insights ↗ · 2024 · Zani, Alberto et al. · indexed
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Cross-Task Mental Workload Recognition Based on EEG Tensor Representation and Transfer Learning · 2023 · Guan, Kai et al. · archived
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Cognitive Workload Detection from Raw EEG-Signals of Vehicle Driver using Deep Learning ↗ · 2019 · Almogbel, Mohammad A. et al. · indexed
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A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction ↗ · 2022 · von Janczewski, Nikolai et al. · indexed
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Evaluation of Mental Workload for Ship Handling Using Physiological Indices ↗ · 2009 · Murai, Koji et al. · indexed
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Physiological Indicators of Panic Cognition and Their Effects on Emergency Task Performance: Evidence From Virtual Reality and Multimodal Monitoring ↗ · 2026 · Zhang, Rui et al. · indexed
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Spiking Neural Networks for Mental Workload Classification with a Multimodal Approach ↗ · 2025 · An, Jiahui et al. · indexed
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Driver drowsiness detection using EEG power spectrum analysis ↗ · 2014 · Awais, Muhammad et al. · indexed
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Driver Workload Characteristics Analysis Using EEG Data From an Urban Road ↗ · 2014 · Kim, Hyun Suk et al. · indexed
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Evidence for Hill-function of Oxyhemoglobin Saturation to quantify Stevens Law of Subjective Cognitive Load · 2026 · Fürstenau, Norbert · archived
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Physiological Correlates of Objective Situation Awareness Measurements ↗ · 2023 · Smith, Kieran et al. · indexed
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Investigating the validity of subjective workload rating (NASA TLX) and subjective situation awareness rating (SART) for cognitively complex human–machine work ↗ · 2021 · Braarud, Per Øivind · indexed
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Neural mechanisms of training an auditory event‐related potential task in a brain–computer interface context · 2019 · Halder, Sebastian et al. · archived
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Feasibility and use of psychophysiological responses based on cognitive load theory ↗ · 2019 · Kim, Jeonghyun et al. · indexed
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Pupil Dilation and EEG Alpha Frequency Band Power Reveal Load on Executive Functions for Link-Selection Processes during Text Reading ↗ · 2015 · Scharinger, Christian et al. · indexed
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Functional connectivity among multi-channel EEGs when working memory load reaches the capacity ↗ · 2016 · Zhang, Dan et al. · indexed
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Functional Near-Infrared Spectroscopy as a Measure of Listening Effort in Older Adults Who Use Hearing Aids ↗ · 2019 · Rovetti, Joseph et al. · indexed
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Intraocular pressure is sensitive to cumulative and instantaneous mental workload ↗ · 2017 · Vera, Jesús et al. · indexed
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THE EVOLUTION OF FIELD DEPLOYABLE fNIR SPECTROSCOPY FROM BENCH TO CLINICAL SETTINGS ↗ · 2011 · IZZETOGLU, KURTULUS et al. · indexed
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Time-Frequency EEG and Bi-LSTM-Based Automated Cognitive Load Detection Using Machine Learning ↗ · 2025 · Brar, Manvinder et al. · indexed
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EEG Frequency Changes Prior to Making Errors in an Easy Stroop Task ↗ · 2017 · Atchley, Rachel et al. · indexed
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The Impacts of Temporal Variation and Individual Differences in Driver Cognitive Workload on ECG-Based Detection ↗ · 2021 · Yang, Shiyan et al. · indexed
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Temporal evolution of α and β bands during visual spatial attention ↗ · 2001 · Vázquez Marrufo, Manuel et al. · indexed
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Predicting cognitive load with EEG using Riemannian geometry-based features ↗ · 2024 · Kremer, Iris et al. · indexed
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Online Multimodal Inference of Mental Workload for Cognitive Human Machine Systems ↗ · 2021 · Planke, Lars J. et al. · indexed
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The EEG spectral fingerprints of meditation and mind wandering differ between experienced meditators and novices · 2021 · Rodriguez-Larios, Julio et al. · archived
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Positive correlation between drowsiness and prefrontal activation during a simulated speed-control driving task ↗ · 2014 · Liu, Tao · indexed
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The neural correlation of sustained attention in performing conjunctive continuous performance task ↗ · 2018 · Behzadnia, Amin et al. · indexed
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ECG-Only Cognitive Workload State Classification in Laparoscopic Training Using Raw and Recurrence-Plot Representations ↗ · 2026 · Jin, Kaizhe et al. · indexed
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Automated Classification of Cognitive Workload Levels Based on Psychophysiological and Behavioural Variables of Ex-Gaussian Distributional Features ↗ · 2022 · Kaczorowska, Monika et al. · indexed
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Evaluating the feasibility of a consumer‐grade wearable EEG headband to aid assessment of state and trait mindfulness ↗ · 2021 · Hunkin, Hugh et al. · indexed
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The Low-Frequency Fluctuation of Trial-by-Trial Frontal Theta Activity and Its Correlation With Reaction-Time Variability in Sustained Attention ↗ · 2020 · Wang, Yao-Yao et al. · indexed
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Automatic classification of eye activity for cognitive load measurement with emotion interference ↗ · 2013 · Chen, Siyuan et al. · indexed
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The use of Tholos software for combining measures of mental workload: Toward theoretical and methodological improvements ↗ · 2008 · Cegarra, Julien et al. · indexed
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Performance Comparison of Automated EEG Enhancement Algorithms for Mental Workload Assessment of Ambulant Users ↗ · 2019 · Rosanne, Olivier et al. · indexed
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Cognitive Load Evaluation of Human-computer Interface Based on EEG Multi-dimensional Feature ↗ · 2022 · Meng, Xiaorong et al. · indexed
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Analysing the Cognitive load for Monolinguals using EEG ↗ · 2020 · Sukeerthi, Sakthivel et al. · indexed
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Alpha desynchronization during simple working memory unmasks pathological aging in cognitively healthy individuals ↗ · 2019 · Arakaki, Xianghong et al. · indexed
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Analysis of Electrodermal Signal Features as Indicators of Cognitive Load – Comparison of Selected Statistical Measures Effectiveness ↗ · 2025 · Jukiewicz, Marcin et al. · indexed
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N-back tasks for spatial and verbal working memory using Near-Infrared Spectroscopy ↗ · 2020 · KANO, Kota et al. · indexed
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Frontal Midline Theta Is a Specific Indicator of Optimal Attentional Engagement During Skilled Putting Performance ↗ · 2013 · Kao, Shih-Chun et al. · indexed
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Evaluation of Subjective Mental Workload: A Comparison of SWAT, NASA‐TLX, and Workload Profile Methods ↗ · 2003 · Rubio, Susana et al. · indexed
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How a pilot’s brain copes with stress and mental load? Insights from the executive control network ↗ · 2024 · Causse, Mickaël et al. · indexed
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Development of a Ternary Near-Infrared Spectroscopy Brain-Computer Interface: Online Classification of Verbal Fluency Task, Stroop Task and Rest ↗ · 2018 · Schudlo, Larissa C. et al. · indexed
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Investigating construct validity of cognitive load measurement using single-item subjective rating scales ↗ · 2024 · Schuessler, Katrin et al. · indexed
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Determinants of Association and Dissociation between Subjective and Objective Measures of Workload ↗ · 2018 · Yakobi, Ofir · indexed
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Reproducible machine learning research in mental workload classification using EEG · 2024 · Demirezen, Güliz et al. · archived
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Event Related Synchronization and Desynchronization of EEG Data During Distracted Virtual Driving ↗ · 2013 · Dahal, Nabaraj et al. · indexed
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Multivariate synchrosqueezing transform and time-frequency attention for mental workload classification from EEG signals · 2026 · Nouri, Zahed et al. · archived
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Characterising time-on-task effects on oscillatory and aperiodic EEG components and their co-variation with visual task performance ↗ · 2024 · Kopčanová, Martina et al. · indexed
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Vulnerability in Vigilance Fluctuations During Daytime: Evidence From Behaviour and Resting‐State <scp>EEG</scp> ↗ · 2026 · Gong, Yanlin et al. · indexed
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Frontal theta activity in humans increases with memory load in a working memory task ↗ · 2002 · Jensen, Ole et al. · indexed
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Relationship of alpha peak frequency of different brain regions with attention and inhibition of auditory and visual responses ↗ · 2025 · Abbasi, Sevda et al. · indexed
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Changes in Neural Activity Underlying Working Memory after Computerized Cognitive Training in Older Adults · 2016 · Tusch, Erich et al. · archived
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Applications of brain imaging methods in driving behaviour research · 2021 · Haghani, Milad et al. · archived
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Machine learning provides novel neurophysiological features that predict performance to inhibit automated responses ↗ · 2018 · Vahid, Amirali et al. · indexed
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Reorganization of Brain Functional Network during Task Switching before and after Mental Fatigue ↗ · 2022 · Zhong, Hongyang et al. · indexed
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An Analysis of EEG Changes during Prolonged Simulated Driving for the Assessment of Driver Fatigue · 2019 · Zuraida, Rida et al. · archived
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Effects of an Integrated Neurofeedback System with Dry Electrodes: EEG Acquisition and Cognition Assessment ↗ · 2018 · Pei, Guangying et al. · indexed
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Cross-Platform Cognitive Load Assessment in Human-Computer Interaction Using EEG and Frequency-Domain Weighted Modeling ↗ · 2026 · Zhu, Yi et al. · indexed
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Physiological Signals as Predictors of Mental Workload: Evaluating Single Classifier and Ensemble Learning Models ↗ · 2023 · Izzah, Nailul et al. · indexed
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Estimation of Subjectively Reported Trust, Mental Workload, and Situation Awareness Using Unobtrusive Measures ↗ · 2022 · Kintz, Jacob R. et al. · indexed
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Effects of cognitive load and time-on-task on mental fatigue in real-world drilling operations ↗ · 2026 · Qing, Xin et al. · indexed
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An fNIRS Dataset for Cognitive Decoding during a Multi-day Block-design Stroop Task ↗ · 2026 · Zeng, Lingwei et al. · indexed
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Open access dataset integrating EEG and fNIRS during Stroop tasks ↗ · 2023 · Chen, Zemeng et al. · indexed
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A novel protocol to induce mental fatigue · 2023 · Hassan, Eleanor K et al. · archived
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Examining attentional and memory mechanisms of the vigilance decrement with event-related potentials ↗ · 2022 · Morris, Megan B. et al. · indexed
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A Comparison of Performance and Psychophysiological Classification of Complex Task Performance ↗ · 2009 · Wilson, Glenn F. et al. · indexed
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Indicators of Sleepiness in an ambulatory EEG study of night driving ↗ · 2006 · Papadelis, Christos et al. · indexed
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Tapping task as an index of mental workload in a time sharing task<sup>1</sup> ↗ · 2002 · Shinohara, Kazumitsu et al. · indexed
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Improving Cognitive Workload in Radiation Therapists: A Pilot EEG Neurofeedback Study ↗ · 2020 · Campbell, Alana M. et al. · indexed
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Localization of Brain Networks Engaged by the Sustained Attention to Response Task Provides Quantitative Markers of Executive Impairment in Amyotrophic Lateral Sclerosis ↗ · 2020 · McMackin, Roisin et al. · indexed
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Multi-channel EEG recordings during a sustained-attention driving task · 2019 · Cao, Zehong et al. · archived
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Individualized pattern recognition for detecting mind wandering from EEG during live lectures · 2019 · Dhindsa, Kiret et al. · archived
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Assessing driver cortical activity under varying levels of automation with functional near infrared spectroscopy ↗ · 2017 · Sibi, Srinath et al. · indexed
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The sensitivity of Galvanic Skin Response for assessing mental workload in Indonesia ↗ · 2017 · Widyanti, Ari et al. · indexed
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Sustained Attention Task (gradCPT) Dataset using simultaneous EEG-fMRI and DTI · 2026 · Cha, Younghwa et al. · archived
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Detecting fatigue in car drivers and aircraft pilots by using non-invasive measures: The value of differentiation of sleepiness and mental fatigue ↗ · 2020 · Hu, Xinyun et al. · indexed
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Two Different Populations within the Healthy Elderly: Lack of Conflict Detection in Those at Risk of Cognitive Decline · 2018 · Sánchez-Moguel, Sergio M. et al. · archived
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Brainwaves and higher-order thinking: An EEG study of cognitive engagement in mathematics tasks · 2025 · Mohamed, Norliza et al. · archived
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Examining the Utility of Blink Rate as a Proxy for Cognitive Load in Flight Simulation ↗ · 2024 · Ayala, Naila et al. · indexed
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Group analysis and classification of working memory task conditions using electroencephalogram cortical currents during an n-back task ↗ · 2023 · Yoshiiwa, Shinnosuke et al. · indexed
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Multivariate analysis reveals a generalizable human electrophysiological signature of working memory load ↗ · 2020 · Adam, Kirsten C.S. et al. · indexed
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Assessing Neural Compensation With Visuospatial Working Memory Load Using Near-Infrared Imaging ↗ · 2020 · Ung, Wei Chun et al. · indexed
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The Abbreviated Vigilance Task and Its Attentional Contributors ↗ · 2019 · Craig, Curtis M. et al. · indexed
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Mental Workload Classification Using Electrocardiogram Data ↗ · 2025 · Behradfar, Mohsen et al. · indexed
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Validation of an EEG-based Neurometric for online monitoring and detection of mental drowsiness while driving ↗ · 2022 · Ronca, Vincenzo et al. · indexed
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Mearsurment of functional near-infrared spectroscopy signals in distracted drivers v1 · 2017 · Xu, Gongcheng · archived
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Topographic map analysis for driver cognitive distraction ↗ · 2014 · Almahasneh, Hossam et al. · indexed
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Aperiodic EEG activity is a domain-specific marker of attentional aging in neurotypical adults · 2026 · Cazares, Christian et al. · archived
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Single-Channel Wearable EEG for Monitoring Mental Workload for Telerehabilitation Applications ↗ · 2025 · Rechichi, Irene et al. · indexed
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Prefrontal Correlates of Passengers’ Mental Activity Based on fNIRS for High-Level Automated Vehicles · 2024 · Zhang, Xiaofei et al. · archived
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High density optical neuroimaging predicts surgeons’s subjective experience and skill levels ↗ · 2021 · Keles, Hasan Onur et al. · indexed
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Decomposing alpha and 1/f brain activities reveals their differential associations with cognitive processing speed ↗ · 2020 · Ouyang, Guang et al. · indexed
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Alpha-Beta oscillations implement inhibition of the ventral attention network during an attention task ↗ · 2025 · Ferez, M. et al. · indexed
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EEG β oscillations in aberrant data perception under cognitive load modulation ↗ · 2024 · Yu, Haihong et al. · indexed
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Pupillometric and blink measures of diverse task loads: Implications for working memory models ↗ · 2022 · Chen, Siyuan et al. · indexed
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Executive and arousal vigilance decrement in the context of the attentional networks: The ANTI-Vea task ↗ · 2018 · Luna, Fernando Gabriel et al. · indexed
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Mental Workload Assessment using Low-Channel Prefrontal EEG Signals ↗ · 2023 · Beiramvand, Matin et al. · indexed
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Neuro-cognitive models of single-trial EEG measures describe latent effects of spatial attention during perceptual decision making · 2022 · Ghaderi-Kangavari, Amin et al. · archived
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Toward practical driving fatigue detection using three frontal EEG channels: a proof-of-concept study ↗ · 2021 · Liu, Xucheng et al. · indexed
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On the relevance of EEG resting theta activity for the neurophysiological dynamics underlying motor inhibitory control ↗ · 2019 · Pscherer, Charlotte et al. · indexed
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Prediction of Mind-Wandering with Electroencephalogram and Non-linear Regression Modeling · 2017 · Kawashima, Issaku et al. · archived
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Enhancing single-trial mental workload estimation through xDAWN spatial filtering ↗ · 2015 · Roy, Raphaelle N. et al. · indexed
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Multidomain EEG Representation Learning With Orthogonal Mapping and Attention-Based Fusion for Cognitive Load Classification ↗ · 2026 · Angkan, Prithila et al. · indexed
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EEG Insights into Visual Attention and Affective Prosody Processing in Children with Autism Spectrum Disorder: Examining the Theta/Alpha Ratio ↗ · 2025 · Ullah, Muhammad Zakir et al. · indexed
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Advancing Wearable BCI: Headphone EEG for Cognitive Load Detection in Lab and Field ↗ · 2025 · Knierim, Michael T. et al. · indexed
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Working memory load modulates oscillatory activity and the distribution of fast frequencies across frontal theta phase during working memory maintenance ↗ · 2021 · Fernández, Alba et al. · indexed
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Event-induced modulation of aperiodic background EEG: Attention-dependent and age-related shifts in E:I balance, and their consequences for behavior · 2023 · Kałamała, Patrycja et al. · archived
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Wearable Functional Near-Infrared Spectroscopy (fNIRS) Monitoring of Prefrontal Activation and Connectivity During Purpose-Driven Consumption ↗ · 2026 · Kim, Daeun et al. · indexed
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Pupillometry and the vigilance decrement: Task‐evoked but not baseline pupil measures reflect declining performance in visual vigilance tasks ↗ · 2022 · Martin, Joel T. et al. · indexed
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Wearable Technologies for Mental Workload, Stress, and Emotional State Assessment during Working-Like Tasks: A Comparison with Laboratory Technologies ↗ · 2021 · Giorgi, Andrea et al. · indexed
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Cognitive Stress Responses During an N-Back Task: Pupillary Dynamics and Salivary Alpha-Amylase Activity ↗ · 2026 · Kuroiwa, Toshihiko et al. · indexed
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EEG-based Mental Workload and Stress Recognition of Crew Members in Maritime Virtual Simulator: A Case Study ↗ · 2017 · Liu, Yisi et al. · indexed
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Simultaneous EEG-fMRI during a Working Memory Task: Modulations in Low and High Frequency Bands ↗ · 2010 · Michels, Lars et al. · indexed
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Preparatory activity of anterior insula predicts conflict errors: integrating convolutional neural networks and neural mass models · 2024 · Kaboodvand, Neda et al. · archived
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Cognitive flexibility and N2/P3 event-related brain potentials · 2020 · Kopp, Bruno et al. · archived
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Cognitive Analysis of Working Memory Load from Eeg, by a Deep Recurrent Neural Network ↗ · 2018 · Kuanar, Shiba et al. · indexed
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Modulation of Interbrain and Intrabrain Connectivity due to Social Presence and Task Difficulty: A Dual EEG/fNIRS Hyperscanning Study ↗ · 2025 · Usal, Kerem Alp et al. · indexed
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A framework to estimate cognitive load using physiological data ↗ · 2020 · Ahmad, Muneeb Imtiaz et al. · indexed
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EEG-based fuzzy cognitive load classification during logical analysis of program segments ↗ · 2013 · Chatterjee, Debatri et al. · indexed
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Examining the Convergent and Discriminant Validity of Visual and Mental Workload Using Ocular Activity Variables ↗ · 2010 · Jessee, Michael S. · indexed
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Resting EEG Periodic and Aperiodic Components Predict Cognitive Decline Over 10 Years ↗ · 2023 · Finley, Anna J. et al. · indexed
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Distinct neural markers for intentional and unintentional task unrelated thought · 2019 · Martel, Adrien et al. · archived
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A model for discrimination and prediction of mental workload of aircraft cockpit display interface ↗ · 2014 · Wei, Zongmin et al. · indexed
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EEG and fNIRS Analysis to Determine Acute Stress Resulting From Reaction Time Tests ↗ · 2023 · De La Cruz, Javier et al. · indexed
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Brain Network Reorganization in Response to Multilevel Mental Workload in Simulated Flight Tasks ↗ · 2025 · Wu, Kuijun et al. · indexed
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The Effects of Driving Environment on the Mental Workload of Train Drivers · 2013 · Abd Rahman, Nurul Izzah et al. · archived
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A method for cross-task mental workload classification based on brain connectivity ↗ · 2016 · Georgios, Dimitrakopoulos et al. · indexed
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Mental Workload Recognition by Combining Wavelet Packet Transform and Kernel Spectral Regression Techniques ↗ · 2016 · Wang, Yongcun et al. · indexed
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Cognitive loading via mental arithmetic modulates effects of blink‐related oscillations on precuneus and ventral attention network regions ↗ · 2018 · Liu, Careesa C. et al. · indexed
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Temporal Factors of EEG and Artificial Neural Network Classifiers of Mental Workload ↗ · 2012 · Penaranda, B. N. et al. · indexed
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Event-related components are structurally represented by intrinsic event-related potentials ↗ · 2021 · Tsai, Chong-Chih et al. · indexed
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40 Hz Audiovisual Stimulation Improves Sustained Attention and Related Brain Oscillations · 2025 · Attokaren, Matthew K. et al. · archived
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The Dynamic Properties of a Brain Network During Spatial Working Memory Tasks in College Students With ADHD Traits · 2020 · Jang, Kyoung-Mi et al. · archived
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Haemodynamic correlates of bilateral 6 Hz transcranial alternating current stimulation during working memory enhancement revealed by fNIRS ↗ · 2026 · Dong, Zhenghao et al. · indexed
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Cognitive load assessment through EEG: A dataset from arithmetic and Stroop tasks ↗ · 2025 · Nirabi, Ali et al. · indexed
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Causal evidence for increased theta and gamma phase consistency in a parieto-frontal network during the maintenance of visual attention ↗ · 2024 · Bradley, Claire et al. · indexed
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Task Complexity, Mind Wandering, and Workload in Drilling Monitoring: ERP and Time-Frequency EEG Insights ↗ · 2026 · Xiaoqin, Wang et al. · indexed
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Assessing Distinct Cognitive Workload Levels Associated with Unambiguous and Ambiguous Pronoun Resolutions in Human–Machine Interactions ↗ · 2022 · Zhao, Mengyuan et al. · indexed
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A cross-attention swin transformer network for EEG-based subject-independent cognitive load assessment ↗ · 2024 · Li, Zhongrui et al. · indexed
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Effects of emotional decorative pictures on cognitive load as assessed by pupil dilation and <scp>EEG</scp> frequency band power ↗ · 2023 · Scharinger, Christian · indexed
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Brain Electrical Activity Associated With Cognitive Processing During a Looking Version of the A‐Not‐B Task ↗ · 2001 · Bell, Martha Ann · indexed
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Multimodal exploration of non-motor neural functions in ALS patients using simultaneous EEG-fNIRS recording ↗ · 2019 · Borgheai, S B et al. · indexed
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EEG amplitude spectra before near threshold visual presentations differentially predict detection/omission and short–long reaction time outcomes ↗ · 2013 · Achim, André et al. · indexed
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Detection of cognitive load during computer-aided education using infrared sensors ↗ · 2025 · Karmakar, Subashis et al. · indexed
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Cue Utilization Predicts Resource Allocation during Rail Control Simulations: A NIRS Study ↗ · 2018 · Sturman, Daniel et al. · indexed
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The effect of acute exercise on attentional control and theta power in young adults ↗ · 2023 · Griggs, Mark A. et al. · indexed
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Near-infrared spectroscopy (NIRS)-based eyes-closed brain-computer interface (BCI) using prefrontal cortex activation due to mental arithmetic ↗ · 2016 · Shin, Jaeyoung et al. · indexed
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The neurophysiological effects of distraction on sustained attention ↗ · 2016 · Hongfei Ji et al. · indexed
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The Effect of EEG Segment's Length on Mental Workload Detection ↗ · 2024 · MAAROUF, Khalil et al. · indexed
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Beyond Peaks and Troughs: Multiplexed Performance Monitoring Signals in the EEG ↗ · 2024 · Ullsperger, Markus · indexed
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Neural similarity across task load relates to cognitive reserve and brain maintenance measures on the Letter Sternberg task: A longitudinal study. ↗ · 2022 · Argiris, Georgette et al. · indexed
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Visual Attention Recognition Based on Nonlinear Dynamical Parameters of EEG ↗ · 2014 · Ke, Yufeng et al. · indexed
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Age-related neural inefficiency: fNIRS evidence of prefrontal hyperactivation during emotional response inhibition ↗ · 2026 · Lin, Gong-Hong et al. · indexed
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Spatial-temporal-spectral EEG patterns of BOLD functional network connectivity dynamics ↗ · 2018 · Lamoš, Martin et al. · indexed
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Effects of Distracting Task with Different Mental Workload on Steady-State Visual Evoked Potential Based Brain Computer Interfaces—an Offline Study ↗ · 2018 · Zhao, Yawei et al. · indexed
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Probing the neural basis of visual working memory: A validation study using fMRI and fNIRS ↗ · 2014 · Wijeakumar, S. et al. · indexed
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Individualized Prediction of Sustained Attention Based on Task-state fMRI during PVT ↗ · 2025 · Wang, Sujie et al. · indexed
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Dynamics of alpha suppression index both modality specific and general attention processes · 2023 · Clements, Grace M. et al. · archived
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Few-Shot Cross-Subject EEG Cognitive Load Assessment Based on Global Cross-Attention Domain Adaptation ↗ · 2026 · Cai, Ruihan et al. · indexed
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Development of a Neuroergonomic Assessment for the Evaluation of Mental Workload in an Industrial Human–Robot Interaction Assembly Task: A Comparative Case Study ↗ · 2023 · Caiazzo, Carlo et al. · indexed
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The Cognitive Load Evaluation Based on EEG with K-Nearest Neighbor Algorithm ↗ · 2021 · Cheng, Jui-Chuan et al. · indexed
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Effects of Frontoparietal Theta tACS on Verbal Working Memory: Behavioral and Neurophysiological Analysis ↗ · 2021 · Hu, Zhenhong et al. · indexed
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Magnetic stimulation at acupoints relieves mental fatigue: An Event Related Potential (P300) study ↗ · 2017 · Yang, Shuo et al. · indexed
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Exploring the association between EEG microstates during resting-state and error-related activity in young children ↗ · 2023 · Bagdasarov, Armen et al. · indexed
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Mental Workload Classification Using a Hybrid Model Based on EEG Brain Connectivity and Graph Convolutional Attention Networks ↗ · 2026 · Safari, Mohammadreza et al. · indexed
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Methylphenidate‐mediated reduction in prefrontal hemodynamic responses to working memory task: a functional near‐infrared spectroscopy study ↗ · 2012 · Ramasubbu, Rajamannar et al. · indexed
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40 Hz audiovisual stimulation improves sustained attention and related brain oscillations · 2026 · Attokaren, Matthew K. et al. · archived
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Phasic modulation of visual representations during sustained attention · 2020 · van Es, Mats W.J. et al. · archived
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Cognitive Load Changes during Music Listening and its Implication in Earcon Design in Public Environments: An fNIRS Study ↗ · 2018 · Jeong, Eunju et al. · indexed
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Dual-Task Performance and Prefrontal Cortex Hemodynamic Responses: A Pilot Study on Cognitive Load in Amateur Football Players ↗ · 2025 · Nalçacıgil, Tuğba et al. · indexed
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Relationship between Spatiotemporal Dynamics of the Brain at Rest and Self-Reported Spontaneous Thoughts: An EEG Microstate Approach · 2021 · Tarailis, Povilas et al. · archived
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Real-World fNIRS Brain Activity Measurements during Ashtanga Vinyasa Yoga ↗ · 2021 · Dybvik, Henrikke et al. · indexed
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Gaussian Process Regression for Predictive But Interpretable Machine Learning Models: An Example of Predicting Mental Workload across Tasks ↗ · 2017 · Caywood, Matthew S. et al. · indexed
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EEG time-frequency dynamics of early cognitive control development ↗ · 2025 · Morales, Santiago et al. · indexed
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Spatiotemporal Dynamics of High-Gamma Activities during a 3-Stimulus Visual Oddball Task · 2013 · Akimoto, Yoritaka et al. · archived
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The Electroencephalographic Response during a Driving Process: Normal Driving, Turning and Collision ↗ · 2013 · Sun, Ye et al. · indexed
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EEG‐neurofeedback and executive function enhancement in healthy adults: A systematic review · 2021 · Viviani, Giada et al. · archived
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Individual-Specific Classification of Mental Workload Levels Via an Ensemble Heterogeneous Extreme Learning Machine for EEG Modeling ↗ · 2019 · Tao, Jiadong et al. · indexed
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Effects of motor activity versus cognitive demand on asymmetries in EEG frequency bands and their relation to handedness ↗ · 2026 · Mundorf, Annakarina et al. · indexed
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Validation of Neuphony 8-channel EEG flex cap: a comparative study with BioSemi 64-channel EEG system ↗ · 2026 · Rani, Ankita et al. · indexed
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Validation of a mobile fNIRS device for measuring working memory load in the prefrontal cortex ↗ · 2024 · Boere, Katherine et al. · indexed
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Mechanisms of taVNS-induced working memory enhancement: a multimodal fNIRS–HRV–MEP study ↗ · 2026 · Wang, Menghuan et al. · indexed
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Inference of Cognitive Load When Understanding Mechanical Drawings by Electroencephalography for Skill Acquisition Interviews ↗ · 2025 · Sairenchi, Hideto et al. · indexed
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Analysis of longitudinal driving behaviors during car following situation by the driver's EEG using PARAFAC · 2013 · Ikenishi, Toshihito et al. · archived
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Prestimulus Oscillations in the Alpha Band of the EEG Are Modulated by the Difficulty of Feature Discrimination and Predict Activation of a Sensory Discrimination Process ↗ · 2014 · Roberts, Daniel M. et al. · indexed
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Prediction of Cognitive Load from Electroencephalography Signals Using Long Short-Term Memory Network ↗ · 2023 · Yoo, Gilsang et al. · indexed
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Neurophysiological insights into sequential decision-making: exploring the secretary problem through ERPs and TBR dynamics · 2024 · Mizrahi, Dor et al. · archived
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Multimodal Learnability Assessment of a Touch-based Large Area Display with Eye Tracking and Optical Brain Imaging · 2023 · Çigdem Şahin, Ezgi et al. · archived
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Design of a low cost EEG sensor for the measurement of stress-related brain activity during driving ↗ · 2021 · Affanni, Antonio et al. · indexed
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Brain Network–Informed Optimization of Individualized tACS Targets for Working Memory Modulation ↗ · 2026 · Ding, Weiwei et al. · indexed
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Exploring Gamma-Band Filtered Features and Machine Learning for Resource-Efficient Multi-Level Cognitive Load Classification Using EEG ↗ · 2026 · Rasel, Nur Md Atiquzzaman et al. · indexed
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Effects of the Automatic Self-Transcending Meditation on cognition and mental states in the EEG, skin conductance and behavioral performance: a pilot study ↗ · 2022 · Galdino, Lucas et al. · indexed
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Evaluating Cognitive Function and Brain Activity Patterns via BolT in N-Back Working Memory Tasks ↗ · 2024 · Zhang, Zhenming et al. · indexed
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Event-Related Desynchronization of Frontal-Midline Theta Rhythm during Preconscious Auditory Oddball Processing ↗ · 2007 · Kawamata, Masaru et al. · indexed
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Decoding P300 as a shared neural mechanism for oddball target detection and working memory updating ↗ · 2026 · Yang, Weixing et al. · indexed
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Continuous table tennis is associated with processing in frontal brain areas: an EEG approach ↗ · 2022 · Visser, Anton et al. · indexed
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A Theory-Driven Prefrontal Cortex ROI Library for Applied fNIRS: Confirmatory Functional Connectivity Evidence from NIRSIT Lite ↗ · 2026 · Rotgans, Jerome I. · indexed
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Frontal Theta Oscillations in Perceptual Decision-Making Reflect Cognitive Control and Confidence ↗ · 2026 · Parajuli, Rashmi et al. · indexed
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Intrinsic Connectivity Networks, Alpha Oscillations, and Tonic Alertness: A Simultaneous Electroencephalography/Functional Magnetic Resonance Imaging Study ↗ · 2010 · Sadaghiani, Sepideh et al. · indexed
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Cognitive load gating system in motor imagery BCIs: a dual-task EEG study with differential entropy-based reliability estimation ↗ · 2026 · Haridharan, Hamrita et al. · indexed
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The EEG spectral properties of meditation and mind wandering differ between experienced meditators and novices · 2021 · Rodriguez-Larios, Julio et al. · archived
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Neuroergonomic evolution of cognitive dysfunction after concussion during driving tasks: An fNIRS Study ↗ · 2018 · Jain, Divya et al. · indexed
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Human Theta and Alpha EEG Oscillations Estimate the Delight and Satisfaction under Improvements of Driving Skills · 2009 · KAWASAKI, Masahiro et al. · archived
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EEG evidences of emotional working memory deficits in test anxiety individuals across cognitive load conditions ↗ · 2026 · Sun, Jiali et al. · indexed
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Nature imagery's influence on ERN amplitude: an examination of Attention Restoration Theory using EEG · 2025 · Strayer, David L. · archived
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Improving EEG-Based Cross-Subject Mental Workload Classification Performance with Euclidean-Aligned Periodic and Aperiodic Features ↗ · 2024 · Wang, Tao et al. · indexed
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Misleading Robot Signals in a Classification Task Induce Cognitive Load as Measured by Theta Synchronization Between Frontal and Temporo-parietal Brain Regions ↗ · 2022 · Abubshait, Abdulaziz et al. · indexed
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Multi-Level EEG Signal Analysis for Mental Workload Classification using Hybrid CNN-Transformer-BiLSTM Model ↗ · 2026 · Penumaka, Sai Meghana et al. · indexed
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Functional Graph Image Representation applied to EEG-based Mental Workload Classification · 2024 · Sarkis, Maria et al. · archived
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Brain Activity-Based Metrics for Assessing Learning States in VR under Stress among Firefighters: An Explorative Machine Learning Approach in Neuroergonomics ↗ · 2021 · Abujelala, Maher et al. · indexed
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Deep Learning Based EEG Based Mental Workload Detection with Discrete Wavelet Transform and Welch’s Power Spectral Density ↗ · 2025 · Sharma, Shraddha Jain et al. · indexed
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Mobile EEG for Neurourbanism Research - What Could Possibly Go Wrong? A Critical Review with Guidelines · 2024 · Gramann, Klaus · archived
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Individual differences in working memory and the peak alpha frequency shift on magnetoencephalography ↗ · 1999 · Osaka, Mariko et al. · indexed
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Capturing cognitive events embedded in the real-world using mobile EEG and Eye-Tracking ↗ · 2021 · Ladouce, Simon et al. · indexed
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Mental Workload Classification Method Based on EEG Independent Component Features ↗ · 2020 · Qu, Hongquan et al. · indexed
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Temporally distinct oscillatory codes of retention and manipulation of verbal working memory ↗ · 2021 · Pavlov, Yuri G. et al. · indexed
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Fronto-Central Changes in Multiple Frequency Bands in Active Tactile Width Discrimination Task ↗ · 2024 · Ramos, Tiago et al. · indexed
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Midfrontal theta phase coordinates behaviorally relevant brain computations during cognitive control ↗ · 2020 · Duprez, Joan et al. · indexed
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Dissociating Contributions of Theta and Alpha Oscillations from Aperiodic Neural Activity in Human Visual Working Memory ↗ · 2024 · van Engen, Quirine et al. · indexed
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Comparing resting state and task-based EEG using machine learning to predict vulnerability to depression in a non-clinical population · 2023 · Kaushik, Pallavi et al. · archived
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Resting Parietal Electroencephalogram Asymmetries and Self-Reported Attentional Control ↗ · 2013 · Alfonso, Morillas-Romero et al. · indexed
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Auditory Cognitive Impairment Reflects Source Localization of the P300 ERP Component in MBI Patients: The sLORETA Investigation · 2025 · Reza, Mohammed Faruque et al. · archived
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NeuroPhysio: Explainable EEG-Based AI for Affective and Cognitive Load Recognition in Digital Health-Integrated Learning Systems ↗ · 2026 · Reddy, Ambati Rami et al. · indexed
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The P300 as a Marker of Waning Attention and Error Propensity ↗ · 2007 · Datta, Avijit et al. · indexed
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EEG alpha and pupil diameter reflect endogenous auditory attention switching and listening effort ↗ · 2022 · Haro, Stephanie et al. · indexed
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Monitoring visual sustained attention with a low-cost EEG headset ↗ · 2017 · Mheich, Ahmad et al. · indexed
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Detection of hypofrontality in drivers with Alzheimer's disease by near-infrared spectroscopy ↗ · 2009 · Tomioka, Hiroi et al. · indexed
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Mental Workload Classification From Spatial Representation of FNIRS Recordings Using Convolutional Neural Networks ↗ · 2019 · Saadati, Marjan et al. · indexed
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Validating conceptions on the role of theta and alpha band activity during the management perception-action associations through EEG-tensor decomposition ↗ · 2025 · Gholamipourbarogh, Negin et al. · indexed
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Adaptative computerized cognitive training decreases mental workload during working memory precision task - A preliminary fNIRS study ↗ · 2024 · Landowska, Aleksandra et al. · indexed
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Do children with ADHD and/or PDD-NOS differ in reactivity of alpha/theta ERD/ERS to manipulations of cognitive load and stimulus relevance? ↗ · 2009 · Gomarus, H. Karin et al. · indexed
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Lateralized power spectra of the EEG as an index of visuospatial attention ↗ · 2013 · van der Lubbe, Rob et al. · indexed
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Exploratory fNIRS Study of Prefrontal Activation in Drug-Naïve ADHD Across Developmental Stages ↗ · 2026 · Lee, S. et al. · indexed
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A Machine Learning Approach in EEG-Based Assessment of Cognitive Load by Mental Arithmetic Tasks ↗ · 2025 · Nguyen, Phuc Khang et al. · indexed
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Effects of a Biocybernetic System on Vigilance Performance ↗ · 2002 · Mikulka, Peter J. et al. · indexed
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Sustained attention task-related changes of functional connectivity in children with ADHD ↗ · 2022 · Coelli, Stefania et al. · indexed
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Acute effects of aerobic exercise on response variability and neuroelectric indices during a serial n-back task ↗ · 2020 · Kao, Shih-Chun et al. · indexed
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Distinct Frontoparietal Networks Underlying Attentional Effort and Cognitive Control ↗ · 2017 · Berry, Anne S. et al. · indexed
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Misleading robot signals in a classification task induce cognitive load as measured by theta synchronization between frontal and temporo-parietal brain regions ↗ · 2023 · Abubshait, Abdulaziz et al. · indexed
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Influence of perceptual load on attentional orienting in post-stroke fatigue: a study of auditory evoked potentials · 2022 · De Doncker, William et al. · archived
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Sustained frontal midline theta enhancements during effortful listening track working memory demands ↗ · 2018 · Wisniewski, Matthew G. et al. · indexed
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Neural mechanisms for the attention-mediated propagation of conceptual information in the human brain · 2025 · Acunzo, David et al. · archived
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Dimensions of anxiety and depression and neurophysiological indicators of error-monitoring: Relationship with delta and theta oscillatory power and error-related negativity amplitude ↗ · 2019 · Muir, Alexandra M. et al. · indexed
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Identifying english proficiency by frontal theta activity during english learning ↗ · 2025 · Emsawas, Taweesak et al. · indexed
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Editorial: Effect of neurophysiological conditions and mental workload on physical and cognitive performances: a multidimensional perspective ↗ · 2023 · Perpetuini, David et al. · indexed
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Frontal midline theta rhythm and gamma power changes during focused attention on mental calculation: an MEG beamformer analysis ↗ · 2014 · Ishii, Ryouhei et al. · indexed
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Temporal Haemodynamic Measures of Mood and Work Load Effects on Working Memory Performance ↗ · 2018 · Feng, Ying Xing et al. · indexed
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The feasibility of using pupillometry to measure cognitive effort in aphasia: Evidence from a working memory span task ↗ · 2015 · Esther, Kim et al. · indexed
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Independent modulators mediate spectra of multiple brain processes in a VR-based driving experiment ↗ · 2009 · Chuang, Shang-Wen et al. · indexed
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Attention in laboratory tasks versus naturalistic learning contexts: Heterogeneity in measurement and mechanisms ↗ · 2026 · Chang, Fang Yu et al. · indexed
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Detecting Changes in Cognitive Load Through Audified EEG ↗ · 2021 · Spender, Roderick et al. · indexed
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Electrophysiological correlates of spontaneous mind wandering in attention-deficit/hyperactivity disorder ↗ · 2020 · Bozhilova, Natali et al. · indexed
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Suboptimal Engagement of High-Level Cortical Regions Predicts Random-Noise-Related Gains in Sustained Attention ↗ · 2019 · Harty, Siobhán et al. · indexed
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Classification of sustained attention level based on morphological features of EEG's independent components ↗ · 2009 · Ghassemi, Farnaz et al. · indexed
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Development of EEG alpha and theta oscillations in the maintenance stage of working memory ↗ · 2024 · Huo, Shuting et al. · indexed
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BCI-Based Cross-Dataset Mental Workload Assessment: Integrating Transfer Learning with XAI for EEG-Based Analysis ↗ · 2025 · Chaturvedi, Sushil et al. · indexed
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Analysis of effect of Meditation on Cognitive Load using Higher Order Crossing Features ↗ · 2017 · Jadhav, N. et al. · indexed
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Single-trial EEG Power and Phase Dynamics Associated with Voluntary Response Inhibition ↗ · 2010 · Yamanaka, Kentaro et al. · indexed
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The relationship between muscle strength and working memory in older adults: fNIRS-based evidence ↗ · 2026 · Meng, Xiangbo et al. · indexed
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A Common Neural Network for Cognitive Reserve in Verbal and Object Working Memory in Young but not Old · 2007 · Stern, Yaakov et al. · archived
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Multimodal MBC-ATT: cross-modality attentional fusion of EEG-fNIRS for cognitive state decoding ↗ · 2025 · Li, Yu et al. · indexed
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Knowledge representation learning with EEG-based engagement and cognitive load as mediators of performance ↗ · 2024 · Sun, Yuzhi et al. · indexed
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High gamma activity distinguishes frontal cognitive control regions from adjacent cortical networks ↗ · 2023 · Assem, Moataz et al. · indexed
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Source localization in alcoholic and control subjects to estimate cognitive load using EEG signal ↗ · 2015 · Sweeti et al. · indexed
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Revealing the 'Invisible Gorilla' in Construction: Assessing Mental Workload through Time-Frequency Analysis ↗ · 2015 · Chen, Jiayu et al. · indexed
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The moving wave: Applications of the mobile <scp>EEG</scp> approach to study human attention ↗ · 2024 · Mathewson, Kyle E. et al. · indexed
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Validating the reproducibility of a low-cost single-channel fNIRS device across hierarchical cognitive tasks ↗ · 2024 · Xu, Shiyang et al. · indexed
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Default mode network aberrance in subjects of alcohol and opioid use disorders during working memory task: An exploratory EEG microstates study ↗ · 2024 · Dastidar, Shaon Ghosh et al. · indexed
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Neural mechanisms of the relationship between aerobic fitness and working memory in older adults: An fNIRS study ↗ · 2024 · Hyodo, Kazuki et al. · indexed
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EPECT: An Eigenvalue-Guided Positional Encoding Classification Transformer for Cross-Subject EEG-fNIRS Decoding ↗ · 2026 · Bunterngchit, Chayut et al. · indexed
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Acute effects of methadone on neural oscillations: an EEG study of theta, alpha, beta power, and frontal alpha asymmetry in opioid rehabilitation patients · 2025 · Nadiya, Ulfah et al. · archived
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Impact of concurrent task performance on transcranial direct current stimulation (tDCS)-Induced changes in cortical physiology and working memory ↗ · 2019 · Hill, Aron T. et al. · indexed
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The Theta Paradox – Delayed Reduction of Frontal Midline Theta Following Downregulation Neurofeedback Training ↗ · 2026 · Kanatschnig, Thomas et al. · indexed
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Enhanced Cognitive Load Detection Through Cissa and Binary Harris Hawks Optimization of EEG Features ↗ · 2025 · Tharani, P. et al. · indexed
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The strength of anticipated distractors shapes EEG alpha and theta oscillations in a Working Memory task ↗ · 2024 · Magosso, Elisa et al. · indexed
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Default Mode and Dorsal Attention Network functional connectivity associated with alpha and beta peak frequency in individuals ↗ · 2023 · Tripathi, Vaibhav et al. · indexed
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EEG-based upper alpha neurofeedback training improves working memory performance · 2011 · Escolano, Carlos et al. · archived
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Identification of human mental workload levels in a language comprehension task with imbalance neurophysiological data ↗ · 2022 · Wang, Guangying et al. · indexed
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Predicting Operator Situation Awareness in Nuclear Power Plant Operations Using Multimodal Physiological Time-Series ↗ · 2026 · Chen, Shuai et al. · indexed
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EXPLORING THE COGNITIVE LEARNING PROCESS BY MEASURING COGNITIVE LOAD AND EMOTIONAL STATES ↗ · 2019 · Afroz, Sharmin et al. · indexed
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Prediction of cognitive conflict during unexpected robot behavior under different mental workload conditions in a physical human–robot collaboration ↗ · 2024 · John, Alka Rachel et al. · indexed
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Improving the benefit of processed EEG monitors: it’s not about the car but the driver · 2023 · Introna, Michele et al. · archived
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Nonlinear EEG signatures of mind wandering during breath focus meditation · 2022 · Lu, Yiqing et al. · archived
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Classification of load in visual working memory using single-trial EEG data ↗ · 2019 · Adam, Kirsten et al. · indexed
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The <i>n</i>‐back as a dual‐task: P300 morphology under divided attention ↗ · 2001 · Watter, Scott et al. · indexed
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Event-related potentials associated with Attention Network Test ↗ · 2010 · Neuhaus, Andres H. et al. · indexed
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Same Behavior, Different Brain:,A Triangulated Neurocognitive Re-evaluation of Task Engagement in TBLT ↗ · 2026 · Suzuki, Yuichiw et al. · indexed
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Steady-State Visually Evoked Potential topography associated with a visual vigilance task ↗ · 1990 · Silberstein, Richard B. et al. · indexed
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Immersion in nature enhances neural indices of executive attention · 2024 · Strayer, David L. · archived
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Within-individual BOLD signal variability in the N-back task and its associations with vigilance and working memory ↗ · 2022 · Steinberg, Stephanie N. et al. · indexed
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A systematic review of physical activity and cardiorespiratory fitness on P3b ↗ · 2019 · Kao, Shih‐Chun et al. · indexed
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EEG alpha-theta dynamics during mind wandering in the context of breath focus meditation: an experience sampling approach with novice meditation practitioners ↗ · 2020 · Rodriguez-Larios, Julio et al. · indexed
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Oscillatory alpha and aperiodic neural correlates of visual working memory and attention ↗ · 2026 · Erickson, Molly A et al. · indexed
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Evaluating the mobile MUSE EEG headband for studying resting state EEG and event-related potentials. ↗ · 2023 · Godde, Ben · indexed
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Target‐related parietal P3 and medial frontal theta index the genetic risk for problematic substance use ↗ · 2019 · Harper, Jeremy et al. · indexed
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Influence of working memory overload on emotional processing and recognition memory: An fNIRS study · 2025 · Moya, Cristina et al. · archived
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Acute resistance exercise load modulates brain haemodynamics, working memory, and inhibitory performance ↗ · 2026 · Martins, Ricardo et al. · indexed
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Fronto-parietal EEG coherence in theta and upper alpha reflect central executive functions of working memory ↗ · 2005 · SAUSENG, P et al. · indexed
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Adaptive and warning displays with Brain-Computer Interfaces: Enhanced visuospatial attention performance ↗ · 2013 · Trachel, Romain et al. · indexed
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Different activation patterns for working memory load and visual attention load ↗ · 2007 · Tomasi, D. et al. · indexed
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Differential P300 Signatures of Executive Dysfunction in Attention- Deficit/Hyperactivity Disorder and Borderline Intellectual Functioning · 2026 · Abanoz, Elif et al. · archived
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Catecholaminergic Modulation of Metacontrol Is Reflected by Changes in Aperiodic EEG Activity ↗ · 2024 · Gao, Yang et al. · indexed
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Cognitive Mode Detectable with Task-Based fMRI: Auditory Attention for Response (AAR) ↗ · 2024 · Jian, Lujia et al. · indexed
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Age-Related Differences in Resting-State EEG and Allocentric Spatial Working Memory Performance ↗ · 2021 · Jabès, Adeline et al. · indexed
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Transcranial Alternating Current Stimulation at the Individual Alpha Frequency Shows Potential Value in Improving Working Memory in Healthy Participants ↗ · 2026 · Wang, Zhiqiang et al. · indexed
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Integrating Human Factors and Neuroscience Research Through Neurophysiological Metrics Across Transport Modes ↗ · 2025 · Brambati, François et al. · indexed
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Frontal Alpha Oscillations and Attentional Control: A Virtual Reality Neurofeedback Study ↗ · 2018 · Berger, Anna M. et al. · indexed
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An exploratory study of the effects of spatial working-memory load on prefrontal activation in low- and high-performing elderly ↗ · 2014 · Vermeij, Anouk et al. · indexed
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Investigating the relationship between resting-state EEG microstates and executive functions: A null finding ↗ · 2024 · Chenot, Quentin et al. · indexed
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Visual Selective Attention P300 Source in Frontal-Parietal Lobe: ERP and fMRI Study ↗ · 2022 · Zhang, Qiuzhu et al. · indexed
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K-means clustering for unsupervised participant grouping from fNIRS brain signal in working memory task ↗ · 2021 · Saikia, Manob Jyoti et al. · indexed
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Effects of ASMR on mental fatigue recovery revealed by EEG power and brain network analysis · 2025 · Si, Yueguang et al. · archived
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Cross-session Classification of Mental Workload Levels using Recurrent Neural Networks ↗ · 2022 · Vishnu, KN et al. · indexed
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Causality-Inspired Domain Generalization Network for EEG-Based Mental Workload Classification ↗ · 2025 · Wang, Kangning et al. · indexed
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EEG Based Functional Brain Network Analysis and Classification of Dyslexic Children During Sustained Attention Task · 2023 · Seshadri, N. P. Guhan et al. · archived
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Dimensions of anxiety and depression and neurophysiological indicators of error‐monitoring: Relationship with delta and theta oscillatory power and error‐related negativity amplitude ↗ · 2020 · Muir, Alexandra M. et al. · indexed
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Load effects on spatial working memory performance are linked to distributed alpha and beta oscillations ↗ · 2019 · Proskovec, Amy L. et al. · indexed
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EEG Alpha Power and Pupil Diameter Reflect Endogenous Auditory Attention Switching and Listening Effort · 2021 · Haro, Stephanie et al. · archived
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Negative emotion modulates prefrontal cortex activity during a working memory task: a NIRS study ↗ · 2014 · Ozawa, Sachiyo et al. · indexed
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Relationship of prefrontal cortex activity with anhedonia and cognitive function in major depressive disorder: an fNIRS study · 2024 · Fan, Huanhuan et al. · archived
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Neurophysiological Measures of Proactive and Reactive Control in Negative Template Use ↗ · 2023 · Chidharom, Matthieu et al. · indexed
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Acute exercise has a general facilitative effect on cognitive function: A combined ERP temporal dynamics and BDNF study ↗ · 2016 · Chang, Yu‐Kai et al. · indexed
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Frontal Theta Oscillations in Perceptual Decision-Making Reflect Cognitive Control and Confidence ↗ · 2025 · Parajuli, Rashmi et al. · indexed
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Enhanced Cognitive Load Detection in Air Traffic Control Operators Using EEG and a Hybrid Deep Learning Approach ↗ · 2025 · Zhou, Yueying et al. · indexed
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Visual Working Memory Load-Related Changes in Neural Activity and Functional Connectivity ↗ · 2011 · Li, Ling et al. · indexed
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ERP indicators of disturbed attention in mild closed head injury: A frontal lobe syndrome? ↗ · 1999 · Solbakk, Anne‐Kristin et al. · indexed
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Attenuated Task-Related Changes of Heart-Brain Coupling During Cognitive Load in Post-Stroke Cognitive Impairment: An EEG–ECG Maximal Information Coefficient Study ↗ · 2026 · Dong, Hanrui et al. · indexed
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Characteristics of continuous attention to visual and auditory channels of children aged 12-14 years: An ERP study · 2022 · Yu, Bingbing et al. · archived
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Peak Frequency in the Theta and Alpha Bands Correlates with Human Working Memory Capacity ↗ · 2010 · Moran, Rosalyn J. et al. · indexed
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Enhancing dual-task performance with verbal and spatial working memory training: Continuous monitoring of cerebral hemodynamics with NIRS ↗ · 2014 · McKendrick, Ryan et al. · indexed
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A Single Session of SMR-Neurofeedback Training Improves Selective Attention Emerging from a Dynamic Structuring of Brain–Heart Interplay · 2022 · Bouny, Pierre et al. · archived
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Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment · 2019 · Albuquerque, Isabela et al. · archived
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The Role of EEG Signals: SVM Classification of Cognitive Load as a Support for UX Evaluation · 2023 · Iksan, Ennu Intan et al. · archived
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Electroencephalogram-based cognitive load level classification using wavelet decomposition and support vector machine ↗ · 2022 · Khanam, Farzana et al. · indexed
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Simultaneous Classification of Both Mental Workload and Stress Level Suitable for an Online Passive Brain–Computer Interface ↗ · 2022 · Bagheri, Mahsa et al. · indexed
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Electroencephalogram (EEG) Alpha Power as a Marker of Visuospatial Attention Orienting and Suppression in Normoxia and Hypoxia. An Exploratory Study ↗ · 2020 · Zani, Alberto et al. · indexed
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Statistical parametric network analysis of functional connectivity dynamics during a working memory task ↗ · 2010 · Ginestet, Cedric E. et al. · indexed
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Influences of cognitive load on sensorimotor contributions to working memory: An EEG investigation of mu rhythm activity during speech discrimination ↗ · 2019 · Jenson, David et al. · indexed
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A natural boost to cognitive control? Two pilot studies on nature exposure as a potential modulator of the anterior N2 component and midline frontal theta ↗ · 2026 · Lotemplio, S. et al. · indexed
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Rapid Mental Workload Detection of Air Traffic Controllers with Three EEG Sensors ↗ · 2024 · Li, Hui et al. · indexed
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EEG Oscillatory Dynamics During Real-World Goal-Oriented Praxis Actions (GOPAs) ↗ · 2026 · Balconi, Michela et al. · indexed
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Working Memory Load-Dependent Cortical Mechanism of Distraction Analgesia in Healthy Individuals: An fNIRS Study ↗ · 2025 · Du, Rongwei et al. · indexed
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Issues and assumptions on the road from raw signals to metrics of frontal EEG asymmetry in emotion ↗ · 2004 · Allen, John J.B. et al. · indexed
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Electrophysiological correlates of improved executive function following EEG neurofeedback in adult attention deficit hyperactivity disorder ↗ · 2021 · Deiber, Marie-Pierre et al. · indexed
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Frontal theta is a signature of successful working memory manipulation ↗ · 2012 · Itthipuripat, Sirawaj et al. · indexed
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AttentivU: An EEG-Based Closed-Loop Biofeedback System for Real-Time Monitoring and Improvement of Engagement for Personalized Learning · 2019 · Kosmyna, Nataliya et al. · archived
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Neural network communication facilitates verbal working memory ↗ · 2018 · Kustermann, Thomas et al. · indexed
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Physiological Aging Influence on Brain Hemodynamic Activity during Task-Switching: A fNIRS Study ↗ · 2018 · Vasta, Roberta et al. · indexed
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Opposing neural processing modes alternate rhythmically during sustained auditory attention · 2024 · Kasten, Florian H. et al. · archived
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Decoding Study-Independent Mind-Wandering from EEG using Convolutional Neural Networks · 2020 · Jin, Christina Yi et al. · archived
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Power Spectrum Analysis of EEG Signals for Estimating Visual Attention ↗ · 2012 · KumarAhirwal, Mitul et al. · indexed
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Mobile EEG in Education & Language Learning: A Scoping Review · 2025 · Yang, Jincai et al. · archived
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Mental Workload Classification Method Based on EEG Cross-Session Subspace Alignment ↗ · 2022 · Qu, Hongquan et al. · indexed
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Frontal theta-gamma ratio is a sensitive index of concussion history in athletes on tasks of visuo-motor control ↗ · 2019 · Poltavski, Dmitri et al. · indexed
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Prefrontal cortex activation and hemispheric lateralization during working memory load processing in individuals with aphasia: an fNIRS study ↗ · 2025 · Mohapatra, Bijoyaa et al. · indexed
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Using Semi-Supervised Domain Adaptation to Enhance EEG-Based Cross-Task Mental Workload Classification Performance ↗ · 2024 · Wang, Tao et al. · indexed
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Stimuli, presentation modality, and load‐specific brain activity patterns during n‐back task ↗ · 2019 · Mencarelli, Lucia et al. · indexed
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Mind wandering state detection during video-based learning via EEG ↗ · 2023 · Tang, Shaohua et al. · indexed
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EEG based Mental Workload Assessment via a Hybrid Classifier of Extreme Learning Machine and Support Vector Machine ↗ · 2019 · Gu, Hao et al. · indexed
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EEG power spectrum during N-back task training in obese patient ↗ · 2017 · Khoonsinthaweekul, Teerawat et al. · indexed
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Decoding auditory working memory load from EEG alpha oscillations ↗ · 2025 · Yuan, Yichen et al. · indexed
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The Analysis of the Cognitive Function Parameters in Exposure to Noise Using Emotiv-EPOC Electroencephalography Headset ↗ · 2023 · Mohebian, Zohreh et al. · indexed
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Repeated Transcranial Photobiomodulation with Light Emitting Diodes Improves Psychomotor Vigilance and EEG Networks of the Human Brain ↗ · 2023 · Chaudhari, Akhil et al. · indexed
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Parietal alpha stimulation causally enhances attentional information coding in evoked and oscillatory activity · 2023 · Lu, Runhao et al. · archived
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Investigating the Single Trial Detectability of Cognitive Face Processing by a Passive Brain-Computer Interface · 2022 · Pham Xuan, Rebecca et al. · archived
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Low-frequency oscillation amplitude elevation of prefrontal cerebral hemodynamics with driving duration during prolonged driving test ↗ · 2018 · Li, Ting et al. · indexed
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Relevance of EEG alpha and theta oscillations during task switching ↗ · 2005 · Sauseng, P. et al. · indexed
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Brain signatures of catastrophic events: Emotion, salience, and cognitive control · 2024 · Laura Mas‐Cuesta et al. · archived
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Oscillatory and gaze signatures of socio-emotional speech processing, visuo-spatial cognition, and their interaction in a near-realistic dual-task MEG study ↗ · 2026 · Lingelbach, Katharina et al. · indexed
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Effects of Neurofeedback on the Working Memory of Children with Learning Disorders—An EEG Power-Spectrum Analysis ↗ · 2021 · Martínez-Briones, Benito J. et al. · indexed
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Interhemispheric fronto-parietal EEG alpha phase synchronization reflects inhibitory control during the Stroop task ↗ · 2026 · Yun, Sangbin et al. · indexed
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Enhancing Cognitive Workload Classification Using Integrated LSTM Layers and CNNs for fNIRS Data Analysis ↗ · 2025 · Khan, Mehshan Ahmed et al. · indexed
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Modulation of Inter- and Intra-brain Connectivity due to Social Presence and Task Difficulty: A dual EEG/fNIRS Hyperscanning Study ↗ · 2024 · Usal, Kerem et al. · indexed
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On EEG Preprocessing Role in Deep Learning Effectiveness for Mental Workload Classification · 2021 · Kingphai, Kunjira et al. · archived
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Using Noninvasive Brain Measurement to Explore the Psychological Effects of Computer Malfunctions on Users during Human-Computer Interactions ↗ · 2014 · Hirshfield, Leanne M. et al. · indexed
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Single-trial detection of EEG error-related potentials in serial visual presentation paradigm ↗ · 2021 · Parashiva, Praveen K et al. · indexed
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Effects of one session of theta or high alpha neurofeedback on EEG activity and working memory ↗ · 2024 · Chikhi, Samy et al. · indexed
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P300 event-related potentials as diagnostic biomarkers for attention deficit hyperactivity disorder in children ↗ · 2025 · Tan, Chuanxue et al. · indexed
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EEG-Based Mental Workload Classification Method Based on Hybrid Deep Learning Model Under IoT ↗ · 2024 · Shao, Shiliang et al. · indexed
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Exploring the Use of Mobile Electroencephalogram (EEG) in Driving Assessment: A Case Study ↗ · 2020 · Frias, Amanda et al. · indexed
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Evaluation of EEG features during overt visual attention during neurofeedback game ↗ · 2014 · Thomas, Kavitha P et al. · indexed
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A Methodological Review of fNIRS in Driving Research: Relevance to the Future of Autonomous Vehicles ↗ · 2021 · Balters, Stephanie et al. · indexed
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Resting EEG in alpha and beta bands predicts individual differences in attentional blink magnitude ↗ · 2012 · MacLean, Mary H. et al. · indexed
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fNIRS Acquisition Device for Monitoring Cognitive Load ↗ · 2024 · Amarathunga, Poojani et al. · indexed
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Desynchronization α frequency event-related in visual selective attention requiring tasks ↗ · 2011 · Ermachenko, N. S. et al. · indexed
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Frontal midline theta related to learning in a simulated driving task ↗ · 1995 · Laukka, Seppo J. et al. · indexed
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Theta-band oscillations coordinate local and long-range neural networks in the medial frontal cortex during cognitive control ↗ · 2011 · Michael, Cohen · indexed
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Bringing Brain Events to Mind: Functional Systems and Brain Event-Related Potentials ↗ · 2001 · Howard, Richard C. · indexed
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The Impact of Mental Fatigue on a Strength Endurance Task: Is There a Role for the Movement-Related Cortical Potential? ↗ · 2023 · PROOST, MATTHIAS et al. · indexed
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Shedding light on the frontal hemodynamics of spatial working memory using functional near-infrared spectroscopy ↗ · 2020 · Geissler, Christoph F. et al. · indexed
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Error-related negativity: neurocognitive transdiagnostic marker of anxiety disorders ↗ · 2021 · Sagalakova, Olga A. et al. · indexed
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Working memory-related frontal theta activity is decreased under acute stress ↗ · 2014 · Gärtner, Matti et al. · indexed
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Nested and robust modeling techniques for fNIRS data with demographics and experiment related factors in n-back task ↗ · 2023 · Cakar, Serenay et al. · indexed
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Roles of default-mode network and supplementary motor area in human vigilance performance: evidence from real-time fMRI ↗ · 2013 · Hinds, Oliver et al. · indexed
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Prefrontal cortex oxygenation and sleep quality in cognitive dual-task—fNIR study ↗ · 2021 · Saraiva, Marina et al. · indexed
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The effects of tDCS upon sustained visual attention are dependent on cognitive load ↗ · 2016 · Roe, James M. et al. · indexed
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tDCS to the left DLPFC modulates cognitive and physiological correlates of executive function in a state-dependent manner ↗ · 2019 · Dubreuil-Vall, Laura et al. · indexed
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Neural correlates of performance and mental workload dynamics during learning of upper-limb body-powered and myoelectric prostheses ↗ · 2026 · Gaskins, Christopher et al. · indexed
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Theta-alpha EEG phase distributions in the frontal area for dissociation of visual and auditory working memory ↗ · 2017 · Akiyama, Masakazu et al. · indexed
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The Role of Visual Noise in Influencing Mental Load and Fatigue in a Steady-State Motion Visual Evoked Potential-Based Brain-Computer Interface ↗ · 2017 · Xie, Jun et al. · indexed
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Index of Theta/Alpha ratio to quantify visual - spatial attention in dyslexics using Electroencephalogram ↗ · 2019 · Pavithran, P.G. et al. · indexed
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Brain Networks and α-Oscillations: Structural and Functional Foundations of Cognitive Control ↗ · 2016 · Sadaghiani, Sepideh et al. · indexed
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Oscillatory Correlates of Habituation: EEG Evidence of Sustained Frontal Theta Activity to Food Cues ↗ · 2026 · Duraisingam, Aruna et al. · indexed
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Improving Attention through Individualized fNIRS Neurofeedback Training: A Pilot Study ↗ · 2022 · Gu, Yue et al. · indexed
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Resting-state EEG data before and after cognitive activity across the adult lifespan and a 5-year follow-up ↗ · 2024 · Getzmann, Stephan et al. · indexed
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Aperiodic component of EEG power spectrum and cognitive performance are modulated by education in aging ↗ · 2024 · Montemurro, Sonia et al. · indexed
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Cognitive function, P3a/P3b brain potentials, and cortical thickness in aging ↗ · 2007 · Fjell, Anders M. et al. · indexed
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A shift of visual spatial attention is selectively associated with human EEG alpha activity ↗ · 2005 · Sauseng, P. et al. · indexed
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Cognitive reserve modulates ERPs associated with verbal working memory in healthy younger and older adults ↗ · 2015 · Speer, Megan E. et al. · indexed
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Temporal Trajectories in EEG-Based Mental Workload: Effects of Workspace Type ↗ · 2025 · Pérez-Martínez, María et al. · indexed
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Psychometric properties of conflict monitoring and conflict adaptation indices: Response time and conflict <scp>N</scp>2 event‐related potentials ↗ · 2013 · Clayson, Peter E. et al. · indexed
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Effect of Passive Hyperthermia on Working Memory Resources during Simple and Complex Cognitive Tasks ↗ · 2018 · Gaoua, Nadia et al. · indexed
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Cardiorespiratory Fitness and Attentional Control in the Aging Brain · 2011 · Prakash, Ruchika Shaurya et al. · archived
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Dynamic multilayer networks reveal mind wandering · 2024 · Xu, Zhongming et al. · archived
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Cerebellum’s Contribution to Attention, Executive Functions and Timing: Psychophysiological Evidence from Event-Related Potentials · 2023 · Mannarelli, Daniela et al. · archived
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Load modulates the alpha and beta oscillatory dynamics serving verbal working memory ↗ · 2019 · Proskovec, Amy L. et al. · indexed
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Positive effect of acute mild exercise on executive function via arousal-related prefrontal activations: An fNIRS study ↗ · 2014 · Byun, Kyeongho et al. · indexed
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Recent near-infrared approaches to cytochrome-c-oxidase monitoring: a systematic review of instruments and algorithms ↗ · 2026 · Ward, Robert et al. · indexed
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EEG Microstates as a Functional Marker of Performance During Emotional Interference ↗ · 2025 · Rajawat, Tulika et al. · indexed
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Exercise Intensity Influences Prefrontal Cortex Oxygenation during Cognitive Testing ↗ · 2019 · Moriarty, Terence et al. · indexed
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Uncoupling of contingent negative variation and alpha band event-related desynchronization in a go/no-go task ↗ · 2001 · Filipović, S.R et al. · indexed
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A Mental Workload Evaluation Model Based on Improved Multibranch LSTM Network with Attention Mechanism ↗ · 2022 · Zhang, Hongning · indexed
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Sustained attention as measured by RT variability is a strong modulator for the P600, but not the N400 · 2021 · Contier, Friederike et al. · archived
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Inattention in Pediatric Attention-Deficit/Hyperactivity Disorder and Anxiety: Neurophysiological Evidence for Distinct and Overlapping Cognitive Mechanisms ↗ · 2026 · Pranjić, Marija et al. · indexed
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Transcutanenous auricular vagus nerve stimulation affects sustained attention in an order-dependent manner · 2025 · Wienke, Christian et al. · archived
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Effects of Performance and Task Duration on Mental Workload during Working Memory Task ↗ · 2019 · Khaksari, Kosar et al. · indexed
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Theta and Alpha EEG Rhythms and BOLD Responses Associated with Working Memory Tasks ↗ · 2010 · R J M, Covolan · indexed
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EEG-based Cognitive Load Classification using Feature Masked Autoencoding and Emotion Transfer Learning ↗ · 2023 · Pulver, Dustin et al. · indexed
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The Reorganization of Human Brain Networks Modulated by Driving Mental Fatigue ↗ · 2017 · Zhao, Chunlin et al. · indexed
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EEG alpha activity reflects motor preparation rather than the mode of action selection · 2012 · Deiber, Marie‐Pierre et al. · archived
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Emotion regulation or dual task? Dissociation of neural and behavioral measures ↗ · 2026 · Sambuco, Nicola et al. · indexed
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Acute effects of caffeine on threat-selective attention: moderation by anxiety and EEG theta/beta ratio ↗ · 2018 · van Son, Dana et al. · indexed
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The Effect of Juingong Meditation on the Theta to Alpha Ratio in the Temporoparietal and Anterior Frontal EEG Recordings ↗ · 2022 · Kim, Joohyun et al. · indexed
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Creative Brains Show Reduced Mid Frontal Theta · 2018 · Wokke, Martijn E. et al. · archived
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Occipital Alpha and Gamma Oscillations Support Complementary Mechanisms for Processing Stimulus Value Associations · 2017 · Marshall, Tom R. et al. · archived
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Shielding the Mind with Flow: Attention Allocation and Auditory Event-related Potentials under Varying Mental Workload ↗ · 2024 · Lingelbach, Katharina et al. · indexed
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Neurocomputational Model of EEG Complexity during Mind Wandering · 2016 · Ibáñez-Molina, Antonio J. et al. · archived
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Exploring brain-behavior relationships in the N-back task ↗ · 2020 · Lamichhane, Bidhan et al. · indexed
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Active Task Engagement Enhances Auditory Brain–Behaviour Prediction From Single‐Trial EEG Compared With Passive Listening ↗ · 2026 · Ma, Zhaonan et al. · indexed
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Frontal Theta Oscillations and Cognitive Flexibility: Age-Related Modulations in EEG Activity ↗ · 2024 · Darna, Margarita et al. · indexed
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Brain Information Flow Analysis Based on Partial Directed Coherence on Sustained Attention across Sensory Channels ↗ · 2017 · Guo, Xuanchen et al. · indexed
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Acute effects of (–)-gallocatechin gallate-rich green tea extract on the cerebral hemodynamic response of the prefrontal cortex in healthy humans · 2023 · Cha, Jihyun et al. · archived
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Opposing neural processing modes alternate rhythmically during sustained auditory attention · 2023 · Kasten, Florian H. et al. · archived
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Separation of p300 sources and their subcomponents to study the impact of numeration on visual attention; using constrained blind source separation ↗ · 2016 · Jadidi, Armita Faghani et al. · indexed
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Mental Workload Classification Using Short Duration EEG Data: an Ensemble Approach Based on Individual Channels ↗ · 2019 · Salimi, Nima et al. · indexed
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Greater childhood cardiorespiratory fitness is associated with better top‐down cognitive control: A midfrontal theta oscillation study ↗ · 2020 · Hsieh, Shu‐Shih et al. · indexed
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Phase synchronized 6 Hz transcranial electric and magnetic stimulation boosts frontal theta activity and enhances working memory ↗ · 2021 · Hosseinian, Tiam et al. · indexed
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Salient distractors open the door of perception: alpha desynchronization marks sensory gating in a working memory task ↗ · 2020 · Fodor, Zsuzsanna et al. · indexed
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Assessment of P3a and P3b after Moderate to Severe Brain Injury ↗ · 2002 · Solbakk, Anne-Kristin et al. · indexed
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Mental workload recognition from EEG signals via semi-supervised autoencoders ↗ · 2025 · Liu, Qi et al. · indexed
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Event-Related Brain Potentials N140 and P300 during Somatosensory Go/NoGo Tasks Are Modulated by Movement Preparation ↗ · 2023 · Matsuda, Yuya et al. · indexed
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Longitudinal Classification of Mental Effort Using Electrodermal Activity, Heart Rate, and Skin Temperature Data from a Wearable Sensor ↗ · 2021 · Romine, William et al. · indexed
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Functional connectivity and infant spatial working memory: A frequency band analysis ↗ · 2011 · Cuevas, Kimberly et al. · indexed
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Prelude to and Resolution of an Error: EEG Phase Synchrony Reveals Cognitive Control Dynamics during Action Monitoring ↗ · 2009 · Cavanagh, James F. et al. · indexed
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Working Memory, Cognitive Load and Cardiorespiratory Fitness: Testing the CRUNCH Model with Near-Infrared Spectroscopy ↗ · 2019 · Agbangla, Nounagnon et al. · indexed
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Synchronization between prefrontal and posterior association cortex during human working memory ↗ · 1998 · Sarnthein, J. et al. · indexed
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Neural Inhibition Task Elicits Age-Associated Changes in Prefrontal Cerebral Oxygenation ↗ · 2020 · Salzman, Talia et al. · indexed
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Mixing measures: testing an assumption of the attention network test ↗ · 2011 · McConnell, Meghan M. et al. · indexed
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Cortical alpha changes during visuospatial attention: a deep learning–enriched EEG analysis ↗ · 2026 · Magosso, Elisa et al. · indexed
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A Mental Workload Classification Method Based on GCN Modified by Squeeze-and-Excitation Residual ↗ · 2023 · Zhang, Zheng et al. · indexed
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HD-EEG for tracking sub-second brain dynamics during cognitive tasks ↗ · 2021 · Mheich, A. et al. · indexed
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Mindfulness meditation styles differently modulate source-level MEG microstate dynamics and complexity · 2024 · Antea D’Andrea et al. · archived
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Toward neuroadaptive support technologies for improving digital reading: a passive BCI-based assessment of mental workload imposed by text difficulty and presentation speed during reading · 2020 · Andreessen, Lena M. et al. · archived
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Challenges to attention: A continuous arterial spin labeling (ASL) study of the effects of distraction on sustained attention ↗ · 2011 · Demeter, Elise et al. · indexed
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Alpha Event-Related Desynchronization Preceding a Go/No-Go Task: A High-Resolution EEG Study. ↗ · 2004 · Babiloni, Claudio et al. · indexed
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Mindfulness training modulates EEG oscillations and improves shooting accuracy in competitive stress · 2026 · Li, Weitao et al. · archived
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Cortical hemodynamic response during cognitive Stroop test in acute stroke patients assessed by fNIRS ↗ · 2023 · Heiberg, Adam Vittrup et al. · indexed
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Shielding the Mind with Flow: Attention Allocation and Auditory Event-related Potentials under Varying Mental Workload ↗ · 2025 · Lingelbach, Katharina et al. · indexed
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Evaluation of effect of different safety training styles on mental workloads using electroencephalography ↗ · 2024 · Liu, Peng et al. · indexed
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EEG-fNIRS-based hybrid image construction and classification using CNN-LSTM · 2022 · Mughal, Nabeeha Ehsan et al. · archived
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Aperiodic component of EEG power spectrum and cognitive performance in aging: the role of education ↗ · 2023 · Montemurro, Sonia et al. · indexed
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Classification Mental Workload Levels from EEG Signals with 1D Convolutional Neural Network · 2022 · Baydemir, Recep et al. · archived
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Stimulus Size Modulates Periodic and Aperiodic EEG Components in SSVEP-Based BCIs ↗ · 2026 · Padilla, Gerardo Luis et al. · indexed
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The cortical oscillatory patterns associated with varying levels of reward during an effortful vigilance task ↗ · 2020 · Byrne, Adam et al. · indexed
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Brain oscillation and connectivity during a chemistry visual working memory task ↗ · 2013 · Huang, Li-Yu et al. · indexed
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Task-based neurofeedback training: A novel approach toward training executive functions ↗ · 2016 · Hosseini, S.M. Hadi et al. · indexed
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Modulatory effects of transcutaneous auricular vagus nerve stimulation (taVNS) on attentional processes ↗ · 2023 · Chen, Yuxin et al. · indexed
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A multilab investigation into the N2pc as an indicator of attentional selectivity: Direct replication of Eimer (1996). ↗ · 2023 · Constant, Martin et al. · indexed
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Bright illumination reduces parietal EEG alpha activity during a sustained attention task ↗ · 2013 · Min, Byoung-Kyong et al. · indexed
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Opposite Effects of Alpha Oscillations on Mind-wandering With Eyes Open and Closed · 2026 · Thielking, Esther M. et al. · archived
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Human resting-state electrophysiological networks in the alpha frequency band: Evidence from magnetoencephalographic source imaging ↗ · 2017 · Hindriks, R. et al. · indexed
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Transient Suppression of Broadband Gamma Power in the Default-Mode Network Is Correlated with Task Complexity and Subject Performance ↗ · 2011 · Ossandón, Tomas et al. · indexed
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Classification of Mental Workload Using 1D-CNN with Transfer Learning ↗ · 2024 · Chaturvedi, Sushil et al. · indexed
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The Effect of Music on Resistance to Mental Fatigue:Evidence of EEG Power Spectrum ↗ · 2024 · Liu, Jin et al. · indexed
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Frontal EEG Activation Asymmetry Reflects Cognitive Biases in Anxiety: Evidence from an Emotional Face Stroop Task ↗ · 2010 · Avram, Julia et al. · indexed
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A transferable mental workload assessment model for human-machine collaboration scenarios ↗ · 2026 · Xiao, Ping et al. · indexed
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Electrophysiological dynamics of antagonistic brain networks reflect attentional fluctuations ↗ · 2020 · Kucyi, Aaron et al. · indexed
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Variability of EEG synchronization during a working memory task in healthy subjects ↗ · 2002 · Stam, Cornelis J et al. · indexed
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Effects of a secondary mental task and additional auditory feedback on body movements and EEG · 2026 · Aditya, Swapno et al. · archived
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Exploration of Brain Connectivity during Human Inhibitory Control Using Inter-Trial Coherence ↗ · 2020 · Chikara, Rupesh Kumar et al. · indexed
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Multilevel Statistical Inference From Functional Near-Infrared Spectroscopy Data During Stroop Interference ↗ · 2008 · Ciftci, K. et al. · indexed
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Causal evidence for increased theta and gamma phase consistency in a parieto-frontal network during the maintenance of visual attention ↗ · 2025 · Bradley, Claire et al. · indexed
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Functional brain microstate predicts the outcome in a visuospatial working memory task ↗ · 2016 · Muthukrishnan, Suriya-Prakash et al. · indexed
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Dissociating EEG sources linked to stimulus and response evaluation in numerical Stroop task using Independent Component Analysis ↗ · 2015 · Beldzik, Ewa et al. · indexed
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Assessing Resource Utilization during Vigilance Using Transcranial Doppler ↗ · 2013 · Nguyen, Cynthia et al. · indexed
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A Change-point Analysis Method for Single-trial Study of Simultaneous EEG-fMRI of Auditory/Visual Oddball Task ↗ · 2017 · Dizaji, Aslan S et al. · indexed
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EEG band power predicts single-trial reaction time in a hand motor task ↗ · 2015 · Meinel, Andreas et al. · indexed
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Impairment of novelty-related theta oscillations and P3a in never medicated first-episode psychosis patients ↗ · 2021 · Solís-Vivanco, Rodolfo et al. · indexed
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Cerebral cortical dynamics during visuomotor transformation: Adaptation to a cognitive‐motor executive challenge ↗ · 2010 · Gentili, Rodolphe J. et al. · indexed
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Enhancing Mental Workload Classification in Neuroscience: Deep Learning Approaches ↗ · 2024 · Cakar, Serenay et al. · indexed
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Variability of Single Trial ERP Measures Within a Session is Systematic and Nonlinear ↗ · 2022 · LaGasse, A. Blythe et al. · indexed
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Associations between peripheral cytokines, perceived fatigue and event-related potentials during a sustained attention task in depressive episodes: a case-control study · 2023 · Pedraz-Petrozzi, Bruno et al. · archived
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Atypical event-related potentials revealed during the passive parts of a Go-NoGo task in autism spectrum disorder: a case-control study ↗ · 2019 · Høyland, Anne L. et al. · indexed
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Time-frequency-topographic analysis of induced power and synchrony of EEG signals during a Go/No-Go task ↗ · 2009 · Harmony, Thalía et al. · indexed
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Mental Workload Artificial Intelligence Assessment of Pilots’ EEG Based on Multi-Dimensional Data Fusion and LSTM with Attention Mechanism Model ↗ · 2022 · Jiang, Guangyi et al. · indexed
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EEG and Deep Learning Based Brain Cognitive Function Classification ↗ · 2020 · Sridhar, Saraswati et al. · indexed
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EEG-based cognitive load of processing events in 3D virtual worlds is lower than processing events in 2D displays ↗ · 2017 · Dan, Alex et al. · indexed
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Development of infant sustained attention and its relation to <scp>EEG</scp> oscillations: an <scp>EEG</scp> and cortical source analysis study ↗ · 2017 · Xie, Wanze et al. · indexed
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Contextual task difficulty modulates stimulus discrimination: Electrophysiological evidence for interaction between sensory and executive processes ↗ · 2012 · Fedota, John R. et al. · indexed
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Intermittent Theta Burst Stimulation of the Contralesional Hemisphere for Post-Stroke Visuospatial Neglect: An EEG and ERP-Based Randomized Controlled Trial ↗ · 2026 · Zhang, Yichen et al. · indexed
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The Effect of Evaluating Self’s Emotions on Frontal Alpha Asymmetry ↗ · 2023 · Ito, Masato et al. · indexed
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The effect of transcranial direct current stimulation on the interplay between executive control, behavioral variability and mind wandering: A registered report ↗ · 2022 · Alexandersen, Andreas et al. · indexed
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The Impact of Motivation on Sustained Attention in Very Preterm and Term-born Children: An ERP Study · 2025 · Retzler, Jenny et al. · archived
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Age- and performance related modulations in spectral event-related dynamics during a working memory task ↗ · 2011 · Sergei, Schapkin · indexed
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The Effects of Covid-19 “brain Fog” on Electrophysiological Measures of Attention and Working Memory: a P300 Study ↗ · 2025 · WILSON, MATTHEW J. et al. · indexed
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The Moving Wave: Applications of the Mobile EEG Approach to Study Human Attention. ↗ · 2023 · Mathewson, Kyle et al. · indexed
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Dynamic links between theta executive functions and alpha storage buffers in auditory and visual working memory ↗ · 2010 · Kawasaki, Masahiro et al. · indexed
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Disentangling different types of errors: EEG dynamics of response conflict versus lapses in sustained attention ↗ · 2011 · Michael, Cohen · indexed
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The effect of response frequency on cognitive brain activity during an alertness task ↗ · 2019 · Schouwenaars, Irena T. et al. · indexed
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Pre-Stimulus EEG Oscillations Reveal Periodic Sampling Of Visual Attention ↗ · 2010 · Busch, N. et al. · indexed
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Somatosensory working memory performance in humans depends on both engagement and disengagement of regions in a distributed network ↗ · 2009 · Haegens, Saskia et al. · indexed
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Between-brain coherence during joint n-back task performance: A two-person functional near-infrared spectroscopy study ↗ · 2012 · Dommer, Lukas et al. · indexed
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Spontaneous blinking and brain health in aging: Large-scale evaluation of blink-related oscillations across the lifespan ↗ · 2025 · Ghosh Hajra, Sujoy et al. · indexed
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Sustained attention in skilled and novice martial arts athletes: a study of event-related potentials and current sources ↗ · 2016 · Sanchez-Lopez, Javier et al. · indexed
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The effect of transcranial direct current stimulation on the interplay between executive control, behavioral variability and mind wandering: A registered report ↗ · 2021 · Alexandersen, Andreas et al. · indexed
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Aging and working memory: early deficits in EEG activation of posterior cortical areas ↗ · 2004 · Missonnier, P. et al. · indexed
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Oscillations in the Alpha Band (9-12 Hz) Increase with Memory Load during Retention in a Short-term Memory Task ↗ · 2002 · Jensen, O. · indexed
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Augmenting Mental Chronometry: The P300 as a Measure of Stimulus Evaluation Time · 1977 · Kutas, Marta et al. · archived
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Word Frequency Is Associated With Cognitive Effort During Verbal Working Memory: A Functional Near Infrared Spectroscopy (fNIRS) Study ↗ · 2019 · Berglund-Barraza, Amy et al. · indexed
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Insights into cognitive decline in spinocerebellar Ataxia type 2: a P300 event-related brain potential study · 2019 · Roberto Rodríguez‐Labrada et al. · archived
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Enhancing Error Awareness Under Cognitive Load: How Neurostimulation Improves Self-Monitoring via Working Memory ↗ · 2026 · Huang, Xiaohan et al. · indexed
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Prefrontal cortex activity during binocular color fusion and rivalry: an fNIRS study ↗ · 2025 · Liu, Xiang et al. · indexed
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Neurophysiology of sustained attention in early infancy: Investigating longitudinal relations with recognition memory outcomes ↗ · 2023 · Brandes-Aitken, Annie et al. · indexed
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Neuromodulating attention and mind-wandering processes with multi-session real-time electroencephalogram ↗ · 2018 · Gonçalves, Óscar F. et al. · indexed
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EEG Correlates of Working Memory Predict Gaze Variability during a Real-World Information Foraging Task ↗ · 2018 · Nador, Jeff et al. · indexed
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The Study of Driver's Brain Activity and Behavior Using fNIRS During Actual Car Driving ↗ · 2018 · Yamamoto, Kouji et al. · indexed
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Complexity analysis of fNIRS signals in ADHD children during working memory task ↗ · 2017 · Gu, Yue et al. · indexed
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Sustained attention in skilled and novice martial arts athletes: A study of event-related potentials and current sources ↗ · 2015 · Sanchez-Lopez, Javier et al. · indexed
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Task-Relevant Stimulus Design Improves P300-Based Brain-Computer Interfaces ↗ · 2024 · Kim, Jongsu et al. · indexed
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Acute Bouts of Aerobic Exercise Do Not Modulate Task-Evoked Midfrontal Theta Oscillations in School-Age Children ↗ · 2023 · Hsieh, Shu-Shih et al. · indexed
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Cycling on a Bike Desk Positively Influences Cognitive Performance. · 2016 · Torbeyns, Tine et al. · archived
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tACS Phase Locking of Frontal Midline Theta Oscillations Disrupts Working Memory Performance ↗ · 2016 · Chander, Bankim S. et al. · indexed
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Mapping neural effects of mindfulness-based cognitive therapy in ADHD using EEG microstates and machine learning models ↗ · 2025 · Meynaghizadeh Zargar, Reza et al. · indexed
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Real-time EEG Feedback on Alpha Power Lateralization Leads to Behavioral Improvements in a Covert Attention Task ↗ · 2019 · Schneider, Christoph et al. · indexed
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Dissociable Trait Correlates of <scp>P300</scp> Variability and Amplitude: Conscientiousness and Disinhibition ↗ · 2026 · Jones, Danielle N. et al. · indexed
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Prefrontal Asymmetry during Cognitive Tasks and Its Relationship with Suicide Ideation in Major Depressive Disorder: An fNIRS Study ↗ · 2019 · Baik, Seung Yeon et al. · indexed
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(C)overt attention and visual speller design in an ERP-based brain-computer interface · 2010 · Treder, Matthias S. et al. · archived
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Frontal Theta Modulation in Sequential Working Memory: the Impact of Spatial Regularity and Scenario ↗ · 2025 · Huang, Yichao et al. · indexed
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Subject, session and task effects on power, connectivity and network centrality: a source-based EEG study ↗ · 2019 · Pani, Sara M. et al. · indexed
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Alpha desynchronization and frontoparietal connectivity during spatial working memory encoding deficits in ADHD: A simultaneous EEGfMRI study ↗ · 2016 · Lenartowicz, Agatha et al. · indexed
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NOS1 ex1f-VNTR polymorphism influences prefrontal brain oxygenation during a working memory task ↗ · 2011 · Kopf, Juliane et al. · indexed
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Real-Time Attention Measurement Using Wearable Brain–Computer Interfaces in Serious Games ↗ · 2025 · Kadar, Manuella · indexed
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Training-Induced Improvement of Response Selection and Error Detection in Aging Assessed by Task Switching: Effects of Cognitive, Physical, and Relaxation Training ↗ · 2012 · Gajewski, Patrick D. et al. · indexed
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Target Detection Modulates EEG Spectral Correlates of Memory Encoding ↗ · 2023 · Broitman, Adam W. et al. · indexed
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Neural measures of working memory in a bilateral change detection task ↗ · 2020 · Feldmann‐Wüstefeld, Tobias · indexed
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A Comparison of Machine Learning with EEG based Cognitive Load Prediction Model ↗ · 2022 · Jeong, Museok et al. · indexed
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Human Brain Functional Network Changes Associated with Enhanced and Impaired Attentional Task Performance ↗ · 2013 · Gießing, Carsten et al. · indexed
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Prefrontal Oxygenation During Exercise and Inhibitory Control After Aerobic and Game-Based Exercise in Young Adults ↗ · 2026 · Son, Youmin et al. · indexed
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Working memory load increases movement-related alpha and beta desynchronization ↗ · 2024 · Takahashi, Aoki et al. · indexed
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Early event-related brain potentials and hemispheric asymmetries reveal mind-wandering while reading and predict comprehension ↗ · 2015 · Broadway, James M. et al. · indexed
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Conflict resolution and response inhibition: A simultaneous EEG-EMG-pupillometry study ↗ · 2025 · Bundt, Carsten et al. · indexed
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Working Memory Training and Cortical Arousal in Healthy Older Adults: A Resting-State EEG Pilot Study ↗ · 2021 · Spironelli, Chiara et al. · indexed
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Relationship between individual alpha peak frequency and attentional performance in a multiple object tracking task among ice-hockey players ↗ · 2021 · Zhang, Yanhui et al. · indexed
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Striatal BOLD and midfrontal theta power express motivation for action ↗ · 2020 · Algermissen, Johannes et al. · indexed
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Multi-Scale Deep Temporal Feature Learning for EEG-based Mental Workload Assessment using a Hybrid WaveNet-BiLSTM Model ↗ · 2026 · Sirigudi, Gnaneswari et al. · indexed
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The influence of app-based mindfulness training on the dorsolateral prefrontal cortex during an attentional control task: A fNIRS driven pilot study ↗ · 2024 · Kander, Tharen N. et al. · indexed
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Anodal tDCS modulates specific processing codes during conflict monitoring associated with superior and middle frontal cortices · 2021 · Adelhöfer, Nico et al. · archived
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Dynamic brain network configurations during rest and an attention task with frequent occurrence of mind wandering ↗ · 2019 · Denkova, Ekaterina et al. · indexed
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Attention Drives Synchronization of Alpha and Beta Rhythms between Right Inferior Frontal and Primary Sensory Neocortex · 2015 · Sacchet, Matthew D. et al. · archived
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Prefrontal brain activation during stop-signal response inhibition: An event-related functional near-infrared spectroscopy study ↗ · 2007 · BOECKER, M et al. · indexed
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Reduced task-evoked pupillary response in preparation for an executive cognitive control response among individuals across the psychosis spectrum ↗ · 2022 · Karpouzian-Rogers, Tatiana et al. · indexed
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Effects of passive heat stress and recovery on human cognitive function: An ERP study ↗ · 2021 · Nakata, Hiroki et al. · indexed
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Research on Cognitive Load of Tunnel Construction Workers in Different Environments Based on EEG ↗ · 2025 · Guo, Zongyong et al. · indexed
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Visualisation of Complex Neural connections during Cognitive load using EEG data ↗ · 2012 · Bernadine, Cocks · indexed
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An Interactive Model of Relevance, Cognitive load, Spatial memory, ADHD, and EEG ↗ · 2022 · Chattopadhyay, Subhagata · indexed
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RECSAE: An interactive model of relevance cognitive load, spatial memory, ADHD and EEG for special educators and mental health professionals ↗ · 2024 · Chattopadhyay, Subhagata · indexed
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The time course of interhemispheric EEG coherence during a GO/NO-GO task in humans ↗ · 1997 · Shibata, Tadahiko et al. · indexed
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SHAP analysis of an improved EEG-based mental workload classification framework: utilizing data augmentation and explainable AI · 2026 · Chaturvedi, Sushil et al. · archived
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EEG-Based Cognitive Load Estimation of Acoustic Parameters for Data Sonification ↗ · 2025 · Sharma, Gulshan et al. · indexed
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Pupillometry as an integrated readout of distinct attentional networks ↗ · 2022 · Strauch, Christoph et al. · indexed
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Evidence on the ssvep account of pre-target differences in EEG alpha activity in the attentional blink ↗ · 2011 · Cornelia, Kranczioch · indexed
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Right-lateralized fronto-parietal network and phasic alertness in healthy aging · 2020 · Haupt, Marleen et al. · archived
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Pattern Recognition of Momentary Mental Workload Based on Multi-Channel Electrophysiological Data and Ensemble Convolutional Neural Networks ↗ · 2017 · Zhang, Jianhua et al. · indexed
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Higher levels of alpha event-related desynchronization are associated with the attentional blink ↗ · 2011 · H, M. H. et al. · indexed
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N‐back working memory paradigm: A meta‐analysis of normative functional neuroimaging studies ↗ · 2005 · Owen, Adrian M. et al. · indexed
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Reactivity and Event-Related Potentials in Attentional Tests: Effect of Training ↗ · 2002 · Fontani, Giuliano et al. · indexed
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Age-related changes in MEG theta and alpha oscillatory signatures of attentional control ↗ · 2018 · Huizeling, Eleanor et al. · indexed
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Effects of memory load on cortical oscillatory activity during auditory pattern working memory ↗ · 2006 · Leiberg, Susanne et al. · indexed
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EEG-Based Spatial Navigation Estimation in a Virtual Reality Driving Environment ↗ · 2009 · Lin, Chin-Teng et al. · indexed
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Propofol modulates functional connectivity signatures of sustained attention ↗ · 2021 · Chamberlain, Taylor et al. · indexed
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Recognition of faces and names: multimodal physiological correlates of memory and executive function ↗ · 2015 · Mitchell, Meghan B. et al. · indexed
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Enhancing Overt and Covert Attention Using a Real-Time Neurofeedback Game With Consumer-Grade EEG ↗ · 2024 · Suhail, T. A. et al. · indexed
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High-Accuracy Machine Learning Techniques for Functional Connectome Fingerprinting and Cognitive State Decoding ↗ · 2023 · Hannum, Andrew et al. · indexed
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Computer data simulator to assess the accuracy of estimates of visual N2/N2pc event-related potential components · 2020 · Marturano, Francesca et al. · archived
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Control mechanisms in working memory: A possible function of EEG theta oscillations ↗ · 2010 · Sauseng, Paul et al. · indexed
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Relationship Between Obstructive Sleep Apnea Severity and Brain Activation During a Sustained Attention Task ↗ · 2009 · Ayalon, Liat et al. · indexed
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Assisting focused attention meditation through EEG-based alpha-theta cross-frequency neurofeedback ↗ · 2024 · Vuyst, Hendrik-Jan De et al. · indexed
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EEG Alpha and Beta Band Functional Connectivity and Network Structure Mark Hub Overload in Mild Cognitive Impairment During Memory Maintenance ↗ · 2021 · Fodor, Zsuzsanna et al. · indexed
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Resting-State Functional Connectivity in the Dorsal Attention Network Relates to Behavioral Performance in Spatial Attention Tasks and May Show Task-Related Adaptation ↗ · 2022 · Machner, Björn et al. · indexed
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High Intensity Exercise Compromises Prefrontal Cortex Oxygenation and Executive Function in Reserved Officer Training Corps Cadets ↗ · 2020 · Ashley, John et al. · indexed
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STeCANet: spatio-temporal cross attention network for brain computer interface systems using EEG-fNIRS signals ↗ · 2025 · Faisal, Mohd et al. · indexed
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Increased Neural Activity in Hazardous Drinkers During High Workload in a Visual Working Memory Task: A Preliminary Assessment Through Event-Related Potentials ↗ · 2019 · Schroder, Elisa et al. · indexed
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Event-Related Potential Analysis of ADHD and Control Adults During a Sustained Attention Task ↗ · 2019 · Kaur, Simranjit et al. · indexed
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Graph Force Learning from EEG Signals for Mental Workload Classification · 2025 · Sarkis, Maria et al. · archived
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Coupled CP Decomposition of Simultaneous MEG-EEG Signals for Differentiating Oscillators During Photic Driving · 2020 · Naskovska, Kristina et al. · archived
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Reliable and efficient recording of the error-related negativity with a speeded Eriksen Flanker Task ↗ · 2018 · Suchan, Franziska et al. · indexed
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EEG-Based Person Identification during Escalating Cognitive Load ↗ · 2022 · Kralikova, Ivana et al. · indexed
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Decoding Spatial Attention in the Cocktail Party Problem Using Wearable Whole-head High-Density fNIRS ↗ · 2026 · Duwadi, Sudan et al. · indexed
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Revisiting alpha-theta cross-frequency dynamics during working memory ↗ · 2025 · Rodriguez Larios, Julio et al. · indexed
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Functional connectivity and temporal dynamics of EEG in novice meditators: Association of psychomotor vigilance test performance changes and mean phase coherence ↗ · 2023 · Guerriero, Ren et al. · indexed
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Depression affects working memory performance: A Functional Near Infrared Spectroscopy (fNIRS) Study ↗ · 2023 · Vural Keleş, Özge et al. · indexed
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Individual differences in frontal midline theta activity during visuomotor adaptation are related to execution noise · 2020 · Jonker, Zeb D. et al. · archived
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Analysis of Human Gait Using Hybrid EEG-fNIRS-Based BCI System: A Review ↗ · 2021 · Khan, Haroon et al. · indexed
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Oscillatory brain activity and maintenance of verbal and visual working memory: a systematic review ↗ · 2020 · Pavlov, Yuri G. et al. · indexed
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EEG correlates of attentional control in anxiety disorders: A systematic review of error-related negativity and correct-response negativity findings ↗ · 2021 · Michael, Jessica A. et al. · indexed
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Effect of mental fatigue caused by mobile 3D viewing on selective attention: An ERP study ↗ · 2014 · Mun, Sungchul et al. · indexed
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Using fNIRS to Capture Cerebral Oxygenation in Older Adults Navigating Stairs ↗ · 2020 · Fraser, Sarah et al. · indexed
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Unique Neurophysiological Vulnerability of Visual Attention Networks to Acute Inflammation ↗ · 2019 · Balter, Leonie JT et al. · indexed
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ERP Correlates of Proactive and Reactive Cognitive Control in Treatment-Naïve Adult ADHD ↗ · 2016 · Grane, Venke Arntsberg et al. · indexed
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Maternal age differences in cognitive regulation: examination of associations and interactions between RSA and EEG frontoparietal alpha power coherence ↗ · 2023 · Christensen, Jennifer D. et al. · indexed
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Converging Subjective and Psychophysiological Measures of Cognitive Load to Study the Effects of Instructor‐Present Video ↗ · 2020 · Wang, Jiahui et al. · indexed
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Stress-related deficits of older adults' spatial working memory: an EEG investigation of occipital alpha and frontal-midline theta activities ↗ · 2018 · Marshall, Amanda C. et al. · indexed
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Working memory load modulation of parieto‐frontal connections: Evidence from dynamic causal modeling ↗ · 2011 · Ma, Liangsuo et al. · indexed
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Causal Evidence for a Role of Theta and Alpha Oscillations in the Control of Working Memory ↗ · 2020 · Riddle, Justin et al. · indexed
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Human cortical responses during one-bit short-term memory. A high-resolution EEG study on delayed choice reaction time tasks ↗ · 2004 · Babiloni, Claudio et al. · indexed
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A parametric investigation of binaural beats for brain entrainment and enhancing sustained attention ↗ · 2024 · Melnichuk, Anastasiia et al. · indexed
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EEG-Based Cognitive Load Comparison in Construction Sensor Data Analytics ↗ · 2024 · Khalid, Mohammad et al. · indexed
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Microstates in complex and dynamical environments: Unraveling situational awareness in critical helicopter landing maneuvers ↗ · 2021 · Deolindo, Camila S. et al. · indexed
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Modulations of posterior alpha power during working memory co-vary with task-dependent eye movement patterns ↗ · 2024 · Hansen, Arne et al. · indexed
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Brain connectivity evaluation during selective attention using EEG-based brain-computer interface ↗ · 2019 · Borhani, Soheil et al. · indexed
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Investigating the Impact of Assistive Technologies on Working Memory Load in Manual Assembly through Electroencephalography ↗ · 2018 · Kosch, Thomas et al. · indexed
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Analysis and visualization of single‐trial event‐related potentials ↗ · 2001 · Jung, Tzyy‐Ping et al. · indexed
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Fatigue and cognitive fatigability in patients with chronic pain · 2024 · Holmqvist, Anna et al. · archived
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Frequency-Unspecific Effects of θ-tACS Related to a Visuospatial Working Memory Task ↗ · 2017 · Kleinert, Maria-Lisa et al. · indexed
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Effects of leaning workstation on oxygenation in the prefrontal cortex and cognitive performance ↗ · 2019 · The Korean Association of Speech-Language Pathologists et al. · indexed
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Human cortical circuits for central executive function emerge by theta phase synchronization ↗ · 2007 · Mizuhara, Hiroaki et al. · indexed
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Cortical activity patterns in ADHD during arousal, activation and sustained attention ↗ · 2009 · Loo, Sandra K. et al. · indexed
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MGFNet: A Multi-Granularity Fusion Network with Coupling-Guided Sparse Routing for Hybrid EEG-fNIRS Decoding ↗ · 2026 · Zhang, Yan et al. · indexed
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The relation between brain signal complexity and task difficulty on an executive function task ↗ · 2019 · Grundy, John G. et al. · indexed
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Topography of Movement-Related Delta and Theta Brain Oscillations ↗ · 2021 · Körmendi, János et al. · indexed
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Brain stimulation over dorsomedial prefrontal cortex modulates effort-based decision making ↗ · 2022 · Soutschek, Alexander et al. · indexed
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Event-Related Potential and Quantitative EEG Alterations in Cocaine Use Disorder: A Systematic Review ↗ · 2026 · MEDIGUE, Ilona et al. · indexed
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Theta, mental flexibility, and post-traumatic stress disorder: connecting in the parietal cortex. · 2015 · Dunkley, Benjamin T et al. · archived
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EGAN: an ensemble adversarial network for topology-preserving EEG data generation for predicting cognitive load levels ↗ · 2025 · Havugimana, Felix et al. · indexed
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Theta Oscillations Organize Spiking Activity in Higher-Order Visual Thalamus during Sustained Attention · 2017 · Yu, Chunxiu et al. · archived
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Anodal tDCS affects neuromodulatory effects of the norepinephrine system on superior frontal theta activity during response inhibition ↗ · 2019 · Adelhöfer, Nico et al. · indexed
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Prefrontal cortex: Links between low frequency delta EEG in sleep and neuropsychological performance in healthy, older people ↗ · 2003 · Anderson, Clare et al. · indexed
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Working With Environmental Noise and Noise-Cancelation: A Workload Assessment With EEG and Subjective Measures ↗ · 2021 · Pieper, Kerstin et al. · indexed
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Externally induced frontoparietal synchronization modulates network dynamics and enhances working memory performance ↗ · 2017 · Violante, Ines R et al. · indexed
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Single-trial relationships between neural and pupillometric indices of error-processing and behavior. ↗ · 2024 · LoTemplio, Sara et al. · indexed
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Visual Search P300 Source Analysis Based On ERP-fMRI Integration ↗ · 2020 · Zhang, Qiuzhu et al. · indexed
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Analysis of Electrodermal Activity Signal Collected During Visual Attention Oriented Tasks ↗ · 2019 · Momin, Abdul et al. · indexed
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A Simple and Effective Way to Study Executive Functions by Using 360° Videos · 2021 · Borgnis, Francesca et al. · archived
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Atypical frontal midline theta activity during cognitive control in heroin addicts ↗ · 2019 · Li, Shifeng et al. · indexed
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Peak occipital alpha frequency mediates the relationship between sporting expertise and multiple object tracking performance ↗ · 2024 · Mackenzie, Andrew K. et al. · indexed
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Effects of mental rotation on map representation in orienteers—behavioral and fNIRS evidence ↗ · 2023 · Zhao, Mingsheng et al. · indexed
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How networked brain changes when working memory load reaches the capacity? ↗ · 2015 · Zhang, Dan et al. · indexed
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Neuro-cognitive activity during a self-paced visuospatial task: comparative EEG profiles in marksmen and novice shooters ↗ · 2000 · Haufler, Amy J. et al. · indexed
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Short-Term Effects of Meditation on Sustained Attention as Measured by fNIRS ↗ · 2020 · Izzetoglu, Meltem et al. · indexed
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Reconsidering electrophysiological markers of response inhibition in light of trigger failures in the stop‐signal task · 2020 · Skippen, Patrick et al. · archived
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Interhemispheric Connectivity Supports Load-Dependent Working Memory Maintenance for Complex Visual Stimuli ↗ · 2021 · Plaska, Chelsea Reichert et al. · indexed
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EGAN: An Ensemble Adversarial Network for Topology-Preserving EEG Data Generation for Predicting Cognitive Load Levels ↗ · 2024 · Havugimana, Felix et al. · indexed
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Alpha-band EEG suppression as a neural marker of sustained attentional engagement to conditioned threat stimuli ↗ · 2022 · Bacigalupo, Felix et al. · indexed
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A neurocognitive account of attentional control theory: how does trait anxiety affect the brain's attentional networks? · 2022 · Eysenck, Michael W · archived
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Practice effects on EEG cross-frequency interaction during an Attentional Blink task ↗ · 2012 · Cees, Van Leeuwen · indexed
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Activation of the Prefrontal Cortex in Working Memory and Interference Resolution Processes Assessed with Near-Infrared Spectroscopy ↗ · 2008 · Schreppel, Theresa et al. · indexed
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The underlying mechanisms of tDCS-Based cognitive enhancement in unpredictable task switching: A machine learning-based approach for EEG signal analysis ↗ · 2026 · Wang, Ziyu et al. · indexed
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Beyond the Surface: Revealing the Depths of Brain Activity by Predicting fMRI from EEG with Deep Learning ↗ · 2024 · Semenkov, Ilia et al. · indexed
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Electrophysiological Brain-Cardiac Coupling in Train Drivers during Monotonous Driving ↗ · 2021 · Lees, Ty et al. · indexed
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Event-Related Synchronization and Desynchronization of High-Frequency Electroencephalographic Activity during a Visual Go/No-Go Paradigm ↗ · 2015 · Iijima, Mutsumi et al. · indexed
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Predicting learning plateau of working memory from whole-brain intrinsic network connectivity patterns · 2015 · Yamashita, Masahiro et al. · archived
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Neural Tracking of Sustained Attention, Attention Switching, and Natural Conversation in Audiovisual Environments Using Wearable EEG ↗ · 2026 · Wilroth, Johanna et al. · indexed
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Differences in brain activation during working memory tasks between badminton athletes and non-athletes: An fNIRS study ↗ · 2024 · Song, Yun-Ting et al. · indexed
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Development and validation of the performance evaluation anxiety task: a computerized task to identify functionally significant test anxiety ↗ · 2026 · Winter, Kenneth A. et al. · indexed
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High‐gamma power changes after cognitive intervention: preliminary results from twenty‐one senior adult subjects ↗ · 2016 · Akimoto, Yoritaka et al. · indexed
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Enhancing neural efficiency of cognitive processing speed via training and neurostimulation: An fNIRS and TMS study ↗ · 2019 · Curtin, Adrian et al. · indexed
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Modulation of Sustained Attention by Theta-tACS over the Lateral and Medial Frontal Cortices ↗ · 2021 · Wei, Jinwen et al. · indexed
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Neurophysiological correlates of age-related changes in working memory capacity ↗ · 2006 · Mattay, Venkata. S. et al. · indexed
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The relationship between task-related aperiodic EEG activity, neural inefficiency and verbal working memory in younger and older adults ↗ · 2025 · Sghirripa, Sabrina et al. · indexed
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Toward EEG-Based BCI Applications for Industry 4.0: Challenges and Possible Applications ↗ · 2021 · Douibi, Khalida et al. · indexed
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Young and Middle-aged Adults Differ in Neural Correlate of Sustained Attention: A fNIRS Study ↗ · 2021 · Shenoy, Shweta et al. · indexed
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Medial Prefrontal Theta Bursts Precede Rapid Motor Responses during Visual Selective Attention ↗ · 2007 · Delorme, Arnaud et al. · indexed
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Shared EEG functional connectivity patterns between time reproduction and working memory ↗ · 2026 · Rivera Tello, Sergio et al. · indexed
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A Preliminary Investigation of ERP Components of Attentional Bias in Anxious Adults Using Temporospatial Principal Component Analysis ↗ · 2021 · Gupta, Resh S. et al. · indexed
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A systematic review of event-related potentials as outcome measures of attention bias modification ↗ · 2020 · Carlson, Joshua · indexed
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Neural mechanisms underlying the effects of cognitive fatigue on physical effort-based choice ↗ · 2024 · Dryzer, Michael et al. · indexed
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In search for the most optimal EEG method: A practical evaluation of a water-based electrode EEG system ↗ · 2021 · Topor, Marta et al. · indexed
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Frontal theta activation associated with error detection in toddlers: Influence of familial socio-economic status ↗ · 2026 · Conejero, Angela et al. · indexed
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The neurocognitive mechanism linking temperature and humidity with miners’ working memory: an fNIRS study ↗ · 2024 · Tian, Chenning et al. · indexed
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Custom Domain Adaptation: A New Method for Cross-Subject, EEG-Based Cognitive Load Recognition ↗ · 2020 · Jimenez-Guarneros, Magdiel et al. · indexed
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Differences in blood flow between auditory and visual stimuli in the Psychomotor Vigilance Task and GO/NOGO Task ↗ · 2012 · Hiroyasu, T. et al. · indexed
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Is the N-Back Task a Valid Neuropsychological Measure for Assessing Working Memory? ↗ · 2009 · Miller, K.M. et al. · indexed
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Effects of oxazepam on performance and event-related brain potentials in vigilance tasks with static and dynamic stimuli ↗ · 1994 · van Leeuwen, T. H. et al. · indexed
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Cognitive Mode Detectable with Task-Based fMRI: Response (RESP) ↗ · 2025 · Mascarenhas, Mariana et al. · indexed
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Moderate-to-vigorous physical activity, executive functions and prefrontal brain oxygenation in children: A functional near-infrared spectroscopy study ↗ · 2017 · Mücke, Manuel et al. · indexed
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Neurofeedback Training Aimed to Improve Focused Attention and Alertness in Children With ADHD ↗ · 2013 · Hillard, Brent et al. · indexed
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An Integrated EEG, TMS-EEG and Behavioural Dataset for Investigating the Neural Correlates of Working Memory ↗ · 2026 · Biabani, Mana et al. · indexed
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A Dual Damped Sine Modeling Framework for Time-Resolved Parametric Analysis of EEG: A Methodological Demonstration in the Stroop Task ↗ · 2026 · Jan-Cordón, Damián Enrique · indexed
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6 Hz transcranial alternating current stimulation of mPFC improves sustained attention and modulates alpha phase synchronization and power in dorsal attention network ↗ · 2020 · Rostami, Reza et al. · indexed
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Neurofeedback training improves attention and working memory performance ↗ · 2013 · Wang, Jinn-Rong et al. · indexed
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Functional connectivity patterns in preschool children associated with working memory performance and digital device use ↗ · 2025 · Sutormina, Nadezhda V. et al. · indexed
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Frontal delta and theta power reflect strategy changes during human spatial memory retrieval in a virtual water maze task: an exploratory analysis ↗ · 2024 · Thornberry, Conor et al. · indexed
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Computational validation of optical adaptive depth steering for continuous-wave fNIRS ↗ · 2026 · Althobaiti, Murad · indexed
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EEG Oscillations and Neural Functional Connectivity Underpinning Hypnosis and Hypnotizability ↗ · 2023 · De Pascalis, Vilfredo · indexed
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Self-paced working memory: Validation of verbal variations of the n-back paradigm ↗ · 2007 · McMillan, Kathryn M. et al. · indexed
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Brain Connectivity Related to Working Memory Performance ↗ · 2006 · Hampson, Michelle et al. · indexed
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Development of Unified Neuro-Affective Classification Tool (UNACT) ↗ · 2021 · Hossain, Md Farhad et al. · indexed
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Numerical working memory alters alpha‐beta oscillations and connectivity in the parietal cortices ↗ · 2020 · Koshy, Sam M. et al. · indexed
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Resting-state Electroencephalography Microstates Correlate with Pain Intensity in Patients with Complex Regional Pain Syndrome ↗ · 2023 · Osumi, Michihiro et al. · indexed
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Identification of impulsive adolescents with a functional near infrared spectroscopy (fNIRS) based decision support system ↗ · 2021 · Erdoğan, Sinem Burcu et al. · indexed
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High-amplitude oscillatory events coordinate large-scale cortical interactions during decision-making and attention allocation ↗ · 2025 · Siems, Marcus et al. · indexed
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Two modes of mid-frontal theta suggest a role in conflict and error processing ↗ · 2022 · Muralidharan, Vignesh et al. · indexed
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Developmental trajectories of sensitivity to threat in children and adolescents predict larger medial frontal theta differentiation during response inhibition ↗ · 2023 · Heffer, Taylor et al. · indexed
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Comparative Study of Wet and Dry Systems using EEG-based Convolution Neural Network ↗ · 2020 · Emsawas, Taweesak et al. · indexed
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Exploring Cortical Attentional System by Using fMRI during a Continuous Perfomance Test ↗ · 2010 · Tana, M. G. et al. · indexed
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Resting EEG Periodic and Aperiodic Components Predict Cognitive Decline Over 10 Years ↗ · 2024 · Finley, Anna J. et al. · indexed
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Does heart rate variability predict better executive functioning? A systematic review and meta-analysis ↗ · 2022 · Magnon, Valentin et al. · indexed
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A P300 auditory brain-computer interface based on mental repetition ↗ · 2018 · Marassi, Alessandro et al. · indexed
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Video game training enhances cognitive control in older adults ↗ · 2013 · Anguera, Joaquin A. et al. · indexed
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The validity of <i>d</i> prime as a working memory index: Results from the “Bergen <i>n</i>-back task” ↗ · 2010 · Haatveit, Beathe C. et al. · indexed
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NeuroGaze: a hybrid EEG and eye-tracking brain-computer interface for hands-free interaction in virtual reality ↗ · 2025 · Coutray, Kyle et al. · indexed
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Repeated application of bifocal transcranial alternating current stimulation (tACS) improves network connectivity and driving performance: a double-blind sham control study · 2025 · Fujiyama, Hakuei et al. · archived
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Odd-Even Oddball Task: Evaluating Event-Related Potentials (ERPs) during Word Discrimination Compared to Speech-Token and Tone Discrimination ↗ · 2022 · Voola, Marcus et al. · indexed
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The Neurophysiological Correlates of Frequency Discrimination and the P300 wave: an ERP study ↗ · 2020 · Anastasaki, Chrysi · indexed
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Visual attention, EEG alpha power and T7-Fz connectivity are implicated in prosthetic hand control and can be optimized through gaze training ↗ · 2019 · Parr, J. V. V. et al. · indexed
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Correlation of prefrontal cortical activation with changing vehicle speeds in actual driving: a vector-based functional near-infrared spectroscopy study ↗ · 2013 · Yoshino, Kayoko et al. · indexed
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Modulating Individual Alpha Frequency through Short-Term Neurofeedback for Cognitive Enhancement in Healthy Young Adults ↗ · 2023 · Li, Ben-Zheng et al. · indexed
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Gamma-Band Activity in Human Prefrontal Cortex Codes for the Number of Relevant Items Maintained in Working Memory ↗ · 2012 · Roux, Frédéric et al. · indexed
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Aging amplifies sex differences in low alpha and low beta EEG oscillations · 2024 · Han, Chuanliang et al. · archived
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Meta-analysis of effectiveness of electroencephalogram monitoring of sustained attention for improving online learning achievement ↗ · 2022 · Liu, Enyun et al. · indexed
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Relationship between mental workload and photoplethysmography in the effect of physical performance ↗ · 2017 · Koca, Elif Işikçi et al. · indexed
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Common deactivation patterns during working memory and visual attention tasks: An intra‐subject fMRI study at 4 Tesla ↗ · 2006 · Tomasi, Dardo et al. · indexed
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Depression Affects Working Memory Performance: A Functional Near Infrared Spectroscopy (fNIRS) Study* ↗ · 2021 · Vural, Özge et al. · indexed
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Distinct and complementary mechanisms of oscillatory and aperiodic alpha activity in visuospatial attention ↗ · 2025 · Lu, Runhao et al. · indexed
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Task‐dependent changes in frontal brain asymmetry: Effects of incentive cues, outcome expectancies, and motor responses ↗ · 2001 · Miller, Anita et al. · indexed
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Prefrontal cortex intrinsic functional connectivity and executive function in early childhood and early adulthood using fNIRS ↗ · 2025 · Eng, Cassondra M. et al. · indexed
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Assessing functional impulsivity using functional near-infrared spectroscopy ↗ · 2023 · Nakazawa, Kenta et al. · indexed
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Frontal Theta Activity Supports Detecting Mismatched Information in Visual Working Memory ↗ · 2017 · Liang, Tengfei et al. · indexed
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A Parametric Manipulation of Factors Affecting Task-induced Deactivation in Functional Neuroimaging ↗ · 2003 · McKiernan, Kristen A. et al. · indexed
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Cortical networks for working memory and executive functions sustain the conscious resting state in man ↗ · 2001 · Mazoyer, B et al. · indexed
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Working Memory Processes Are Mediated by Local and Long-range Synchronization of Alpha Oscillations ↗ · 2013 · Crespo-Garcia, Maite et al. · indexed
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The Effect of Single Pulse TMS on Working Memory Performance: An Online TMS And fNIRS Study ↗ · 2026 · Edwards, Summer et al. · indexed
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Anodal Transcranial Direct Current Stimulation Promotes Frontal Compensatory Mechanisms in Healthy Elderly Subjects · 2017 · Cespón, Jesús et al. · archived
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Functional Imaging of Working Memory after 24 Hr of Total Sleep Deprivation ↗ · 2004 · Chee, Michael W. L. et al. · indexed
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Plasma and serum BDNF differentially relate to fNIRS prefrontal cortex activity during executive function and memory tasks ↗ · 2025 · Ronca, Flaminia et al. · indexed
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Frontal midline theta reflects anxiety and cognitive control: Meta-analytic evidence ↗ · 2015 · Cavanagh, James F. et al. · indexed
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Reproducibility of Changes in Behaviour and fMRI Activation Associated with Sleep Deprivation in a Working Memory Task ↗ · 2007 · Lim, Julian et al. · indexed
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Age-Related Alterations in EEG Network Connectivity in Healthy Aging ↗ · 2022 · Javaid, Hamad et al. · indexed
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The power of frontal midline theta and post‐error slowing to predict performance recovery: Evidence for compensatory mechanisms ↗ · 2017 · Valadez, Emilio A. et al. · indexed
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Data‐driven analysis of simultaneous EEG/fMRI reveals neurophysiological phenotypes of impulse control ↗ · 2016 · Schmüser, Lena et al. · indexed
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Ongoing Pain as a Mental Workload Indexed by P300 Depression: Discrimination of Real and Feigned Pain Conditions ↗ · 1991 · Rosenfeld, J. Peter et al. · indexed
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Individual alpha peak frequency predicts 10 Hz flicker effects on selective attention ↗ · 2017 · Gulbinaite, Rasa et al. · indexed
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A covert attention P300-based brain–computer interface: Geospell ↗ · 2012 · Aloise, Fabio et al. · indexed
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Cross-subject mental workload recognition using bi-classifier domain adversarial learning ↗ · 2025 · Zhou, Yueying et al. · indexed
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Neural mechanisms underlying the impact of daylong cognitive work on economic decisions · 2016 · Blain, Bastien et al. · archived
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Sensor Networks for Aerospace Human-Machine Systems ↗ · 2019 · Pongsakornsathien, Nichakorn et al. · indexed
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Single-session and training effects of focused-attention meditation on neurophysiological and behavioural correlates of cognitive control during motor sequence learning ↗ · 2018 · Chan, Russell Weili et al. · indexed
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Brain signatures of predictive and reactive strategies in a simple delayed reaction time task: an EEG study ↗ · 2025 · Brancaccio, Arianna et al. · indexed
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Toward passive BCI: asynchronous decoding of neural responses to direction- and angle-specific perturbations during a simulated cockpit scenario · 2022 · Jalilpour, Shayan et al. · archived
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The neural correlates of volitional attention: A combined fMRI and ERP study ↗ · 2015 · Bengson, Jesse J. et al. · indexed
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Attentional deficits in fibromyalgia: an ERP study with the oddball dual task and emotional stroop task ↗ · 2024 · Cardoso, Susana et al. · indexed
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Effective connectivity analysis of verbal working memory advantage across materials for pathological smartphone users by fNIRS ↗ · 2023 · Guo, Wenxin et al. · indexed
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Brain Oscillation Entrainment by Perceptible and Non-perceptible Rhythmic Light Stimulation ↗ · 2021 · Lingelbach, Katharina et al. · indexed
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The association between cerebral blood flow and standing dual task performance is dependent upon age group and cognitive load · 2025 · Azizah J. Jor’dan et al. · archived
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Toward physiological indices of emotional state driving future ebook interactivity ↗ · 2016 · van Erp, Jan B.F. et al. · indexed
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The strength of anticipatory spatial biasing predicts target discrimination at attended locations: a high‐density EEG study ↗ · 2009 · Kelly, Simon P. et al. · indexed
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Estimating distribution shifts for predicting cross-subject generalization in electroencephalography-based mental workload assessment · 2022 · Albuquerque, Isabela et al. · archived
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The neural markers of an imminent failure of response inhibition ↗ · 2012 · Bengson, Jesse J. et al. · indexed
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A parametric investigation of binaural beats for brain entrainment and enhancing sustained attention ↗ · 2025 · Melnichuk, Anastasiia et al. · indexed
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Reduced left dorsolateral prefrontal activation in problematic smartphone users during the Stroop task: An fNIRS study ↗ · 2023 · Xiang, Ming-Qiang et al. · indexed
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Football players do show “neural efficiency” in the prefrontal cortex during football training using a wireless Bluetooth system ↗ · 2023 · Sultanov, Murad et al. · indexed
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Multimodal physiological monitoring in augmented reality teaching environments for children with neurodevelopmental disorders · 2026 · Zhang, Shuyi et al. · archived
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Neural mechanisms of infant learning: differences in frontal theta activity during object exploration modulate subsequent object recognition ↗ · 2015 · Begus, Katarina et al. · indexed
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Normative Variation of P3a and P3b from a Large Sample ↗ · 2007 · Conroy, Matthew A. et al. · indexed
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The Control of Global Brain Dynamics: Opposing Actions of Frontoparietal Control and Default Mode Networks on Attention ↗ · 2014 · Hellyer, Peter J. et al. · indexed
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Frontal theta and beta synchronizations for monetary reward increase visual working memory capacity ↗ · 2012 · Kawasaki, Masahiro et al. · indexed
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Neural Activities Classification of Human Inhibitory Control Using Hierarchical Model ↗ · 2019 · Chikara, Rupesh Kumar et al. · indexed
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Gamma power in rural Pakistani children: Links to executive function and verbal ability ↗ · 2017 · Tarullo, Amanda R. et al. · indexed
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EEG alpha oscillations in the preparation for global and local processing predict behavioral performance ↗ · 2008 · Volberg, Gregor et al. · indexed
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Load-dependent modulation of alpha oscillations during working memory encoding and retention in young and older adults ↗ · 2019 · Sghirripa, Sabrina et al. · indexed
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The Temporal, Spatial, and Frequency Dimensions of Neural Oscillations Associated With Verbal Working Memory ↗ · 2012 · Stephane, Massoud et al. · indexed
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Individual differences in ERP measures of executive function in early childhood: Relation to low-risk preterm birth and parent-reported behavior ↗ · 2018 · Hodel, Amanda S. et al. · indexed
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Working memory load impairs tacit coordination but not inter-brain EEG synchronization ↗ · 2024 · Newman, Lionel A et al. · indexed
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Frontal Oscillatory Dynamics Predict Feedback Learning and Action Adjustment ↗ · 2011 · van de Vijver, Irene et al. · indexed
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Inhibitory transcranial magnetic theta burst stimulation attenuates prefrontal cortex oxygenation ↗ · 2011 · Tupak, Sara V. et al. · indexed
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Delay modulates spectral correlates in the human EEG of non-verbal auditory working memory ↗ · 2002 · Peterson, David A. et al. · indexed
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EEG markers confirm the arousing effect of moderate hyperthermia in healthy subjects as opposed to sleep restriction ↗ · 2025 · Beauchamps, Vincent et al. · indexed
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EEG alpha band functional connectivity and network structure mark hub overload in Mild Cognitive Impairment during memory maintenance · 2022 · Fodor, Z. et al. · archived
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Changes in Brain Functioning From Infancy to Early Childhood: Evidence From EEG Power and Coherence Working Memory Tasks ↗ · 2007 · Bell, Martha Ann et al. · indexed
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Optimal Transport and Graph Neural Networks for Cross-Session Mental Workload Classification ↗ · 2026 · Demirezen, Güliz et al. · indexed
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BRAIN-COMPUTER INTERFACE INTEGRATED NEUROPSYCHOLOGICAL ASSESSMENT FOR QUASI-PSYCHOTIC SYMPTOMS ↗ · 2026 · Shori, Palak · indexed
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Linking tonic and phasic pupil responses to <scp>P300</scp> amplitude in an emotional face‐word Stroop task ↗ · 2023 · Chang, Yi‐Hsuan et al. · indexed
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The Electrophysiological Dynamics of Interference during the Stroop Task ↗ · 2008 · Hanslmayr, Simon et al. · indexed
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Psychometric properties of the error‐related negativity in children and adolescents ↗ · 2014 · Meyer, Alexandria et al. · indexed
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Cerebral response to emotional working memory based on vocal cues: an fNIRS study ↗ · 2023 · Ohshima, Saori et al. · indexed
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Visual Working Memory Recruits Two Functionally Distinct Alpha Rhythms in Posterior Cortex ↗ · 2022 · Rodriguez-Larios, Julio et al. · indexed
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Emotional Activity Is Negatively Associated With Cognitive Load in Multimedia Learning: A Case Study With EEG Signals ↗ · 2022 · Guo, Xiang et al. · indexed
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Mental Workload Classification of Oceanauts from EEG Data Using Multiclass Support Vector Machines · 2022 · Liu, Xiaoguang et al. · archived
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Physical fitness, but not acute exercise modulates event-related potential indices for executive control in healthy adolescents ↗ · 2009 · Stroth, Sanna et al. · indexed
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Prefrontal GABA and glutamate–glutamine levels affect sustained attention ↗ · 2023 · Kondo, Hirohito M et al. · indexed
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Pupil-linked phasic arousal relates to the reduction of response inhibition: inferences from a simultaneous pupillometry and EEG-fMRI study ↗ · 2022 · Hong, Linbi et al. · indexed
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Application of directed transfer function and network formalism for the assessment of functional connectivity in working memory task ↗ · 2013 · Blinowska, Katarzyna J. et al. · indexed
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Comparing resting state and task-based EEG using machine learning to predict vulnerability to depression ↗ · 2022 · Kaushik, Pallavi et al. · indexed
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Modifications in Prefrontal Cortex Oxygenation in Linear and Curvilinear Dual Task Walking: A Combined fNIRS and IMUs Study ↗ · 2021 · Belluscio, Valeria et al. · indexed
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Effects of light wavelength on MEG ERD/ERS during a working memory task ↗ · 2016 · Okamoto, Yosuke et al. · indexed
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Effects of nicotine on electroencephalographic (EEG) and behavioural measures of visual working memory in non-smokers during a dual-task paradigm ↗ · 2013 · Fisher, Derek J. et al. · indexed
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Combining electrophysiological metrics in assessing changes in working memory load ↗ · 2018 · Duleme, Méyi et al. · indexed
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Literature Review: Impact of Noise on Cognitive Performance Using Electroencephalography ↗ · 2023 · Astuti, Rahmaniyah Dwi et al. · indexed
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Investigating the Interference control in Internet Addiction Disorder: Evidence from Brain Oscillatory Activity associated with Stroop Task ↗ · 2022 · Rostami, Farzad et al. · indexed
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Fast-Paced Breathwork as a Workplace Microbreak Preserves Attentional Orienting and Neural Task Engagement ↗ · 2026 · Dael, Nele et al. · indexed
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Seafarer Mental Workload Assessment Using a Hybrid Deep Learning Model ↗ · 2025 · Jiang, Ruonan et al. · indexed
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Event‐related potentials data quality in young children: Standardized measurement error of ERN and Pe ↗ · 2022 · Isbell, Elif et al. · indexed
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Using Generalizability Theory and the ERP Reliability Analysis (ERA) Toolbox for Assessing Test-Retest Reliability of ERP Scores Part 2: Application to Food-Based Tasks and Stimuli ↗ · 2020 · Carbine, Kaylie Amanda et al. · indexed
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EEG From a Single-Channel Dry-Sensor Recording Device ↗ · 2012 · Johnstone, Stuart J. et al. · indexed
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Alpha-band lateralization during auditory selective attention for brain–computer interface control ↗ · 2018 · Spüler, Martin et al. · indexed
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Suggested visual blockade during hypnosis: Top-down modulation of stimulus processing in a visual oddball task ↗ · 2021 · Franz, Marcel et al. · indexed
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Moving the body or watching the screen: 20-minute exercise modulates brain activity and enhances cognitive performance in younger and older male adults ↗ · 2026 · Wang, Kuo‐Pin et al. · indexed
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The Relationship Between Task‐Related Aperiodic EEG Activity, Neural Inefficiency and Verbal Working Memory in Younger and Older Adults ↗ · 2026 · Sghirripa, Sabrina et al. · indexed
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Using N2pc variability to probe functionality: Linear mixed modelling of trial EEG and behaviour ↗ · 2024 · Hickey, Clayton et al. · indexed
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Alpha and Beta Band Event-Related Desynchronization Reflects Kinematic Regularities ↗ · 2015 · Meirovitch, Yaron et al. · indexed
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Cross spectral changes in medial frontal cortex during an N-back working memory task ↗ · 2010 · Peter, Morris · indexed
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Visual Perceptual Load Does Not Affect the Frequency Mismatch Negativity ↗ · 2019 · Wiens, Stefan et al. · indexed
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Effects of Neurofeedback in the Working Memory of Children with Learning Disorders: An EEG Power-Spectrum Analysis ↗ · 2021 · Martínez-Briones, Benito Javier et al. · indexed
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Event-related transcutaneous vagus nerve stimulation modulates behaviour and pupillary responses during an auditory oddball task ↗ · 2021 · Villani, Valerio et al. · indexed
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Whole-Brain Task-Based BOLD Anatomical Patterns Hypothesized for the Sternberg Item Recognition Paradigm and their Task-Induced BOLD Changes ↗ · 2024 · Chen, Linda et al. · indexed
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Fear, Anxiety, and the Error-Related Negativity: A Registered Report of a Multi-Site Replication Study ↗ · 2023 · Verona, Edelyn · indexed
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Electrodermal Activity (EDA) Morphologies and Prediction of Engagement with Simple Moving Average Crossover: A Mixed-Method Study ↗ · 2024 · Nandipati, Kishore Kumar et al. · indexed
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Intraindividual and Interindividual Differences in Spontaneous Eye Blinking: Relationships to Working Memory Performance and Frontal<scp>EEG</scp>Asymmetry ↗ · 2016 · Bacher, Leigh F. et al. · indexed
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When robots reshape teams: neurodynamic insights into taskwork and teamwork in search and rescue ↗ · 2026 · Spenceley, Robert J. et al. · indexed
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Abnormal functional asymmetry and its behavioural correlates in adults with ADHD: A TMS-EEG study · 2023 · Avnit, Amir et al. · archived
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Cortical responses to whole‐body balance perturbations index perturbation magnitude and predict reactive stepping behavior ↗ · 2020 · Solis‐Escalante, Teodoro et al. · indexed
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Prefrontal oxygenation during working memory in ADHD ↗ · 2010 · Schecklmann, Martin et al. · indexed
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ERP components activated by the “GO!” and “WITHHOLD!” conflict in the random Sustained Attention to Response Task ↗ · 2008 · Zordan, Lara et al. · indexed
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Association of simultaneous sour taste stimulation with prefrontal cortex activation during stroop task performance in healthy adults: a fNIRS study ↗ · 2026 · Li, Xiao Juan et al. · indexed
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Enhancing Mental Workload Prediction through LightGBM during Multitasking ↗ · 2025 · Azhar Ali, Syed Saad et al. · indexed
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A scoping review of effects of acute exercise on executive function: evidence from event-related potentials ↗ · 2025 · Cai, Zhidong et al. · indexed
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Event-Related Potentials of Individuals with Attention-Deficit/Hyperactivity Disorder Performing the Attention Network Task ↗ · 2022 · Rodriguez, P. Dennis et al. · indexed
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Behavioral and ERP measures of attentional bias to threat in the dot-probe task: poor reliability and lack of correlation with anxiety · 2014 · Kappenman, Emily S. et al. · archived
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Lateralized Suppression of Alpha-Band EEG Activity As a Mechanism of Target Processing ↗ · 2018 · Bacigalupo, Felix et al. · indexed
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A reduced P300 prospectively predicts increased depressive severity in adults with clinical depression ↗ · 2021 · Santopetro, Nicholas J. et al. · indexed
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Verbal and visuospatial working memory during pregnancy: EEG correlation between the prefrontal and parietal cortices ↗ · 2018 · Almanza-Sepúlveda, Mayra Linné et al. · indexed
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Frontal Activity of Recent Suicide Attempters: EEG spectrum Power Performing Raven Task ↗ · 2024 · Rasouli, Nafee et al. · indexed
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Single-Trial Event-Related Potential Correlates of Belief Updating ↗ · 2015 · Bennett, Daniel et al. · indexed
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Fronto-parietal and fronto-temporal theta phase synchronization for visual and auditory-verbal working memory ↗ · 2014 · Kawasaki, Masahiro et al. · indexed
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Effect of Cognitive‐Motor Dual‐Task Training on Sustained Attention Performance and Neuromuscular Fatigue During Incremental Cycling in Trained Athletes ↗ · 2025 · Goepp, Thomas et al. · indexed
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Acute Exercise Facilitates the N450 Inhibition Marker and P3 Attention Marker during Stroop Test in Young and Older Adults ↗ · 2018 · Hsieh, Shu-Shih et al. · indexed
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EEG changes caused by spontaneous facial self-touch may represent emotion regulating processes and working memory maintenance ↗ · 2014 · Grunwald, Martin et al. · indexed
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A Systematic Integration of Current Evidence on the Role of Error-Related Negativity as a Biomarker in Psychopathology using Pairwise and Network Meta-Analyses ↗ · 2025 · Riesel, Anja et al. · indexed
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Deep phenotyping of attention impairments and the ‘Inattention Biotype’ in Major Depressive Disorder ↗ · 2019 · Keller, Arielle S. et al. · indexed
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Investigation of Prefrontal Hemodynamics of PTSD Patients While Performing Stroop Task Using fNIRS ↗ · 2014 · Yennu, Amarnath et al. · indexed
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Trial‐by‐trial co‐variation of pre‐stimulus<scp>EEG</scp>alpha power and visuospatial bias reflects a mixture of stochastic and deterministic effects ↗ · 2017 · Benwell, Christopher S. Y. et al. · indexed
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Large-Scale Brain Networks in Board Game Experts: Insights from a Domain-Related Task and Task-Free Resting State · 2012 · Duan, Xujun et al. · archived
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Working memory‐related changes in functional connectivity persist beyond task disengagement ↗ · 2012 · Gordon, Evan M. et al. · indexed
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Functional connectivity in the resting brain: A network analysis of the default mode hypothesis ↗ · 2002 · Greicius, Michael D. et al. · indexed
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Decreased frontal theta frequency during the presence of smartphone among children: an EEG study ↗ · 2024 · Shaer, Rawnaq et al. · indexed
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Effects of acute resistance exercise on prefrontal oxygenation and task-switching performance: Considerations of loading strategies and blood flow restriction ↗ · 2026 · Jung, Myungjin et al. · indexed
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Stress Elevates Frontal Midline Theta in Feedback-based Category Learning of Exceptions ↗ · 2018 · Paul, Marcus et al. · indexed
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A low- dose of caffeine suppresses EEG alpha power and improves working memory in healthy University males ↗ · 2022 · Ajjimaporn, Amornpan et al. · indexed
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The effect of infra low frequency–neurofeedback training on pistol shooting performance and attention in semi-skilled players · 2025 · Bakhtafrooz, Safoura et al. · archived
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Three-ball cascade juggling as a paradigm to study complex motor task execution using mobile brain–body imaging (EEG) ↗ · 2026 · Kim, Hyeonseok et al. · indexed
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Unsupervised Dynamic Time Warping Clustering for Robust Functional Network Identification in fNIRS Motor Tasks ↗ · 2026 · Althobaiti, Murad · indexed
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Testing the Benefits of Neurofeedback on Selective Attention Measured Through Dichotic Listening ↗ · 2015 · Gadea, Marien et al. · indexed
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Cardiorespiratory fitness and prefrontal cortex oxygenation during Stroop task in older males ↗ · 2021 · Goenarjo, Roman et al. · indexed
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The influence of increased working memory load on semantic neural systems: a high-resolution event-related brain potential study ↗ · 2005 · D'Arcy, Ryan C.N. et al. · indexed
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Decoding the Impact of Low‐Saturation Color Background on Working Memory: Insights From <scp>fNIRS</scp> , Eye Tracking, and Subjective Assessments ↗ · 2026 · Xu, Lina et al. · indexed
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Using within-subject pattern classification to understand lifespan age differences in oscillatory mechanisms of working memory selection and maintenance ↗ · 2015 · Karch, Julian D. et al. · indexed
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Human performance and mental workload in augmented reality: brain computer interface advantages over gestures ↗ · 2022 · Da Col, Silvio et al. · indexed
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Sustained Attention in a Counting Task: Normal Performance and Functional Neuroanatomy ↗ · 2002 · Ortuño, F. et al. · indexed
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Towards Practical Deployment: Subject-Independent EEG-Based Mental Workload Classification on Assembly Lines ↗ · 2024 · Pušica, Miloš et al. · indexed
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Shifting Baselines: Longitudinal Reductions in EEG Beta Band Power Characterize Resting Brain Activity with Intensive Meditation ↗ · 2022 · Skwara, Alea C. et al. · indexed
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Modulation of brain connectivity by memory load in a working memory network ↗ · 2014 · Bashivan, Pouya et al. · indexed
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Dragon boat exercise reshapes the temporal-spatial dynamics of the brain ↗ · 2024 · Jiang, Hongke et al. · indexed
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Rhythmic visual stimulation enhances visual search via occipito-parietal alpha modulation: an electroencephalographic study ↗ · 2026 · Wang, Hongwei et al. · indexed
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Electrophysiological Measures of Visual Working Memory in Social Anxiety · 2020 · Yuan, Jing et al. · archived
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Effort and motivation to characterize mental fatigue: behavior and functional connectivity ↗ · 2025 · Read, John et al. · indexed
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Prefrontal cortex activation and working memory performance in individuals with non-clinical depression: Insights from fNIRS ↗ · 2024 · Lim, Seungju et al. · indexed
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Removing the cardiac field artifact from the <scp>EEG</scp> using neural network regression ↗ · 2023 · Arnau, Stefan et al. · indexed
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Age differences in the Attention Network Test: Evidence from behavior and event-related potentials ↗ · 2016 · Williams, Ryan S. et al. · indexed
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Stress and gender effects on prefrontal cortex oxygenation levels assessed during single and dual‐task walking conditions ↗ · 2017 · Holtzer, Roee et al. · indexed
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Error-related negativity and error awareness in a Go/No-go task ↗ · 2020 · Wang, Lijun et al. · indexed
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Resilience to persistent pain is characterized by stable periodic and increased aperiodic cortical activity · 2026 · Zamorano, Anna M. et al. · archived
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Neural dynamics underlying the cue validity effect in target conflict resolution ↗ · 2025 · Duan, Keyi et al. · indexed
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Frequent video game playing alters low-frequency event-related EEG brain oscillations ↗ · 2025 · Yıldırım, Ebru et al. · indexed
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Neurophysiological mechanisms of focused attention meditation: A scoping systematic review ↗ · 2025 · Lieberman, Jonathan M. et al. · indexed
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Evidence of bottom-up homeostatic modulation induced taVNS during emotional and Go/No-Go tasks ↗ · 2024 · Camargo, Lucas et al. · indexed
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Effects of working memory load on frontal connectivity in children with autism spectrum disorder: a fNIRS study ↗ · 2022 · Han, Yvonne M. Y. et al. · indexed
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Evidence of fNIRS-Based Prefrontal Cortex Hypoactivity in Obesity and Binge-Eating Disorder ↗ · 2020 · Rösch, Sarah A. et al. · indexed
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Dorsal anterior cingulate cortex intrinsic functional connectivity linked to electrocortical measures of error monitoring ↗ · 2021 · Gilbertson, Hayley et al. · indexed
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Neural Correlates of Working Memory Performance in Primary Insomnia ↗ · 2013 · Drummond, Sean P. A. et al. · indexed
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Lateralization of event-related beta desynchronization in the EEG during pre-cued reaction time tasks ↗ · 2005 · Doyle, Louise M.F. et al. · indexed
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Oscillatory Dynamics in the Frontoparietal Attention Network during Sustained Attention in the Ferret ↗ · 2016 · Sellers, Kristin K. et al. · indexed
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Context-Aware Adaptive Visualizations for Critical Decision Making · 2025 · Lopez-Cardona, Angela et al. · archived
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Using frequency tagging to investigate the neurocorrelates of divided attention ↗ · 2008 · A., Johnson · indexed
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Functional Connectivity Graph Theory Analysis of Spoken Word Processing Efficiency in Prefrontal Cortical Activation ↗ · 2025 · Skolasinska, Paulina et al. · indexed
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An Improved InceptionTime Model for Mental Workload Assessment Based on EEG Signal ↗ · 2024 · Chen, Yu et al. · indexed
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Objective and Subjective Characteristics of Vigilance under Different Narrow-Bandwidth Light Conditions: Do Shorter Wavelengths Have an Alertness-Enhancing Effect? ↗ · 2019 · Šmotek, Michal et al. · indexed
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Effects of Background Noise and Linguistic Violations on Frontal Theta Oscillations During Effortful Listening ↗ · 2024 · Mohammadi, Yousef et al. · indexed
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Impact of sensory organization tasks on prefrontal cortex activity in older women: a comparative fNIRS study of osteoarthritis and healthy aging ↗ · 2025 · Bishnoi, Alka et al. · indexed
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Application of Graph Theory Features towards EEG Data Classification Models for Working Memory and The Emotional States ↗ · 2021 · Prakash, Bhargav et al. · indexed
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Influence of Acute High-Intensity Resistance Exercise on Cognitive Performance and Prefrontal Cortex Oxygenation in Recreational Weightlifters ↗ · 2024 · Camacho, Samuel M et al. · indexed
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Effects of binaural and monaural beat stimulation on attention and EEG ↗ · 2021 · Engelbregt, Hessel et al. · indexed
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EEG Power Spectrum Correlates of Working Memory in Children with Learning Disorders ↗ · 2020 · Martínez Briones, Benito Javier et al. · indexed
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Effects of working memory load in EEG oscillatory power in adolescents with Asperger syndrome ↗ · 2008 · C., Krause · indexed
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Localizing cortical sources of event‐related potentials in infants’ covert orienting ↗ · 2005 · Richards, John E. · indexed
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Multimodal EEG-fNIRS Fusion for Passive BCI-based Depressive State Classification ↗ · 2026 · Sakurai, Riki et al. · indexed
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Does muscle strength predict working memory? A cross-sectional fNIRS study in older adults ↗ · 2023 · Cai, Zhidong et al. · indexed
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Exploring the cognitive and neural impact of a role-based system on students’ cognitive load during a virtual laboratory activity: An EEG study ↗ · 2026 · Kurtz, Maéva et al. · indexed
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A deep learning approach with event-related spectral EEG data in attentional deficit hyperactivity disorder ↗ · 2019 · Dubreuil-Vall, Laura et al. · indexed
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Gender-specific hemodynamics in prefrontal cortex during visual-verbal working memory by near-infrared spectroscopy ↗ · 2012 · Li, Ting et al. · indexed
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Faster Visual Information Processing in Video Gamers Is Associated With EEG Alpha Amplitude Modulation ↗ · 2020 · Hilla, Yannik et al. · indexed
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Unchanged Cognitive Performance and Concurrent Prefrontal Blood Oxygenation After Accelerated Intermittent Theta-Burst Stimulation in Depression: A Sham-Controlled Study ↗ · 2021 · Struckmann, Wiebke et al. · indexed
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Measuring Strategic Sovereignty: Toward a New Index of Cognitive State Power ↗ · 2026 · Sacko, Souleymane · indexed
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Gamification of an n-back working memory task – Is it worth the effort? An EEG and eye-tracking study ↗ · 2023 · Scharinger, Christian et al. · indexed
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An improved SSVEP-based brain-computer interface with low-contrast visual stimulation and its application in UAV control ↗ · 2024 · Cheng, Yu et al. · indexed
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The Spatial Release of Cognitive Load in Cocktail Party Is Determined by the Relative Levels of the Talkers ↗ · 2017 · Andéol, Guillaume et al. · indexed
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Electrophysiological Responses to Errors and Feedback in the Process of Action Regulation ↗ · 2003 · Luu, Phan et al. · indexed
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Acute after-effects of an urban cycling commute in proximity to traffic on brain activity: an EEG study ↗ · 2026 · MAHOU, Ilann Mathieu et al. · indexed
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Sex Differences in Parietal Lobe Activation Among Orienteering Athletes During a Mental Rotation Task: Evidence from fNIRS ↗ · 2026 · Liu, Yuqing et al. · indexed
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Bidirectional alpha power EEG-neurofeedback during a focused attention meditation practice in novices. ↗ · 2023 · Soriano, Javier R. et al. · indexed
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The effect of music intervention on cognitive aging: from the view of EEG microstates ↗ · 2023 · Guo, Sijia et al. · indexed
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Multimodal EEG-Based Classification of Alzheimer's and MCI Using Olfactory Event-Related Potentials and Transformers ↗ · 2025 · Fatima, Noor et al. · indexed
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Investigating the relationship between driver's sense of agency and EEG: Mu-rhythm is more suppressed in higher SoA case ↗ · 2017 · Yun, Sonmin et al. · indexed
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Neurophysiology of Gambling Behavior and Internet Use Vulnerability: A Comparison Between Behavioral and EEG Measures ↗ · 2021 · Balconi, Michela et al. · indexed
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Electrical stimulation of alpha oscillations stabilizes performance on visual attention tasks. ↗ · 2019 · Clayton, Michael S. et al. · indexed
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Effects of Working Memory Load on Frontal Connectivity in Children with Autism Spectrum Disorder: an fNIRS study ↗ · 2021 · Han, Yvonne M.Y. et al. · indexed
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Mobile brain–body imaging data set of indoor treadmill walking and outdoor walking with a visual search task ↗ · 2024 · Hanada, Grant M. et al. · indexed
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Sex based differences in functional connectivity during a working memory task: an fNIRS study ↗ · 2024 · Shirzadi, Sima et al. · indexed
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Exogenous and endogenous orienting of visuospatial attention in P300-guided brain computer interfaces: A pilot study on healthy participants ↗ · 2012 · Marchetti, M. et al. · indexed
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Appraising the ANT: Psychometric and theoretical considerations of the Attention Network Test. ↗ · 2010 · MacLeod, Jeffrey W. et al. · indexed
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Exergame and Balance Training Modulate Prefrontal Brain Activity during Walking and Enhance Executive Function in Older Adults · 2016 · Eggenberger, Patrick et al. · archived
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Event-related desynchronization in reaction time paradigms: a comparison with event-related potentials and corticospinal excitability ↗ · 2001 · Leocani, L et al. · indexed
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A New Approach to Spatial Covariance Modeling of Functional Brain Imaging Data: Ordinal Trend Analysis · 2005 · Habeck, Christian et al. · archived
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ML-Driven Cognitive Workload Estimation in a VR-based Sustained Attention Task<sup>*</sup> ↗ · 2024 · Szczepaniak, Dominik et al. · indexed
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Autism, Attention, and Alpha Oscillations: An Electrophysiological Study of Attentional Capture ↗ · 2017 · Keehn, Brandon et al. · indexed
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SaleNet: A low-power end-to-end CNN accelerator for sustained attention level evaluation using EEG · 2022 · Zhang, Chao et al. · archived
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Working memory after and during 6 Hz transcranial alternating current stimulation · 2021 · Pavlov, Y. et al. · archived
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The effect of tDCS electrode montage on attention and working memory ↗ · 2022 · Martin, Donel M. et al. · indexed
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The P300 Auditory Event-Related Potential May Predict Segregation of Competing Speech by Bimodal Cochlear Implant Listeners ↗ · 2022 · Tao, Duo-Duo et al. · indexed
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Spatiotemporal characteristics of hemodynamic changes in the human lateral prefrontal cortex during working memory tasks ↗ · 2003 · Hoshi, Yoko et al. · indexed
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Interbrain Coupling during Interpersonal Conflict: an fNIRS hyperscanning study ↗ · 2025 · Cao, Kang et al. · indexed
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Visualization of Spatial Attention on the BCI Cognitive Test Screen ↗ · 2022 · MINAMIO, Yusuke et al. · indexed
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Frontal and central oscillatory changes related to different aspects of the motor process: a study in go/no-go paradigms ↗ · 2004 · Alegre, M. et al. · indexed
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Trial-by-Trial Fluctuations in the Event-Related Electroencephalogram Reflect Dynamic Changes in the Degree of Surprise ↗ · 2008 · Mars, Rogier B. et al. · indexed
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The Influence of Prestimulus 1/f-Like versus Alpha-Band Activity on Subjective Awareness of Auditory and Visual Stimuli ↗ · 2023 · Cunningham, Emily et al. · indexed
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Age-related differences in neural activity resulting from divided attention tasks: an fMRI study ↗ · 2008 · W., Sturm · indexed
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Compensatory Effects of the Prefrontal Cortex on Attention Networks in University Students Migrating to High Altitude—An fNIRS Study ↗ · 2026 · Si, Yang et al. · indexed
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Neural correlates of map representation and spatial orientation in orienteering experts: an fNIRS study ↗ · 2026 · Wang, Long et al. · indexed
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Selective attention increases the temporal precision of the auditory N100 event-related potential ↗ · 2007 · Thornton, A. Roger D. et al. · indexed
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A Comprehensive Survey of EEG Preprocessing Methods for Cognitive Load Assessment ↗ · 2024 · Kyriaki, Konstantina et al. · indexed
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Localizing the Sources of Modulations of the P3m Component by Task Difficulty ↗ · 2022 · Boetzel, Cindy et al. · indexed
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A functional connectivity-based neuromarker of sustained attention generalizes to predict recall in a reading task ↗ · 2018 · Jangraw, David C. et al. · indexed
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Frontal theta synchronization facilitates the updating of statistical regularities, evidenced by predictive eye movements ↗ · 2025 · Holczer, Adrienn et al. · indexed
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Test-retest reliability of kinematic and EEG low-beta spectral features in a robot-based arm movement task ↗ · 2025 · Rueda-Parra, Sebastian et al. · indexed
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The effects of working memory training on functional brain network efficiency ↗ · 2013 · Langer, Nicolas et al. · indexed
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Mid-frontal Theta during Conflict in a Value-based Decision Task ↗ · 2021 · Senftleben, Ulrike et al. · indexed
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Abnormalities of resting state functional connectivity are related to sustained attention deficits in MS. · 2012 · Loitfelder, Marisa et al. · archived
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Task-related excitatory/inhibitory ratios in the fronto-striatal circuitry predict attention control deficits in attention-deficit/hyperactivity disorder ↗ · 2021 · Mamiya, Ping C. et al. · indexed
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Fronto-parietal engagement in response inhibition is inversely scaled with attention-deficit/hyperactivity disorder symptom severity ↗ · 2020 · Kolodny, Tamar et al. · indexed
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Exploring the dynamics of prefrontal cortex in the interaction between orienteering experience and cognitive performance by fNIRS ↗ · 2024 · Liu, Jingru et al. · indexed
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Lateralization of Cerebral Blood Flow Velocity Changes During Cognitive Tasks ↗ · 1999 · Vingerhoets, Guy et al. · indexed
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Using frequency tagging to measure visual perception and selective attention in health and disease ↗ · 2015 · Jason, Mattingley · indexed
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Short-Term Fascial Circulation Exercise Modulates Task-Related Prefrontal Oxygenation During Executive Tasks in Older Women: An fNIRS Pilot Study ↗ · 2026 · Hwang, Suyoung et al. · indexed
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The ZuCo Benchmark on Cross-Subject Reading Task Classification with EEG and Eye-Tracking Data ↗ · 2022 · Hollenstein, Nora et al. · indexed
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Neural Decoding of EEG Signals with Machine Learning: A Systematic Review ↗ · 2021 · Saeidi, Maham et al. · indexed
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Increase in prefrontal cortex oxygenation during static muscular endurance performance is modulated by self-regulation strategies ↗ · 2018 · Wolff, Wanja et al. · indexed
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Working memory load modulates the neural response to other’s pain: Evidence from an ERP study ↗ · 2017 · Cui, Fang et al. · indexed
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Event-related potentials differentiate perceptual and short-term memory-related theory of visual attention (TVA) parameters ↗ · 2011 · Kathrin, Finke · indexed
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Executive Function in the Toddler Data Desert: Working Memory Search and ADHD Risk in a Touchscreen fNIRS Paradigm ↗ · 2026 · Kerr-German, Anastasia N. et al. · indexed
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Spatial Attention-Enhanced EEG Analysis for Profiling Consumer Choices ↗ · 2024 · Panda, Debadrita et al. · indexed
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EEG response in humans for frequency-tagged anticorrelated random-dot stereograms: Increased coherency and alpha oscillations ↗ · 2022 · Derzsi, Zoltan · indexed
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The influence of volume‐matched acute aerobic exercise on inhibitory control in late‐middle‐aged and older adults: A neuroelectric study ↗ · 2023 · Chu, Chien‐Heng et al. · indexed
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Associations between fMRI signal amplitude, hemispheric asymmetry, and task performance ↗ · 2025 · Tomasi, Dardo et al. · indexed
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Modulation of the aperiodic exponent by target and distractor load during working memory delay ↗ · 2025 · Liu, Jie et al. · indexed
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Parietal Alpha Oscillatory Peak Frequency Mediates the Effect of Practice on Visuospatial Working Memory Performance ↗ · 2022 · Bertaccini, Riccardo et al. · indexed
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Test anxiety shapes theta band activity linked to elevated working memory load during the encoding phase ↗ · 2025 · Wei, Hua et al. · indexed
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Is change detection reflected in the fronto-parietal delta response elicited by abstract visual patterns during a delay-dependent working memory task? ↗ · 2011 · Canan, Basar-Eroglu · indexed
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Minimum detectable change in motor and prefrontal cortex activity over repeated sessions using 3T functional MRI and a block design ↗ · 2008 · Goodyear, Bradley G. et al. · indexed
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High‐definition transcranial direct current stimulation dissociates fronto‐visual theta lateralization during visual selective attention ↗ · 2020 · Spooner, Rachel K. et al. · indexed
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The Impact of ERP Reliability Cutoffs on Sample Characteristics and Effect Sizes: Performance-Monitoring ERPs in Psychosis and Healthy Controls ↗ · 2024 · Heindorf, Gavin et al. · indexed
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ERP effects of methylphenidate and working memory load in healthy adults during a serial visual working memory task ↗ · 2010 · Studer, Petra et al. · indexed
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Boosting working memory in the elderly: driving prefrontal theta–gamma coupling via repeated neuromodulation ↗ · 2024 · Diedrich, Lukas et al. · indexed
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Regular, brief mindfulness meditation practice improves electrophysiological markers of attentional control ↗ · 2012 · Moore, Adam et al. · indexed
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Rapid Invisible Frequency Tagging (RIFT) with a consumer monitor: A proof-of-concept ↗ · 2025 · Dimigen, Olaf et al. · indexed
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EEG microstates as an important marker of depression: A systematic review and meta-analysis ↗ · 2024 · Zhang, Si et al. · indexed
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Cognitive load-aware VR rehabilitation: Real-time EEG–EMG fusion for adaptive task difficulty adjustment ↗ · 2026 · Sun, Yuhan · indexed
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Neurophysiological Mechanisms of Focused Attention Meditation: A Scoping Systematic Review ↗ · 2024 · Lieberman, Jonathan et al. · indexed
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An Electrophysiological Probe of Incidental Semantic Association ↗ · 1989 · Kutas, Marta et al. · indexed
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Neural Correlates of Hypnosis: Insights from EEG-Based Machine Learning Models ↗ · 2023 · Farahzadi, Yeganeh et al. · indexed
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Thalamocortical contributions to working memory processes during the n-back task ↗ · 2023 · Chen, Xitong et al. · indexed
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EEG and the Test for the Early Detection of Dementia with Discrimination from Depression (TE4D): a validation study ↗ · 2004 · Brinkmeyer, Jürgen et al. · indexed
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Error-related potentials detection to enhance human-robot collaboration: a mini review ↗ · 2026 · Achanccaray, David et al. · indexed
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Modulation of Peak Alpha Frequency Oscillations During Working Memory Is Greater in Females Than Males ↗ · 2021 · Ghazi, Tara R. et al. · indexed
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The error‐related negativity as a neuromarker of risk or resilience in young children ↗ · 2020 · Lawler, Jamie M. et al. · indexed
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P3a, P3b Characteristics of OSA Patients in the Acute Stroke Population ↗ · 2025 · Zhang, Pingshu et al. · indexed
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Acute stress-related aberrant prefrontal based functional connectivity in high ruminators: An fNIRS study ↗ · 2024 · Peng, Lanxin et al. · indexed
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Prefrontal cortex hemodynamic response to acute high intensity intermittent exercise during executive function processing ↗ · 2022 · Khandekar, Prachi et al. · indexed
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Effects of pain‐related anxiety on components of the pain event‐related potential ↗ · 2006 · Warbrick, Tracy et al. · indexed
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Prefrontal Cortex Involvement during Dual-Task Stair Climbing in Healthy Older Adults: An fNIRS Study ↗ · 2021 · Salzman, Talia et al. · indexed
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Gamma-Band Modulation in Parietal Area as the Electroencephalographic Signature for Performance in Auditory–Verbal Working Memory: An Exploratory Pilot Study in Hearing and Unilateral Cochlear Implant Children ↗ · 2022 · Inguscio, Bianca Maria Serena et al. · indexed
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Dynamic causal modeling of load-dependent modulation of effective connectivity within the verbal working memory network ↗ · 2013 · Dima, Danai et al. · indexed
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Expectancy and attention bias to spiders: Dissecting anticipation and allocation processes using <scp>ERPs</scp> · 2024 · Abado, Elinor et al. · archived
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Reliability and validity of the Delis-Kaplan Executive Function System: An update ↗ · 2004 · DELIS, DEAN C. et al. · indexed
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Explainable and Generalizable Decoding of Auditory Selective Attention from Short, Single-trial EEG for Neurofeedback Training ↗ · 2025 · Ham, Jusung et al. · indexed
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Ecological decoding of visual aesthetic preference with oscillatory electroencephalogram features—A mini-review ↗ · 2024 · Welter, Marc et al. · indexed
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Food stimuli decrease activation in regions of the prefrontal cortex related to executive function: an fNIRS study ↗ · 2023 · Cheng, Chen et al. · indexed
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Larger error negativity peak amplitudes for accuracy versus speed instructions may reflect more neuro-cognitive alignment, not more intense error processing ↗ · 2023 · Mattes, André et al. · indexed
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Human–Dog Interaction Method and Dog Familiarity Differentially Modulate Prefrontal Connectivity and Autonomic Recovery Following Acute Stress: An fNIRS Study · 2026 · Kish, Brianna et al. · archived
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Neural Mechanisms of Early Motor Learning in Laparoscopic Surgery: EEG Connectivity, BDNF, and Cognitive Load ↗ · 2024 · Omurtag, Ahmet et al. · indexed
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EEG assessment of brain dysfunction for patients with chronic primary pain and depression under auditory oddball task ↗ · 2023 · Li, Yunzhe et al. · indexed
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Transcutaneous vagus nerve stimulation (tVNS) enhances conflict-triggered adjustment of cognitive control ↗ · 2018 · Fischer, Rico et al. · indexed
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Pre-stimulus oscillations determine conscious access in the attentional blink task ↗ · 2015 · Denes, Szucs · indexed
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Working memory load modulates the auditory "what" and "where" neural networks ↗ · 2011 · Ada, Leung · indexed
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Neurocognitive model of using analog formats in professional education for the development of sustained attention. ↗ · 2025 · Kochetkova, Natal'ya Pavlovna · indexed
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Effects of Tai Chi on working memory in older adults: evidence from combined fNIRS and ERP ↗ · 2023 · Wang, Chen et al. · indexed
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Impact of <scp>ERP</scp> Reliability Cutoffs on Sample Characteristics and Effect Sizes: Performance‐Monitoring <scp>ERPs</scp> in Psychosis and Healthy Controls ↗ · 2025 · Heindorf, Gavin et al. · indexed
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Soft, curved electrode systems capable of integration on the auricle as a persistent brain–computer interface ↗ · 2015 · Norton, James J. S. et al. · indexed
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Neurocognitive dynamics and behavioral differences of symmetry and asymmetry processing in working memory: insights from fNIRS ↗ · 2025 · Sztuka, Izabela Maria et al. · indexed
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T-GARNet: A Transformer and Multi-Scale Gaussian Kernel Connectivity Network with Alpha-Rényi Regularization for EEG-Based ADHD Detection ↗ · 2025 · Salazar-Dubois, Danna Valentina et al. · indexed
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Respiratory sinus arrhythmia and cognitive functioning in children ↗ · 2008 · Staton, Lori et al. · indexed
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The Functional Significance of Theta and Upper Alpha Oscillations ↗ · 2005 · Klimesch, Wolfgang et al. · indexed
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No Effect of Transcranial Direct Current Stimulation over Left Dorsolateral Prefrontal Cortex on Temporal Attention ↗ · 2021 · London, Raquel E. et al. · indexed
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Attentional Control in The Rostromedial Prefrontal Cortex in a Robot- Assisted Task: an Fnirs Study ↗ · 2021 · Le, Duc Trung et al. · indexed
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Effects of interstimulus intervals on behavioral, heart rate, and event‐related potential indices of infant engagement and sustained attention ↗ · 2016 · Xie, Wanze et al. · indexed
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Study on the impact of incentive mechanisms on the work efficiency of tower crane drivers based on EEG ↗ · 2025 · Wang, Fuwang et al. · indexed
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Precision Enhancement in Sustained Visual Attention Training Platforms: Offline EEG Signal Analysis for Classifier Fine-Tuning ↗ · 2024 · Norouzi, Maryam et al. · indexed
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Prefrontal Modulation of Visual Processing and Sustained Attention in Aging, a tDCS–EEG Coregistration Approach ↗ · 2018 · Brosnan, Méadhbh B. et al. · indexed
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Frontal-midline theta and posterior alpha oscillations index early processing of spatial representations during active navigation ↗ · 2023 · Du, Yu Karen et al. · indexed
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Decreased Event-Related Desynchronization of Mental Rotation Tasks in Young Tibetan Immigrants ↗ · 2021 · Xiang, Zu-qiang et al. · indexed
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The neurobiology of placebo effects in sports: EEG frontal alpha asymmetry increases in response to a placebo ergogenic aid ↗ · 2019 · Broelz, Ellen K. et al. · indexed
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Bayesian Modeling of the Dynamics of Phase Modulations and their Application to Auditory Evoked Responses at Different Loudness Scales · 2016 · eMortezapouraghdam, Zeinab et al. · archived
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Fronto-parietal alpha ERD and visuo-spatial attention in pregnant women ↗ · 2023 · Plamberger, C.P. et al. · indexed
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Event‐related <scp>EEG</scp> synchronization and desynchronization in patients with obsessive–compulsive disorder ↗ · 2023 · Pronina, Marina V. et al. · indexed
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Dissociation of the mismatch negativity and processing negativity attentional waveforms with nitrous oxide ↗ · 1999 · Pang, Elizabeth W. et al. · indexed
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Larger error negativity peak amplitudes for accuracy versus speed instructions may reflect more neuro-cognitive alignment, not more intense error processing ↗ · 2022 · Mattes, André et al. · indexed
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Single-trial modeling separates multiple overlapping prediction errors during reward processing in human EEG ↗ · 2021 · Hoy, Colin W. et al. · indexed
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Working Memory in Children with Learning Disorders: An EEG Power Spectrum Analysis ↗ · 2020 · Martínez-Briones, Benito et al. · indexed
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Logistic regression of working memory impairments in children based on single-trial ERP features ↗ · 2014 · Tumari, Siti Zubaidah Mohd et al. · indexed
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Personal Identification Based on Brain Networks of EEG Signals ↗ · 2018 · Kong, Wanzeng et al. · indexed
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A Working Memory Deficit among Dyslexic Readers with No Phonological Impairment as Measured Using the N-Back Task: An fNIR Study ↗ · 2012 · Sela, Itamar et al. · indexed
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DHA Supplementation Alone or in Combination with Other Nutrients Does not Modulate Cerebral Hemodynamics or Cognitive Function in Healthy Older Adults ↗ · 2016 · Jackson, Philippa et al. · indexed
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AUDITORY EVENT‐RELATED POTENTIALS AND REACTION TIME IN CHILDREN EVALUATION OF COGNITIVE DEVELOPMENT ↗ · 1993 · Fuchigami, Tatsuo et al. · indexed
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Acute Effect of a Simultaneous Exercise and Cognitive Task on Executive Functions and Prefrontal Cortex Oxygenation in Healthy Older Adults ↗ · 2022 · Pellegrini-Laplagne, Manon et al. · indexed
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Modulation of motor cortex activity in a visual working memory task of hand images · 2018 · Galvez-Pol, Alejandro et al. · archived
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Movement of the stimulated finger in a Go/NoGo task enhances attention directed to that finger as evidenced by P300 amplitude modulation ↗ · 2023 · Sugawara, Kazuhiro et al. · indexed
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Alpha Synchrony and the Neurofeedback Control of Spatial Attention ↗ · 2019 · Bagherzadeh, Yasaman et al. · indexed
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EEG µ and ß rhythms scaled from action observation to real-world social interaction: Evidence from a four-tier scalable design study ↗ · 2025 · Parada, Francisco J. et al. · indexed
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The N2pc component reliably captures attentional bias in social anxiety ↗ · 2017 · Reutter, Mario et al. · indexed
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High-Learners Present Larger Mid-Frontal Theta Power and Connectivity in Response to Incorrect Performance Feedback ↗ · 2013 · Luft, Caroline Di Bernardi et al. · indexed
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Exploring the Distinguishable Characteristics of EEG Signals of Visually impaired Persons (VIPs): Cognitive Load Perspective ↗ · 2025 · Banerjee, Aranyak et al. · indexed
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Reward motivation and neurostimulation interact to improve working memory performance in healthy older adults: A simultaneous tDCS-fNIRS study ↗ · 2019 · Di Rosa, Elisa et al. · indexed
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Effects of cable car ascent to 2700 meters on mean EEG frequency and event-related desynchronization ↗ · 2005 · Guger, Christoph et al. · indexed
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Caffeine improved cycling trial performance in mentally fatigued cyclists, regardless of alterations in prefrontal cortex activation ↗ · 2019 · Franco-Alvarenga, Paulo Estevão et al. · indexed
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Identifying the neural signature of thermic comfort sensation: neuroergonomic evaluation of a new ventilating system integrated in car seat ↗ · 2018 · Breton, Audrey et al. · indexed
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Multi-Source Domain Generalization with Few-Shot Fine-Tuning (MSDG-FT) for Cross-Dataset EEG Mental Workload Classification ↗ · 2026 · G, Abinaya et al. · indexed
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Effect of Yoga on Hemodynamic Changes at Prefrontal cortex during Sustained Attention Task ↗ · 2019 · Dev, Prakash et al. · indexed
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Striatal iron content is linked to reduced fronto-striatal brain function under working memory load ↗ · 2019 · Rodrigue, Karen M. et al. · indexed
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The temporal dynamics of resting-state EEG microstates reflected the differences in socioeconomic status among college students ↗ · 2026 · Ren, Qidan et al. · indexed
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Exercise improves reaction time without compromising accuracy in a novel easy-to-administer tablet-based cognitive task ↗ · 2013 · Rattray, Ben et al. · indexed
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Electroencephalographic study of the Error Related Negativity in patients suffering from treatment-resistant obsessive-compulsive disorder ↗ · 2023 · Wassouf, I. et al. · indexed
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No Differential Effects of Two Different Alpha-Band Electrical Stimulation Protocols Over Fronto-Parietal Regions on Spatial Attention ↗ · 2018 · van Schouwenburg, Martine R. et al. · indexed
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Effects of Chronic Alcohol Consumption in a Visual Attention Task and an Auditory Oddball Task: An Event-Related Potential Study ↗ · 2005 · Bijl, Suzanne et al. · indexed
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The ZuCo benchmark on cross-subject reading task classification with EEG and eye-tracking data ↗ · 2023 · Hollenstein, Nora et al. · indexed
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Working memory revived in older adults by synchronizing rhythmic brain circuits ↗ · 2019 · Reinhart, Robert M. G. et al. · indexed
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Contingent negative variation and reaction time of physically-trained subjects in simple and discriminative tasks. ↗ · 1990 · Arito, Heihachiro et al. · indexed
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Single-trial EEG analysis reveals burst structure during photic driving · 2023 · Oppermann, Hannes et al. · archived
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Respiration-entrained brain oscillations in healthy fMRI participants with high anxiety ↗ · 2023 · Pfurtscheller, Gert et al. · indexed
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Separating early and intermediate vision EEG signatures of facial emotion recognition in a fast divided attention task to eye and mouth features ↗ · 2026 · Costa, Diana et al. · indexed
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Impact of AI-generated characters on visual attention and prefrontal cognitive responses across age and image type conditions: using fNIRS and eye-tracking ↗ · 2026 · Cha, Jaechang et al. · indexed
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Brain oscillatory responses during an auditory–verbal working memory task in Asperger syndrome ↗ · 2008 · C., Krause · indexed
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Revisiting the link between error significance and the error-related negativity: A multi-lab direct replication ↗ · 2026 · Senderecka, Magdalena et al. · indexed
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A meta-analysis suggests that tACS improves cognition in healthy, aging, and psychiatric populations ↗ · 2023 · Grover, Shrey et al. · indexed
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Alpha-band desynchronization predicts attractor dynamics in visual working memory ↗ · 2022 · Gupta, Sanchit et al. · indexed
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Working memory load reduces facilitated processing of threatening faces: An ERP study. ↗ · 2012 · Van Dillen, Lotte F. et al. · indexed
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Reduced <scp>P300</scp> amplitude is consistently associated with trait anhedonia across repeated assessments ↗ · 2022 · Santopetro, Nicholas J. et al. · indexed
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Cognitive Response of Underground Car Driver Observed by Brain EEG Signals ↗ · 2024 · Zhang, Yizhe et al. · indexed
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Periodic and aperiodic contributions to theta‐beta ratios across adulthood ↗ · 2022 · Finley, Anna J. et al. · indexed
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Signal-space projection suppresses the tACS artifact in EEG recordings · 2019 · Vosskuhl, Johannes et al. · archived
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A Bibliometric Examination of EEGLAB Publications in Scopus and WoS Indexed Sources: A 20-Year Study of Asia-Pacific and Arabian Countries ↗ · 2026 · Fayaz, Mohammad et al. · indexed
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Motivational incentives and methylphenidate enhance electrophysiological correlates of error monitoring in children with attention deficit/hyperactivity disorder ↗ · 2013 · Groom, Madeleine J. et al. · indexed
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Immediate effects and duration of a short and single application of transcutaneous auricular vagus nerve stimulation on P300 event related potential ↗ · 2023 · Gurtubay, Iñaki G. et al. · indexed
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Phoneme Monitoring in Developmental Dyslexia: Pupillometric Evidence for Cognitive Rather than Acoustic Origins of Phonological Deficits ↗ · 2026 · Rossi, Marina et al. · indexed
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Transcranial photobiomodulation improves prefrontal oxygenation and impulse control in adults with ADHD: a randomized controlled trial ↗ · 2026 · Salehpour, Farzad et al. · indexed
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The role of human intraparietal sulcus in evidence accumulation revealed by EEG and model-informed fMRI ↗ · 2025 · Wongtrakun, Jaeger et al. · indexed
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P300 and the internal model in a multiple choice reaction-time task ↗ · 1994 · NITTONO, Hiroshi et al. · indexed
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Reaction Time in a Visual 4-Choice Reaction Time Task: ERP Effects of Motor Preparation and Hemispheric Involvement ↗ · 2016 · Antonova, Ingrida et al. · indexed
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Enhanced error‐related negativity on flanker errors: Error expectancy or error significance? ↗ · 2012 · Maier, Martin E. et al. · indexed
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ERP changes induced by methylphenidate in boys with Attention Deficit Hyperactivity Disorder ↗ · 1996 · Miller, D.C. et al. · indexed
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Balancing Efficiency and Compensation: Age-related Theta and Alpha Dynamics in High-load Working Memory ↗ · 2025 · León-Correa, Esteban et al. · indexed
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Shedding Light on the Effects of Moderate Acute Exercise on Working Memory Performance in Healthy Older Adults: An fNIRS Study ↗ · 2020 · Stute, Katharina et al. · indexed
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Visualizing Neuropharmacological Effects of Guanfacine Extended Release in Attention Deficit Hyperactivity Disorder Using Functional Near-Infrared Spectroscopy ↗ · 2021 · Ikeda, Takahiro et al. · indexed
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Temporal decomposition of EEG during a simple reaction time task into stimulus- and response-locked components ↗ · 2008 · Takeda, Yusuke et al. · indexed
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Greater habitual moderate-to-vigorous physical activity is associated with better executive function and higher prefrontal oxygenation in older adults ↗ · 2021 · O’Brien, Myles W. et al. · indexed
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Warmer Environments Increase Implicit Mental Workload Even If Learning Efficiency Is Enhanced ↗ · 2020 · Kimura, Tsukasa et al. · indexed
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A Wearable Channel Selection-Based Brain-Computer Interface for Motor Imagery Detection ↗ · 2016 · Lo, Chi-Chun et al. · indexed
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Cognitive neuroscience techniques in determining the right time of advertising ↗ · 2020 · Alsakaa, Akeel A. et al. · indexed
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Error‐related negativity (ERN) and sustained threat: Conceptual framework and empirical evaluation in an adolescent sample ↗ · 2016 · Weinberg, Anna et al. · indexed
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Examining individual differences in reading and attentional control networks utilizing an oddball fMRI task ↗ · 2019 · Arrington, C. Nikki et al. · indexed
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Effects of Upright and Recumbent Cycling on Executive Function and Prefrontal Cortex Oxygenation in Young Healthy Men ↗ · 2016 · Faulkner, James et al. · indexed
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Low-power, multi-channel LED driver for portable fNIRS applications ↗ · 2014 · Fanpeng Kong et al. · indexed
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Reduced Medial Frontal Positivity During the Stimulus-Response Interval Precedes Action Errors and Explains Task Deficits in Attention-Deficit Hyperactivity Disorder ↗ · 2018 · Burwell, Scott J. et al. · indexed
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Functional brain‐electrical correlates of negative priming in the flanker task: Evidence for episodic retrieval ↗ · 2009 · Gibbons, Henning · indexed
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Nonspecific Visuospatial Imagery as a Novel Mental Task for Online EEG-Based BCI Control ↗ · 2020 · Stojic, Filip et al. · indexed
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Magnetoencephalographic alpha band connectivity reveals differential default mode network interactions during focused attention and open monitoring meditation ↗ · 2014 · Marzetti, Laura et al. · indexed
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Within-subject reaction time variability: Role of cortical networks and underlying neurophysiological mechanisms ↗ · 2021 · Paraskevopoulou, Sivylla E. et al. · indexed
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The effects of cardiorespiratory fitness on executive function and prefrontal oxygenation in older adults ↗ · 2019 · Mekari, Said et al. · indexed
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tDCS Electrode Montage Differentially Affects Autonomic Arousal and Working Memory Performance ↗ · 2017 · Rushby, Jacqueline et al. · indexed
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Effect of Psychostimulants on Distinct Attentional Parameters in Attentional Deficit/Hyperactivity Disorder ↗ · 2004 · LÓPEZ, JAVIER et al. · indexed
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Working Memory of Identification of Emotional Vocal Expressions: An fMRI Study ↗ · 2001 · Rämä, Pia et al. · indexed
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Late visual and auditory ERP components and choice reaction time ↗ · 1993 · Falkenstein, M. et al. · indexed
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Action Video Gaming Experience Related to Altered Resting-State EEG Temporal and Spatial Complexity ↗ · 2021 · Cui, Ruifang et al. · indexed
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Multimodal Physiological Signal Analysis for Stress, Fatigue, and Cognitive Load Monitoring in Healthcare ↗ · 2026 · Dubey, Yogesh et al. · indexed
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Measuring network disruption in neurodegenerative diseases: New approaches using signal analysis ↗ · 2019 · McMackin, Roisin et al. · indexed
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Evaluation of redundancy effect in multimedia learning environment using EEG signals and eye-tracking ↗ · 2024 · Mutlu Bayraktar, Duygu et al. · indexed
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Head-area sensing in virtual reality: future visions for visual perception and cognitive state estimation ↗ · 2024 · Pettersson, K. et al. · indexed
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Associations between repetitive negative thinking and resting-state network segregation among healthy middle-aged adults · 2022 · Solé-Padullés, Cristina et al. · archived
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Event-related-potentials reveal an age-related decline in inhibition during a working memory task. ↗ · 2015 · Helen, Gaeta et al. · indexed
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Unsupervised decoding of single-trial EEG reveals unique states of functional brain connectivity that drive rapid speech categorization decisions ↗ · 2019 · Al-Fahad, Rakib et al. · indexed
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Functional connectivity analysis of working memory during a mental arithmetic task ↗ · 2016 · Rina, Hagiwara et al. · indexed
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Associations between resting respiratory sinus arrhythmia, intraindividual reaction time variability, and trait positive affect. ↗ · 2018 · Lü, Wei et al. · indexed
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Classification effects of real and imaginary movement selective attention tasks on a P300-based brain–computer interface ↗ · 2010 · Salvaris, Mathew et al. · indexed
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Dissociable feedback valence effects on frontal midline theta during reward gain versus threat avoidance learning ↗ · 2022 · Stolz, Christopher et al. · indexed
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ERP differences in visual attention processing between attention-deficit hyperactivity disorder and control boys in the absence of performance differences ↗ · 2000 · KARAYANIDIS, FRINI et al. · indexed
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Natural Odor Inhalers (AromaStick®) Outperform Red Bull® for Enhancing Cognitive Vigilance: Results From a Four-Armed, Randomized Controlled Study ↗ · 2020 · Schneider, Rainer · indexed
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Spectral Power Measurement of EEG Neural Oscillation During Emotional Regulation Tasks: A Signal Processing Approach ↗ · 2026 · Akbar, Zarina et al. · indexed
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Unveiling Cognitive Interference: fNIRS Insights Into Poststroke Aphasia During Stroop Tasks ↗ · 2025 · Lu, Chong et al. · indexed
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Inhibitory Control of Emotional Interference in Deaf Children: Evidence From Event-Related Potentials and Event-Related Spectral Perturbation Analysis ↗ · 2022 · Chen, Qiong et al. · indexed
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Effect of short-term intensive design-based STEM learning on executive function: an fNIRS study of the left-behind children ↗ · 2024 · Ding, Keya et al. · indexed
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The involvement of ipsilateral temporoparietal cortex in tactile pattern working memory as reflected in beta event-related desynchronization ↗ · 2007 · Li Hegner, Yiwen et al. · indexed
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Examining the effects of prenatal alcohol exposure on performance of the sustained attention to response task in children with an <scp>FASD</scp> ↗ · 2023 · Pinner, J. F. L. et al. · indexed
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Dynamic reconfiguration of functional brain networks during working memory training ↗ · 2020 · Finc, Karolina et al. · indexed
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Decomposing Simon task BOLD activation using a drift-diffusion model framework ↗ · 2019 · McIntosh, James R et al. · indexed
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Event- and Motor-Related Potentials During the Continuous Performance Task in Attention- Deficit/Hyperactivity Disorder ↗ · 2002 · Sartory, Gudrun et al. · indexed
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Application of EEG-interval-spectrum-analysis (EISA) to the study of photic driving responses ↗ · 1975 · Fukushima, Takanori · indexed
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Wavelength-Dependent Modulation of Brain Responses to a Working Memory Task by Daytime Light Exposure ↗ · 2007 · Vandewalle, G. et al. · indexed
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Ethical Concerns and Perceptions of Consumer Neurotechnology from Lived Experiences of Mental Workload Tracking ↗ · 2022 · Midha, Serena et al. · indexed
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Diminished error-related negativity and error positivity in children and adults with externalizing problems and disorders: a meta-analysis on error processing ↗ · 2021 · Lutz, Miranda Christine et al. · indexed
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Tympanic membrane temperature, exposure to emotional stimuli and the sustained attention to response task ↗ · 2009 · Helton, William S. et al. · indexed
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Deep Neural Network for Visual Stimulus-Based Reaction Time Estimation Using the Periodogram of Single-Trial EEG ↗ · 2020 · Chowdhury, Mohammad Samin Nur et al. · indexed
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BioBoard: A multimodal physiological sensing platform for wearables ↗ · 2025 · Nassibi, Amir et al. · indexed
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The use of the differential outcomes procedure for the recognition of facial expressions of complex emotions and its electrophysiological correlates · 2024 · García-Pérez, Ángel et al. · archived
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Feedback Related Potentials for EEG-Based Typing Systems ↗ · 2022 · Gonzalez-Navarro, Paula et al. · indexed
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Quantifying the heritability of task-related brain activation and performance during the N-back working memory task: A twin fMRI study ↗ · 2008 · Blokland, Gabriëlla A.M. et al. · indexed
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Null tDCS Effects in a Sustained Attention Task: The Modulating Role of Learning ↗ · 2018 · Jacoby, Noa et al. · indexed
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Influences of social cognition on visuospatial attention: A neurophysiological investigation ↗ · 2017 · Wei, Grace et al. · indexed
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Localizing evoked cortical activity associated with balance reactions: does the anterior cingulate play a role? ↗ · 2014 · Marlin, Amanda et al. · indexed
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Dynamic cognitive characteristics of emotional conflict in subthreshold depressed patients: An Event-Related Potential Study ↗ · 2021 · Wang, Weizhou et al. · indexed
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A Comparison of Approaches for Motion Artifact Removal from Wireless Mobile EEG During Overground Running ↗ · 2025 · Ledwidge, Patrick S. et al. · indexed
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Effects of white noise on event-related potentials in somatosensory Go/No-go paradigms ↗ · 2017 · Ohbayashi, Wakana et al. · indexed
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PTSD monitoring by using brain computer interface for unmanned aerial vehicle operator safety ↗ · 2014 · El Diwiny, Marwa et al. · indexed
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Automaticity, Attention, and Executive Control, and their relation to Mismatch Negativity ↗ · 2009 · Leon, Deouell · indexed
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Beta-band desynchronization reflects uncertainty in effector selection during motor planning ↗ · 2021 · van Helvert, Milou J.L. et al. · indexed
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Brief Training in Mindfulness May Normalize Blunted Error-Related Negativity in Chronically Depressed Patients ↗ · 2017 · Barnhofer, Thorsten et al. · indexed
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A longitudinal study of emotion regulation and anxiety in middle childhood: Associations with frontal EEG asymmetry in early childhood ↗ · 2010 · Hannesdóttir, Dagmar Kr. et al. · indexed
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Go/no-go training affects frontal midline theta and mu oscillations to passively observed food stimuli ↗ · 2018 · van de Vijver, Irene et al. · indexed
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An electrophysiological dual-task study of visual word processing without task switching ↗ · 2011 · Eric, Ruthruff · indexed
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Socioeconomic status and neural processing of a go/no-go task in preschoolers: An assessment of the P3b ↗ · 2019 · St. John, Ashley M. et al. · indexed
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Increased Prefrontal Oxygenation Related to Distractor-Resistant Working Memory in Children with Attention-Deficit/Hyperactivity Disorder (ADHD) ↗ · 2013 · Tsujimoto, Satoshi et al. · indexed
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An event-related potential investigation of spatial attention orientation in children trained with mental abacus calculation ↗ · 2017 · Liu, Xiaoqin et al. · indexed
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Simultaneous EEG-fMRI in Patients with Unverricht-Lundborg Disease: Event-Related Desynchronization/Synchronization and Hemodynamic Response Analysis ↗ · 2010 · Visani, Elisa et al. · indexed
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Glucose and caffeine effects on sustained attention: an exploratory fMRI study. ↗ · 2010 · Serra‐Grabulosa, Josep M et al. · indexed
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Event-Related Brain Potentials when Comparing Visual Stimuli – Words and Pictures ↗ · 2025 · Nikishena, I.S. · indexed
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The role of prefrontal catecholamines in attention and working memory ↗ · 2014 · Clark, Kelsey L. et al. · indexed
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Dissociating the Role of Dorsolateral Prefrontal Cortex and Ventrolateral Prefrontal Cortex in Cognitive Control in Depression: A Combined HD-tDCS and fNIRS Study ↗ · 2025 · Hernández-Sauret, Ana et al. · indexed
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Evaluation of brain aging by EEG analysis of photic driving response ↗ · 2010 · Tadanori Fukami et al. · indexed
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Expectation Violation Influences Neural Responses to the Accessibility of Cognitions Related to Suicide and Life: A Simultaneous EEG-fNIRS Study ↗ · 2026 · Liu, Bo et al. · indexed
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Neural sources of prediction errors detect unrealistic VR interactions ↗ · 2022 · Gehrke, Lukas et al. · indexed
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Error-related negativity predicts increases in anxiety in a sample of clinically anxious female children and adolescents over 2 years ↗ · 2021 · Meyer, Alexandria et al. · indexed
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Is Alpha Wave Neurofeedback Effective with Randomized Clinical Trials in Depression? A Pilot Study ↗ · 2010 · Choi, Sung Won et al. · indexed
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Event-Related Brain Potentials in Reading Disabled Children during an Inverse Serial Digit Detection Task ↗ · 2008 · Gómez-Velázquez, Fabiola R. et al. · indexed
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Creativity Neurodynamics and Ageing: a microstate EEG pilot study. ↗ · 2025 · Olszewska, Martyna et al. · indexed
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Impact of Heartfulness Meditation on EEG Alpha Band Power across Different Meditation Experience Levels ↗ · 2025 · Singh, Gyaneshwar et al. · indexed
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Prenatal exposure to organophosphate pesticides and functional neuroimaging in adolescents living in proximity to pesticide application ↗ · 2019 · Sagiv, Sharon K. et al. · indexed
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N2 event-related potential correlates of response inhibition in an auditory Go/Nogo task ↗ · 2006 · Kaiser, Stefan et al. · indexed
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Prismatic Adaptation Modulates Oscillatory EEG Correlates of Motor Preparation but Not Visual Attention in Healthy Participants ↗ · 2017 · Bracco, Martina et al. · indexed
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Association between EEG alpha power and visuospatial function in obsessive–compulsive disorder ↗ · 2003 · SHIN, YONG‐WOOK et al. · indexed
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Sex Differences in Sustained Attention Performance and Neuromuscular Fatigue During an Intense Cognitive-Motor Dual Task in Normoxia and Hypoxia ↗ · 2025 · Goepp, Thomas et al. · indexed
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Post-Exercise Cognition and Prefrontal Hemodynamic Responses in Athletes: An Investigation of Low vs. High Glycemic Index Breakfast ↗ · 2025 · Bediz, Çiğdem et al. · indexed
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Burst Firing Synchronizes Prefrontal and Anterior Cingulate Cortex during Attentional Control ↗ · 2014 · Womelsdorf, Thilo et al. · indexed
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Modulatory mechanisms of long-term volleyball practice on visuospatial working memory capacity: an fNIRS study ↗ · 2025 · Zhang, Wen et al. · indexed
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Periodic and Aperiodic Contributions to Theta-Beta Ratios Across Adulthood ↗ · 2021 · Finley, Anna J et al. · indexed
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Aberrant resting-state connectivity of auditory, ventral attention/salience and default-mode networks in adults with attention deficit hyperactivity disorder · 2022 · Blomberg, Rina et al. · archived
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Oral carbohydrate sensing enhances prefrontal cortex oxygenation, reduces perceived exertion, and improves high-intensity cycling performance: A randomized crossover trial ↗ · 2026 · Park, Seung-Bo et al. · indexed
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Event-Related Potentials Measured From In and Around the Ear Electrodes Integrated in a Live Hearing Device for Monitoring Sound Perception ↗ · 2018 · Denk, Florian et al. · indexed
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Adaptive VR-based Stroop Task Driven by Cognitive Engagement to Enhance Sustained Attention in Young Adults ↗ · 2025 · Loaeza-Martinez, Alfredo et al. · indexed
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The roles of selective attention and desensitization in the association between video gameplay and aggression: An ERP investigation ↗ · 2018 · Jabr, Mejdy M. et al. · indexed
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An ERP study on visual attention to facial stimuli; N170 component ↗ · 2014 · Kafshgari, Narges Nourian et al. · indexed
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Brief training in mindfulness may normalize a blunted error-related negativity in chronically depressed patients ↗ · 2017 · Fissler, Maria et al. · indexed
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Working Memory in Patients with Varying Degree of Hepatic Encephalopathy (HE): A Pilot EEG-fNIRS Study ↗ · 2023 · Zarantonello, Lisa et al. · indexed
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The effect of swearing on error-related negativity as an indicator for state disinhibition ↗ · 2025 · Beck, Venja et al. · indexed
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Evaluating and benchmarking the EEG signal quality of high-density, dry MXene-based electrode arrays against gelled Ag/AgCl electrodes ↗ · 2024 · Erickson, Brian et al. · indexed
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Load- and practice-dependent increases in cerebro-cerebellar activation in verbal working memory: an fMRI study ↗ · 2005 · Kirschen, Matthew P. et al. · indexed
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Enhanced control of dorsolateral prefrontal cortex neurophysiology with real-time functional magnetic resonance imaging (rt-fMRI) neurofeedback training and working memory practice ↗ · 2016 · Sherwood, Matthew S. et al. · indexed
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Adaptive anterior hippocampal responses to oddball stimuli · 2001 · Strange, Bryan A. et al. · archived
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Anatomy-informed recommendations for electrode montage and shape in electrical stimulation methods: a tDCS case study ↗ · 2026 · Stoupis, Dimitrios et al. · indexed
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Identification of neurophysiological biotypes in attention deficit hyperactivity disorder ↗ · 2018 · Barth, Beatrix et al. · indexed
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Offline Parietal Intermittent Theta Burst Stimulation or Alpha Frequency Transcranial Alternating Current Stimulation Has No Effect on Visuospatial or Temporal Attention ↗ · 2022 · Moretti, Jessica et al. · indexed
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EEG & Eye-Tracking Changes With Expertise In A Multi-Vehicle Control Task ↗ · 2018 · Harel, Assaf et al. · indexed
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The Effect of Body Mass Index on Prefrontal Cortex Hemodynamic and Cognitive Functions In Exercise-Induced Hypohydration in Male Athletes ↗ · 2026 · Bediz, Cigdem et al. · indexed
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The impact of eye closure on anticipatory alpha activity in a tactile discrimination task ↗ · 2021 · ElShafei, Hesham A. et al. · indexed
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Brain Active Areas Associated with a Mental Arithmetic Task: An eLORETA Study ↗ · 2023 · Dattola, Serena et al. · indexed
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Relation between Brain Activity and Reaction Time in a Mental Rotation Task: An EEG Study ↗ · 2014 · KUSUMOTO, Aya et al. · indexed
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Effect of medication on the rostrolateral prefrontal oxygenation and thalamic volume asymmetry in youths with ADHD ↗ · 2024 · Kim, Hyuna et al. · indexed
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Cerebral oxygenation during submaximal and peak exercise for sedentary adults with and without down syndrome ↗ · 2025 · Boer, Pieter-Henk · indexed
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Theta oscillations in the prefrontal-hippocampal circuit do not couple to respiration-related oscillations ↗ · 2021 · Srikanth, Sunandha et al. · indexed
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A comparative study of EEG functional and effective connectivity patterns in children with learning difficulties during reading and math tasks ↗ · 2025 · Liu, Haiyan et al. · indexed
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Real-time fMRI training-induced changes in regional connectivity mediating verbal working memory behavioral performance ↗ · 2015 · Shen, J. et al. · indexed
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Optimal partial filters of EEG signals for shared control of vehicle ↗ · 2015 · Huh, Won-Gil et al. · indexed
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Emotion-induced changes in human medial prefrontal cortex: II. During anticipatory anxiety ↗ · 2001 · Simpson, Joseph R. et al. · indexed
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Toward brain-computer interface speller with movement-related cortical potentials as control signals ↗ · 2025 · Hernández-Gloria, José Jesús et al. · indexed
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There Is More to Mindfulness Than Emotion Regulation: A Study on Brain Structural Networks · 2021 · Baltruschat, Sabina et al. · archived
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The critical role of phase difference in theta oscillation between bilateral parietal cortices for visuospatial working memory ↗ · 2018 · Tseng, Philip et al. · indexed
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The P600-as-P3 hypothesis revisited: Single-trial analyses reveal that the late EEG positivity following linguistically deviant material is reaction time aligned ↗ · 2014 · Sassenhagen, Jona et al. · indexed
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Assessing the effectiveness of sponsorship messaging ↗ · 2018 · Alonso Dos Santos, Manuel et al. · indexed
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Increased mirror overflow movements in ADHD are associated with altered EEG alpha/beta band desynchronization ↗ · 2019 · McAuliffe, Danielle et al. · indexed
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Visual event-related potential changes in multiple system atrophy: Delayed N2 latency in selective attention to a color task ↗ · 2009 · Kamitani, Toshiaki et al. · indexed
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Neural Synchronization as a Function of Engagement with the Narrative ↗ · 2023 · Ohad, Tal et al. · indexed
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Unraveling Spatial-Spectral Dynamics of Speech Categorization Speed Using Convolutional Neural Networks ↗ · 2022 · Moinuddin, Kazi Ashraf et al. · indexed
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Error-related negativity (ERNs) and ‘hot’ executive function in bilingual and monolingual preschoolers ↗ · 2019 · Nayak, Srishti et al. · indexed
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Evaluation of neurofeedback in ADHD: The long and winding road ↗ · 2014 · Arns, Martijn et al. · indexed
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Asymmetric alpha desynchronization during the maintenance of spatial attention ↗ · 2011 · Ikkai, A. et al. · indexed
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Triple wavelength LED driver for optical brain–computer interfaces ↗ · 2009 · Soraghan, C.J. et al. · indexed
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Parietal alpha tACS shows inconsistent effects on visuospatial attention ↗ · 2021 · Coldea, Andra et al. · indexed
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Visuospatial Working Memory in Toddlers with a History of Periventricular Leukomalacia: An EEG Narrow-Band Power Analysis ↗ · 2013 · García-Gomar, María Luisa et al. · indexed
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EEG Recording and Online Signal Processing on Android: A Multiapp Framework for Brain-Computer Interfaces on Smartphone ↗ · 2017 · Blum, Sarah et al. · indexed
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The Lateral and Ventromedial Prefrontal Cortex Work as a Dynamic Integrated System: Evidence from fMRI Connectivity Analysis ↗ · 2009 · Longe, Olivia et al. · indexed
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A Configurable EEG Procesing Driver Chip for Wireless Wearable Devices ↗ · 2024 · Xue, Ruijie et al. · indexed
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Error-related negativity (ERN) and ‘hot’ executive function in bilingual and monolingual preschoolers ↗ · 2020 · Nayak, Srishti et al. · indexed
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Component N400 Can Be Demonstrated In The Event-related Potential From a Simple Auditory Reaction Time Paradigm ↗ · 2009 · Kukleta, Miloslav et al. · indexed
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Effects of Transcutaneous Auricular Vagus Nerve Stimulation (taVNS) on Verbal Working Memory, Word Fluency, and Verbal Episodic Memory in Healthy Young Adults ↗ · 2025 · Kang, Yu Min et al. · indexed
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The Effect Of Cold Water Immersion On Prefrontal Cortex Oxygenation, Salivary Cortisol Levels, And Executive Functioning ↗ · 2023 · Ellis, Brandon Scott et al. · indexed
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Decreased Exercise-Induced Changes in Prefrontal Cortex Hemodynamics Are Associated With Depressive Symptoms ↗ · 2022 · Crum, James et al. · indexed
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Baddeley's working memory dual task: Examining frontal lobe lesions' effect on children's performance ↗ · 1999 · McKinnon, L · indexed
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Causal role of lateral prefrontal cortex in mental effort and fatigue ↗ · 2020 · Soutschek, Alexander et al. · indexed
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Effects of methylphenidate on event-related potentials and performance of attention-deficit hyperactivity disorder children in auditory and visual selective attention tasks ↗ · 1997 · Jonkman, Lisa M. et al. · indexed
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UnnMindFlex: A prototype mobile application and case study on HRV-guided cognitive enhancement ↗ · 2025 · Olawuwo, Samuel et al. · indexed
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The contribution of pre-stimulus neural oscillatory activity to spontaneous response time variability ↗ · 2015 · Bompas, Aline et al. · indexed
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A robust deep neural network for denoising task-based fMRI data: An application to working memory and episodic memory ↗ · 2019 · Yang, Zhengshi et al. · indexed
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Neurophysiological measures of reading difficulty in very‐low‐birthweight children ↗ · 1999 · Khan, Shakeela C. et al. · indexed
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Auditory Cognitive Function Assessment during Pregnancy: An Event-Related Potential and Neuropsychological Study ↗ · 2021 · Begum, Tahamina et al. · indexed
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Distortion of ERP averages due to overlap from temporally adjacent ERPs: Analysis and correction ↗ · 1993 · WOLDORFF, MARTY G. · indexed
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Pre-stimulus Alpha Activity Modulates Face and Object Processing in the Intra-Parietal Sulcus, a MEG Study ↗ · 2022 · Dehaghani, Narjes Soltani et al. · indexed
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A test‐retest reliability analysis of diffusion measures of white matter tracts relevant for cognitive control ↗ · 2016 · Boekel, W. et al. · indexed
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Alpha Oscillations Serve to Protect Working Memory Maintenance against Anticipated Distracters ↗ · 2012 · Bonnefond, Mathilde et al. · indexed
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Right‐lateralized alpha desynchronization during regularity discrimination: Hemispheric specialization or directed spatial attention? ↗ · 2014 · Wright, Damien et al. · indexed
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Bilateral recruitment of prefrontal cortex in working memory is associated with task demand but not with age ↗ · 2017 · Höller-Wallscheid, Melanie S. et al. · indexed
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Neurocognitive Dynamics and Behavioral Differences of Symmetry and Asymmetry Processing in Working Memory: Insights from fNIRS ↗ · 2024 · Sztuka, Izabela Maria et al. · indexed
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School-Based Neurofeedback Training for Sustained Attention ↗ · 2023 · Krell, Jason et al. · indexed
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Alpha/Beta Oscillations Indicate Inhibition of Interfering Visual Memories ↗ · 2012 · Waldhauser, Gerd T. et al. · indexed
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The Late Positive Event-Related Potential Component is Time-Locked to the Decision in Recognition Memory Tasks ↗ · 2023 · Sun, Jie et al. · indexed
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Prefrontal activation related to spontaneous creativity with rock music improvisation: A functional near-infrared spectroscopy study · 2019 · Tachibana, Atsumichi et al. · archived
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UncoveringSchizophrenia from verbal working memory tasks: An fnirs study ↗ · 2017 · De, Amiyangshu et al. · indexed
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Altered task-induced deactivation in individuals with nonsuicidal self-injury during an emotional working memory task ↗ · 2026 · Shin, Hyemin et al. · indexed
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Analysing Gamma Frequency Components in EEG Signals: A Comprehensive Extraction Approach ↗ · 2023 · Hasib, Tanvir et al. · indexed
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Continuous theta-burst stimulation over the right dorsolateral prefrontal cortex impairs visuospatial working memory performance in medium load task ↗ · 2021 · Ngetich, Ronald et al. · indexed
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The CRUNCH model does not account for load-dependent changes in visuospatial working memory in older adults ↗ · 2020 · Jamadar, Sharna D. · indexed
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A method for MI-EEG signal classification using Gaussian modeling and generalized learning Riemannian space quantization ↗ · 2025 · Wang, Xiaoling et al. · indexed
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Effects of a <scp><i>Rhodiola rosea</i></scp> extract on mental resource allocation and attention: An event‐related potential dual task study ↗ · 2020 · Koop, Tina et al. · indexed
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Distinct fNIRS Inter-Brain Coupling Patterns for Cooperation versus Competition in a Tennis Game ↗ · 2025 · Zhang, Haoyu et al. · indexed
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A neural biomarker, the error‐related negativity, predicts the first onset of generalized anxiety disorder in a large sample of adolescent females ↗ · 2018 · Meyer, Alexandria et al. · indexed
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Preservation of alpha rhythm shortly after photic driving ↗ · 1993 · Sakamoto, Hidemi et al. · indexed
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Cognitive Archeology and the Attentional System: An Evolutionary Mismatch for the Genus Homo ↗ · 2023 · Bruner, Emiliano · indexed
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Functional neuroimaging of visual creativity: a systematic review and meta‐analysis ↗ · 2016 · Pidgeon, Laura M. et al. · indexed
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Differences in EEG Harmonic Driving Responses to Photic Stimulation between Normal Aging and Alzheimer's Disease ↗ · 2002 · Kikuchi, Mitsuru et al. · indexed
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EEG-Driven Machine Learning Framework for Student Cognitive Load Classification ↗ · 2025 · MS, Varunkumar et al. · indexed
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Association of ADHD and conduct disorder – brain electrical evidence for the existence of a distinct subtype ↗ · 2003 · Banaschewski, Tobias et al. · indexed
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Functional heterogeneity within Broca's area during verbal working memory ↗ · 2002 · Chein, J.M. et al. · indexed
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The Effect of Skeletal Muscle Oxygenation on Hemodynamics, Cerebral Oxygenation and Activation, and Exercise Performance during Incremental Exercise to Exhaustion in Male Cyclists ↗ · 2023 · Cherouveim, Evgenia D. et al. · indexed
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Fully Open-Access Passive Dry Electrodes BIOADC: Open-Electroencephalography (EEG) Re-Invented ↗ · 2019 · Gargiulo, Gaetano D. et al. · indexed
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Low and high beta rhythms have different motor cortical sources and distinct roles in movement control and spatiotemporal attention ↗ · 2024 · Nougaret, Simon et al. · indexed
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Effects of Motivation and Medication on Electrophysiological Markers of Response Inhibition in Children with Attention-Deficit/Hyperactivity Disorder ↗ · 2010 · Groom, Madeleine J. et al. · indexed
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How Pre-Reading Tasks Shape L2 Reading Strategies in Digital Environments: Evidence From Eye-Tracking, EEG, and GSR With Advanced L2 Learners ↗ · 2025 · Nagel, O. et al. · indexed
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Multiple Adaptive Attention-Bias-Modification Programs to Alter Normative Increase in the Error-Related Negativity in Adolescents ↗ · 2023 · Amir, Nader et al. · indexed
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A neurometabolic mechanism involving dmPFC/dACC lactate in physical effort-based decision-making ↗ · 2024 · Clairis, N. et al. · indexed
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Volleyball training improves working memory in children aged 7 to 12 years old: an fNIRS study ↗ · 2024 · Zhong, Xiaoke et al. · indexed
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Development and topography of auditory event‐related potentials (ERPs): Mismatch and processing negativity in individuals 8–22 years of age ↗ · 1997 · OADES, ROBERT.D. et al. · indexed
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Long-term brain effects of N-back training: an fMRI study ↗ · 2018 · Miró-Padilla, Anna et al. · indexed
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Long-Term BCI Training of a Tetraplegic User: Adaptive Riemannian Classifiers and User Training ↗ · 2021 · Benaroch, Camille et al. · indexed
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Rapid adaptation of predictive models during language comprehension: Aperiodic EEG slope, individual alpha frequency and idea density modulate individual differences in real-time model updating ↗ · 2022 · Bornkessel-Schlesewsky, Ina et al. · indexed
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Long-term tDCS effects on neurophysiological measures of cognitive control in tobacco smokers ↗ · 2020 · Verveer, Ilse et al. · indexed
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Decreased alpha bandwidth responsiveness to photic driving in Alzheimer disease ↗ · 1992 · Politoff, Alberto L. et al. · indexed
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Response inhibition and attention processing in 5- to 7-year-old children with and without symptoms of ADHD: An ERP study ↗ · 2008 · Spronk, M. et al. · indexed
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Assessment of Reactive Motor Performance with Event-Related Brain Potentials: Attention Processes in Elite Table Tennis Players ↗ · 2004 · Hung, Tsung-Min et al. · indexed
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Modulation of network centrality and gray matter microstructure using multi‐session brain stimulation and memory training · 2022 · Thams, Friederike et al. · archived
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Assessment of Cerebral Blood Flow Velocity by Transcranial Doppler Ultrasound During Maximal Bicycle Ergometry ↗ · 2004 · Olson, Thomas P. et al. · indexed
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Network-targeted cerebellar transcranial magnetic stimulation improves attentional control ↗ · 2017 · Esterman, Michael et al. · indexed
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Neural evidence for categorical biases in location and orientation representations in a working memory task ↗ · 2021 · Bae, Gi-Yeul · indexed
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Relationship between the amplitude of α waves and reaction time ↗ · 2008 · Kirschfeld, Kuno · indexed
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Detecting Activation Patterns for Working Memory Task: A Study ↗ · 2014 · Mehta, Khushbu et al. · indexed
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Fearful temperament in middle childhood predicts adolescent attention bias and anxiety symptoms: The moderating role of frontal EEG asymmetry ↗ · 2021 · Liu, Ran et al. · indexed
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Get Aroused and Be Stronger: Emotional Facilitation of Physical Effort in the Human Brain ↗ · 2009 · Schmidt, Liane et al. · indexed
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Effects of cigarette smoking on resting EEG, visual evoked potentials and photic driving ↗ · 1988 · Golding, J.F. · indexed
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Error-Related Negativity in a Visual Go/No-Go Task: Children vs. Adults ↗ · 2007 · Kim, Eun Young et al. · indexed
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ENHANCING COGNITION AND WORKING MEMORY THROUGH A MULTI-DIMENSIONAL DOPAMINERGIC N-BACK MEMORY GAME ↗ · 2023 · Jahanikia, Sahar et al. · indexed
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Oscillatory neural networks underlying resting-state, attentional control and social cognition task conditions in children with ASD, ADHD and ASD+ADHD ↗ · 2019 · Shephard, Elizabeth et al. · indexed
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Cognitive and Neural Differences in Exact and Approximate Arithmetic Using the Production Paradigm: An fNIRS Study ↗ · 2025 · Yue, Tianqi et al. · indexed
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Effect of medication on the rostrolateral prefrontal oxygenation and thalamic volume asymmetry in youths with ADHD ↗ · 2025 · Kim, Hyuna et al. · indexed
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Corrigendum: “The role of prefrontal catecholamines in attention and working memory†↗ · 2014 · Noudoost, Behrad et al. · indexed
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Sparkling Water Limits Cognitive Fatigue with Stable Pupil Diameter during Real-World Esports Training ↗ · 2026 · Takahashi, Shion et al. · indexed
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Examining Conduct Problems in a Community Sample during Middle Childhood: The Role of Frontal EEG Asymmetry, Temperament, and Working Memory ↗ · 2024 · Zerrouk, Mohamed et al. · indexed
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Self-paced ERP-based BCI speller with one-time calibration: A unified framework ↗ · 2026 · Pires, G. et al. · indexed
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The Effect of Unconscious Emotional Faces on Spatial Attention: an ERP Study ↗ · 2015 · Ling, Li et al. · indexed
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Gender Moderates the Neural Impact of Problematic Media Use on Working Memory in Preschoolers: An fNIRS Study ↗ · 2025 · Ding, Keya et al. · indexed
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Did I Do That? Expectancy Effects of Brain Stimulation on Error-related Negativity and Sense of Agency ↗ · 2018 · Hoogeveen, Suzanne et al. · indexed
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HD-tACS over the Left Frontal Aslant Tract Entrains Theta Activity Associated with Speech Motor Control ↗ · 2024 · Johari, Karim et al. · indexed
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Frontal EEG asymmetry as predictor of physiological responses to aversive memories ↗ · 2014 · Meyer, Thomas et al. · indexed
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Real-Time Mobile Robot Obstacles Detection and Avoidance Through EEG Signals ↗ · 2025 · Omer, Karameldeen et al. · indexed
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EHMTI-0337. Visual evoked potential abnormalities in migraineurs: is there a correlation with alpha power and photic driving on the EEG? · 2014 · Magis, D et al. · archived
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Do ADHD Symptom Clusters Moderate the Association Between Autistic Traits & Error-Related Negativity in Children With and Without Autism?: An EEG/ERP Study ↗ · 2026 · Soto, Elia F. et al. · indexed
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BrainWAVE: A Flexible Method for Noninvasive Stimulation of Brain Rhythms across Species ↗ · 2023 · Attokaren, Matthew K. et al. · indexed
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Neuromuscular Signals Shape Fatigue and Effort-Based Decision-Making in Humans ↗ · 2025 · Casamento-Moran, Agostina et al. · indexed
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Age-related deficits as working memory load increases: relationships with growth factors ↗ · 2003 · Bimonte, H · indexed
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A Multimodal Dataset to Investigate Task-Evoked Negative BOLD Response and Neurodegeneration ↗ · 2026 · Ghaderi Yazdi, Bardiya et al. · indexed
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Effect of English learning experience on young children's prefrontal cortex functioning for attentional control: An fNIRS study ↗ · 2019 · Li, Chuanjiang et al. · indexed
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Modulation of the error‐related negativity by response conflict ↗ · 2009 · Danielmeier, Claudia et al. · indexed
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Behavioral and Neural Effects of Game-Based Learning on Improving Computational Fluency With Numbers ↗ · 2016 · Çakır, Murat Perit et al. · indexed
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Age differences in prefontal recruitment during verbal working memory maintenance depend on memory load ↗ · 2010 · Cappell, Katherine A. et al. · indexed
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Prolonged sitting reduces cerebral oxygenation in physically active young adults ↗ · 2024 · Baker, Brett D. et al. · indexed
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Convolutional neural network predicts task fMRI working memory scores and enables further understanding of working memory network ↗ · 2023 · Serrano-Sosa, Mario et al. · indexed
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An Augmented Reality Based Mobile Photography Application to Improve Learning Gain, Decrease Cognitive Load, and Achieve Better Emotional State ↗ · 2022 · Zhao, Gang et al. · indexed
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Increased error‐related negativity (ERN) in childhood anxiety disorders: ERP and source localization ↗ · 2006 · Ladouceur, Cecile D. et al. · indexed
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The Effect of a Competitive Futsal Match on Psychomotor Vigilance in Referees ↗ · 2020 · Ahmed, Hawkar S. et al. · indexed
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Autonomic Regulation and Sustained Attention during Mindfulness with Touchless Physiological Monitoring in Preadolescents ↗ · 2025 · Yami¹, Sameer et al. · indexed
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Memory-related processing is the primary driver of human hippocampal theta oscillations ↗ · 2023 · Seger, Sarah E. et al. · indexed
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A Study of Mobile Robot Control using EEG Emotiv Epoch Sensor ↗ · 2018 · Victorio Yasin, Timothius et al. · indexed
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Sparkling Water Limits Cognitive Fatigue with Stable Pupil Diameter during Real-World Esports Training ↗ · 2025 · Takahashi, Shion et al. · indexed
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EEG alpha photic driving abnormalities in chronic schizophrenia ↗ · 1989 · Rice, Daniel M. et al. · indexed
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Fear of negative evaluation constrains frontal-midline theta dynamics during aversive learning across adolescence ↗ · 2026 · Liu, Hanjie et al. · indexed
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Response to Comment on “Homeostatic Sleep Pressure and Responses to Sustained Attention in the Suprachiasmatic Area” ↗ · 2010 · Schmidt, Christina et al. · indexed
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Abnormal Prefrontal Functional Connectivity Is Associated with Inflexible Information Processing in Patients with Autism Spectrum Disorder (ASD): An fNIRS Study ↗ · 2022 · Chan, Melody et al. · indexed
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Effects of Pedagogical Agent-Generated Summaries on Video-Based Learning: Evidence from Eye-Tracking and EEG ↗ · 2025 · Yuan, Lei et al. · indexed
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The effect of expressive writing on the error‐related negativity among individuals with chronic worry ↗ · 2017 · Schroder, Hans S. et al. · indexed
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Neural Evidence for Conflict Monitoring Advantage in Dai-Han Bilinguals: An ERP Study with the Flanker Task ↗ · 2025 · Yu, Rui et al. · indexed
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Driving theta-gamma oscillations modulates extrasynaptic GABAergic tone: a tACS-TMS study ↗ · 2026 · Lasbareilles, Camille et al. · indexed
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Functional clustering in EEG photic and auditory driving in schizophrenia ↗ · 2005 · Jin, Seung-Hyun et al. · indexed
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Inter-brain synchrony in real-world and virtual reality search tasks using EEG hyperscanning ↗ · 2025 · Hayati, Ashkan F. et al. · indexed
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Haloperidol Impairs Learning and Error-related Negativity in Humans ↗ · 2004 · Zirnheld, Patrick J. et al. · indexed
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Effect of moderate and Severe Hypoxic exposure coupled with fatigue on psychomotor vigilance testing, muscle tissue oxygenation, and muscular performance ↗ · 2021 · Smith, Cory M. et al. · indexed
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The dynamics of phase relationships of alpha waves during photic driving ↗ · 1993 · Kawaguchi, T. et al. · indexed
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Prefrontal cortex responses to game rewards and losses in individuals with Internet Gaming Disorder: Insights from fNIRS during mobile gameplay ↗ · 2025 · Zhang, Xinyu et al. · indexed
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Transcranial random noise stimulation combined with cognitive training for treating ADHD: a randomized, sham-controlled clinical trial ↗ · 2023 · Dakwar-Kawar, Ornella et al. · indexed
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Neural and Facial Dynamics of Intergroup Bias in ToM: An fNIRS Study of Smile Discrimination ↗ · 2025 · Wu, Ruihan et al. · indexed
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Auditory P300: Selective Attention to 2 KHZ Tone-Bursts in Patients with Idiopathic Subjective Tinnitus ↗ · 2013 · Abdeltawwab · indexed
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Forebrain Cholinergic Signaling: Wired and Phasic, Not Tonic, and Causing Behavior ↗ · 2020 · Sarter, Martin et al. · indexed
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Altered resting state functional connectivity of the cognitive control network in fibromyalgia and the modulation effect of mind-body intervention ↗ · 2018 · Kong, Jian et al. · indexed
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Progress in Clinical Neurosciences, Cognitive Neurosciences, Clinical Psychology, Neurotechnology and Brain Mapping in Malaysia ↗ · 2021 · Abdullah, Jafri Malin · indexed
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Enhancing Single Event-Related Potentials Through Preprocessing and Denoising ↗ · 2026 · Djelel, Salah et al. · indexed
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Empathy and event related potentials before and after EEG based neurofeedback training in autistic adolescents ↗ · 2025 · Fietz, Julia et al. · indexed
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Wearable Biosensor Technology in Education: A Systematic Review ↗ · 2024 · Hernández-Mustieles, María A. et al. · indexed
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Prefrontal and muscle oxygenation responses to supraventricular tachycardia ↗ · 2018 · Ishii, Kei et al. · indexed
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A developmental investigation of ERP auditory rhyming effects ↗ · 2002 · Coch, Donna et al. · indexed
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Examining the synergistic effects of a cognitive control video game and a home-based, self-administered non-invasive brain stimulation on alleviating depression: the DiSCoVeR trial protocol ↗ · 2022 · Dechantsreiter, Esther et al. · indexed
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Corrigendum: The neurocognitive mechanism linking temperature and humidity with miners' working memory: an fNIRS study ↗ · 2024 · Tian, Chenning et al. · indexed
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Cerebral Atrophy and Vigilance Performance in Patients with Anorexia nervosa and Bulimia nervosa ↗ · 2008 · Laessle, R.G. et al. · indexed
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Inhibitory function and sustained attention following galvanic vestibular stimulation in children with attention-deficit/hyperactivity disorder ↗ · 2021 · Hosseinabadi, Mohammad et al. · indexed
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Maternal Heart Rate Variability at 3-Months Postpartum: Associations with Mental Health and Infant Neurophysiological Function ↗ · 2023 · Brandes-Aitken, Annie et al. · indexed
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Effects of Polyphenol-Rich Interventions on Cognition and Brain Health in Healthy Young and Middle-Aged Adults: Systematic Review and Meta-Analysis ↗ · 2020 · Ammar, Achraf et al. · indexed
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EEG Resonant Responses in Schizophrenia: a Photic Driving Study with Improved Harmonic Resolution ↗ · 2000 · Jin, Y. et al. · indexed
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Assessing the Relative Impact of Grasp and Object on Inferior Frontal Gyrus Activity during a Grasping Task ↗ · 2026 · Conlan, Emily C. et al. · indexed
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Task-Optimized Artificial Neural Networks Align with Human Brain Activity in a Visual Working Memory Task ↗ · 2025 · Sainath, Pravish et al. · indexed
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Speech–Brain Frequency Entrainment of Dyslexia with and without Phonological Deficits ↗ · 2020 · Dushanova, Juliana et al. · indexed
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Syntactic development and its interplay with word processing and working memory in preschoolers’ brain: An fNIRS longitudinal study ↗ · 2025 · Yan, Dongsu et al. · indexed
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Challenging Cognitive Load Theory: The Role of Educational Neuroscience and Artificial Intelligence in Redefining Learning Efficacy ↗ · 2025 · Gkintoni, Evgenia et al. · indexed
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The Habeas Mentem Principle. Reframing Neurorights in the Digital Age ↗ · 2026 · Giacomini, Gabriele · indexed
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Cortical Thinning of the Attention and Executive Function Networks in Adults with Attention-Deficit/Hyperactivity Disorder ↗ · 2006 · Makris, N. et al. · indexed
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Concurrent Cognitive Control Training Augments the Antidepressant Efficacy of tDCS: A Pilot Study ↗ · 2013 · Segrave, Rebecca et al. · indexed
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Interhemispheric asymmetry in EEG photic driving coherence in childhood autism ↗ · 2010 · Lazarev, V.V. et al. · indexed
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The beauty of language structure: a single-case fMRI study of palindrome creation · 2021 · Leon-Cabrera, Patricia et al. · archived
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Efficacy and executive function of solution focused brief therapy on adolescent depression:A study of prefrontal hemodynamic functions using fNIRS ↗ · 2023 · Chen, Haisi et al. · indexed
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cTBS over primary motor cortex increased contralateral corticomuscular coupling and interhemispheric functional connection ↗ · 2024 · Xu, Rui et al. · indexed
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The Effects of Physical Activity Breaks on Cognitive Performance in Office Workers ↗ · 2024 · Choudhary, Sangeeta · indexed
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Using High-Resolution Hyperspectral and Thermal Airborne Imagery to Assess Physiological Condition in the Context of Wheat Phenotyping ↗ · 2015 · Gonzalez-Dugo, Victoria et al. · indexed
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EEG photic driving: Right-hemisphere reactivity deficit in childhood autism. A pilot study ↗ · 2009 · Lazarev, Vladimir V. et al. · indexed
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FUNCTIONAL CONNECTIVITY DURING WORKING MEMORY TASK PERFORMANCE ↗ · 2016 · Sriranjani, S et al. · indexed
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Meditation for Human Mind and Brain: Findings from Functional Neuroimaging Investigations ↗ · 2023 · Bista, Suman · indexed
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Amplitude-Integrated EEG in Infants at Risk of Hypoxic-Ischemic Encephalopathy: A Feasibility Study in Road and Air Transport in Western Australia ↗ · 2024 · Wilson, Alexander et al. · indexed
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Vitamin D Status and Cortical Hemodynamic Responses in Children With Tic Disorders: An fNIRS Study ↗ · 2026 · Chen, Hongyu et al. · indexed
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Efficiency of Cycled Batteries Analyzed Through Voltage-Current Phase Differences ↗ · 2024 · Wilson, Marcus T. et al. · indexed
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Review: Application and research progress of near infrared spectroscopy for multidimensional assessment of coffee beans ↗ · 2024 · Li, TingTing et al. · indexed
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Brain Kynurenine Pathway and Functional Outcome of Rats Resuscitated From Cardiac Arrest ↗ · 2021 · Lucchetti, Jacopo et al. · indexed
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HE CONVERSION OF THE EFFICIENCY OF LABOR, RESPECTIVELY OF LABOR PRODUCTIVITY IN THE ECONOMIC AND COMMERCIAL RATE OF RETURN ↗ · 2010 · CĂRUNTU, Constantin et al. · indexed
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Electrogenic metals in epidermis: connection with cell bioenergetics ↗ · 2016 · Petukhov, V. I. et al. · indexed
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Study of energy-energy correlator of jets in PbPb collisions at CMS ↗ · 2025 · Jussi, Viinikainen · indexed
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Advancing Brain Targeting: Cost-Effective Surface-Modified Nanoparticles for Faster Market Entry ↗ · 2025 · Gomes, Mariana et al. · indexed
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The Role of the Digital Economy in Enhancing Economic Development in Iraq: A Strategic Analysis of Transformation Opportunities and Challenges ↗ · 2025 · Khalid Ahmed Khalid, Aveen · indexed
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(Digital Presentation) Innovative Cylindrical Cell Design for Sustainable Static Zinc-Bromine Battery Technology ↗ · 2024 · Alghamdi, Norah S. et al. · indexed
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Synthesis, Microstructural Investigation, and Mechanical Behavior of AA5083/Boron Nitride Nanocomposite ↗ · 2024 · Ammar, Hany R. et al. · indexed