workload measurement
Workload measurement methods: techniques and indices that quantify driver cognitive load — NASA-TLX, the detection-response task (DRT), heart-rate variability, pupillometry, visual occlusion. The MEASUREMENT instruments and their validation, distinct from the demand being measured (mental_demand).
Relevant standards
- Commission Recommendation 2000/53/EC (recommendation 32000H0053) — Commission Recommendation of 21 December 1999 on safe and efficient in-vehicle information and communication systems: A European statement of principles on human machine interface
- Commission Recommendation 2007/78/EC — Commission recommendation of 22 December 2006 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human machine interface
- Commission Recommendation 2008/653/EC — Commission Recommendation of 26 May 2008 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human-machine interface
- ISO 16673:2017 — Road vehicles — Ergonomic aspects of transport information and control systems — Occlusion method to assess visual demand due to the use of in-vehicle systems
- ISO 17287:2003 — Road vehicles — Ergonomic aspects of transport information and control systems — Procedure for assessing suitability for use while driving
- ISO 17488:2016 — Road vehicles — Transport information and control systems — Detection-response task (DRT) for assessing attentional effects of cognitive load in driving
- ISO 22178:2009 — Intelligent transport systems — Low speed following (LSF) systems — Performance requirements and test procedures
- ISO 26022:2010 — Road vehicles — Ergonomic aspects of transport information and control systems — Simulated lane change test to assess in-vehicle secondary task demand
- ISO/TR 21959-2:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 2: Considerations in designing experiments to investigate transition processes
- ISO/TS 14198:2019 — Road vehicles — Ergonomic aspects of transport information and control systems — Calibration tasks for methods which assess driver demand due to the use of in-vehicle systems
- ISO/TS 23792-1:2023 — Intelligent transport systems — Motorway chauffeur systems (MCS) — Part 1: Framework and general requirements
- SAE J2365 — Calculation and Measurement of the Time to Complete In-Vehicle Navigation and Route Guidance Tasks
- SAE J2396 — Definitions and Experimental Measures Related to the Specification of Driver Visual Behavior Using Video Based Techniques
Also in Cognitive Workload
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Method
457 of 2440 declare it
- narrative review173
- on road instrumented163
- simulator152
- lab experiment145
Instruments & Measures
1733 of 2440 declare it
- subjective scale nasa tlx913
- pupillometry652
- eeg or eda gsr441
- eda gsr297
Automation level
187 of 2440 declare it
2440 paper(s) · ranked by relevance to this topic
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Commonly Used Assessment Method to Evaluate Mental Work-load for Multiple Driving Distractions: A Systematic Review ↗ · 2022 · Kabilmiharbi, Nurainaa 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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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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On the Cost of Detection Response Task Performance on Cognitive Load ↗ · 2020 · Biondi, Francesco N. 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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Mental Workload and Visual Impairment: Differences between Pupil, Blink, and Subjective Rating · 2008 · Recarte, Miguel Ángel et al. · archived
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Study on Comprehensive Evaluation Method of Pilot Mental Workload ↗ · 2014 · Zhang, Huan 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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Assessing Mental Workload with Subjective Measures: An Analytical Review of the NASA-TLX Index Since its Inception ↗ · 1999 · Hitt, James M. et al. · indexed
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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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Comprehensive Modeling and Evaluation of Workload in Driving Simulation Using the VACP Paradigm · 2026 · Aygun, Ayca et al. · archived
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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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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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Preliminary validation of the tactile detection response task (TDRT) for measuring the time-delay effects of cognitive load during actual driving ↗ · 2023 · Syafiq, Mohd Usairy 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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Comparison of Five Mental Workload Assessment Procedures in a Moving-Base Driving Simulator ↗ · 1979 · Hicks, Thomas G. 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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Evaluation of the driver’s mental workload: a necessity in a perspective of in-vehicle system design for road safety improvement · 2014 · Pauzié, Annie · archived
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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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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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Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
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Validating two assessment strategies for visual and cognitive load in a simulated driving task · 2016 · Castro, S et al. · archived
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Measuring Driver’s Perceived Workload Using Fractal Dimension of Pupil Dilation ↗ · 2020 · Kim, Jung Hyup et al. · indexed
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The Tactile Detection Response Task: Preliminary Validation for Measuring the Attentional Effects of Cognitive Load ↗ · 2013 · Young, Richard A 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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Using the ISO Detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways ↗ · 2024 · Biondi, Francesco N. 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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A Broader Application of the Detection Response Task to Cognitive Tasks and Online Environments ↗ · 2020 · Innes, Reilly J. 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 Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving · 2019 · Strayer, David L. · 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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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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A Comparison of Subjective Mental Workload Measures in Driving Contexts ↗ · 2013 · Kim, Ji Yeon 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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A Deeper Look at the NASA TLX and Where It Falls Short ↗ · 2018 · McKendrick, Ryan D. 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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Psychometric Properties of Subjective Workload Measurement Techniques: Implications for Their Use in the Assessment of Perceived Mental Workload ↗ · 1991 · Nygren, Thomas E. · indexed
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Reliability and Validity of Cognitive Workload in Older Adults ↗ · 2020 · Devos, Hannes 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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Measuring mental workload with the NASA-TLX needs to examine each dimension rather than relying on the global score: an example with driving · 2017 · Galy, Édith 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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Measurement of Cognitive Workload by Use of Combined Methods Including Brain-Computer Interfaces · 2020 · Firat Özkan, N. et al. · archived
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The association between physiological and eye-tracking metrics and cognitive load in drivers: A meta-analysis · 2024 · Wang, Ange et al. · 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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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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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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The Measurement of Driver's Mental Workload: A Simulation-Based Study ↗ · 2007 · Liu, Ning et al. · indexed
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On the measurement of pilot perceptual workload: a comparison of assessment techniques addressing sensitivity and intrusion issues ↗ · 1984 · Casali, John G. et al. · indexed
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On the Workload of Vigilance: Comparison of the NASA-TLX and the MRQ ↗ · 2009 · Boles, David B. et al. · indexed
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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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Review of Eye-related Measures of Drivers’ Mental Workload ↗ · 2015 · Marquart, Gerhard et al. · indexed
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Bench-Marking Drivers' Visual and Cognitive Demands: A Feasibility Study ↗ · 2015 · Zhang, Yu et al. · indexed
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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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Assessment of bus driver's mental workload by Persian Driving Activity Load Index ↗ · 2021 · Babamiri, Mohammad et al. · indexed
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Mental workload and driving · 2014 · Paxion, Julie et al. · archived
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Comparing eye-tracking metrics of mental workload caused by NDRTs in semi-autonomous driving ↗ · 2022 · Chen, Weiya et al. · indexed
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Examining potential confounds in use of the detection response task for in-vehicle system evaluation · 2017 · Goethe, RM et al. · archived
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The power and sensitivity of four core driver workload measures for benchmarking the distraction potential of new driver vehicle interfaces · 2021 · McDonnell, AS et al. · archived
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Extending the Detection Response Task to Simultaneously Measure Cognitive and Visual Task Demands ↗ · 2016 · Strayer, David L. · 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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What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
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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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Handbook of Human Performance Measures and Crew Requirements for Flight Deck Research · 1995 · Rehmann, Albert J. · archived
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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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Response time and eye tracking datasets for activities demanding varying cognitive load ↗ · 2020 · Pillai, Prarthana et al. · indexed
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Detection Response Tasks: Using Remote, Headmounted and Tactile Signals to Assess Cognitive Demand While Driving ↗ · 2013 · Harbluk, Joanne L et al. · indexed
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Linking the Detection Response Task and the AttenD Algorithm Through Assessment of Human–Machine Interface Workload · 2017 · Lee, Joonbum et al. · archived
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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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Measures of Driver Behavior and Cognitive Workload in a Driving Simulator and in a Real Traffic Environment - Experiences from Two Experimental Studies in Sweden · 2001 · Cici, Ruggero et al. · archived
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Pilot’s mental workload nonlinear correlation among objective and subjective measurements ↗ · 2021 · Alaimo, A et al. · indexed
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Estimation of Subjective Mental Work Load Level with Heart Rate Variability by Tolerance to Driver's Mental Load ↗ · 2011 · Yokoi, Toshiyuki et al. · indexed
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Viewing the Workload of Vigilance Through the Lenses of the NASA-TLX and the MRQ ↗ · 2013 · Boles, David B. et al. · indexed
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Evaluation of the tactile detection response task in a laboratory test using a surrogate driving set‐up ↗ · 2015 · Schindhelm, Roland 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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ANALYSIS OF THE IMPACT OF TASK DIFFICULTY ON THE OPERATORʾS WORKLOAD LEVEL ↗ · 2022 · Galant-Gołębiewska, Marta et al. · indexed
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Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
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Physiological Parameter Response to Variation of Mental Workload ↗ · 2017 · Marinescu, Adrian Cornelius et al. · indexed
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Sensitivity evaluation of the visual, tactile, and auditory detection response task method while driving ↗ · 2016 · Stojmenova, Kristina et al. · indexed
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Investigating the impact of driving workload on fatigue and performance for the purpose of road safety · 2026 · Serra, Patrizia et al. · archived
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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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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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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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Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
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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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Aircraft Pilots Workload Analysis: Heart Rate Variability Objective Measures and NASA-Task Load Index Subjective Evaluation ↗ · 2020 · Alaimo, Andrea et al. · indexed
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Heavy vehicle driver workload assessment. Task 4, review of workload and related research · 1996 · Wierwille, W. 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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What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
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Mental workload measurement in operator control room using NASA-TLX ↗ · 2017 · Sugarindra, M. 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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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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Validation of auditory detection response task method for assessing the attentional effects of cognitive load ↗ · 2018 · Stojmenova, Kristina et al. · indexed
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Development and validation of a pilot activity load index (PALI) based on NASA-TLX template ↗ · 2020 · Abdi, R et al. · indexed
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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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Measuring mental workload using physiological measures: A systematic review ↗ · 2019 · Charles, Rebecca L. et al. · indexed
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Workload assessment for mental arithmetic tasks using the task-evoked pupillary response ↗ · 2015 · Marquart, Gerhard 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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Mental Workload, Task Demand and Driving Performance: What Relation? ↗ · 2014 · da Silva, Fátima Pereira · indexed
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Assessment and monitoring of mental workload in subway train operations using physiological, subjective, and performance measures ↗ · 2020 · Jafari, Mohammad‐Javad 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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A Review of Driver Mental Workload in Driver-Vehicle-Environment System · 2011 · Ba, Yutao et al. · archived
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Multimodal Psychophysiological Signatures of Mental Workload ↗ · 2026 · Schindler, Hanna et al. · indexed
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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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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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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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An analysis of the suitability of a low-cost eye tracker for assessing the cognitive load of drivers ↗ · 2018 · Čegovnik, Tomaž et al. · indexed
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Monitoring drivers’ mental workload in driving simulators using physiological measures ↗ · 2010 · Brookhuis, Karel A. et al. · indexed
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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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Examining physiological parameters of mental workload in the cockpit: a multimethod approach · 2026 · Hamann, Anneke et al. · archived
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Assessing Mental Workload of Automotive Factory Employees Using NASA-TLX and RSME Methods · 2025 · Azizah, Fahriza Nurul 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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Physiological and Biochemical Measures of Mental Workload of Air Traffic Controllers: A Systematic Literature Review · 2021 · Wiediartini et al. · archived
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Using the ISO detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways · 2024 · Biondi, FN et al. · archived
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Driver State Classification: Identifying High Cognitive Load and Drowsiness Through Driver Performance · 2026 · Ayas, Suzan et al. · archived
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Discriminative Capabilities of Eye Gaze Measures for Cognitive Load Evaluation in a Driving Simulation Task ↗ · 2025 · Bakhchina, Anastasiia et al. · indexed
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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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An Initial Assessment of the Significance of Task Pacing on Self-Report and Physiological Measures of Workload While Driving ↗ · 2013 · Mehler, Bruce et al. · indexed
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Cognitive workload measurement and modeling under divided attention. · 2019 · Strayer, David L. et al. · archived
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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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Sensitivity of Detection Response Task (DRT) to the Driving Demand and Task Difficulty · 2013 · Bruyas, Marie-Pierre et al. · archived
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Measuring Mental Workload and Heart Rate Variability of Officers During Different Navigation Conditions ↗ · 2021 · ÖZSEVER, Barış et al. · indexed
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Mental Workload Evaluation of Pilots Using Pupil Dilation ↗ · 2016 · Othman, Norashiken 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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Driver Workload Metrics Project: Task 2 Final Report ↗ · 2006 · U.S. Department of Transportation · indexed
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A Surrogate Test for Cognitive Demand: Tactile Detection Response Task (TDRT) ↗ · 2015 · Hsieh, Li 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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Classification of Drivers' Workload Using Physiological Signals in Conditional Automation · 2021 · Meteier, Quentin et al. · archived
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Short-term cardiovascular measures for driver support: Increasing sensitivity for detecting changes in mental workload ↗ · 2014 · Stuiver, Arjan 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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Should we use the NASA-TLX in HCI? A review of theoretical and methodological issues around Mental Workload Measurement ↗ · 2025 · Babaei, Ebrahim 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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Evaluating mental workload during multitasking in simulated flight ↗ · 2022 · Li, Wenbin et al. · 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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Driver Distraction through Conversation Measured with Pupillometry ↗ · 2013 · Dlugosch, Carsten 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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Comparing Eye-Tracking Metrics with the Driver Activity Load Index ↗ · 2026 · Bend, Julia et al. · indexed
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Evaluation of 16 Measures of Mental Workload using a Simulated Flight Task Emphasizing Mediational Activity ↗ · 1985 · Wierwille, Walter W. et al. · indexed
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Measuring cognitive distraction in the automobile · 2013 · Strayer, DL et al. · archived
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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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Investigating the Feasibility of Vehicle Telemetry Data as a Means of Predicting Driver Workload · 2017 · Taylor, Phillip 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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An Analysis of Mental Workload in Pilots During Flight Using Multiple Psychophysiological Measures ↗ · 2002 · Wilson, Glenn F. · indexed
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Assessment of Crew Workload Measurement Methods, Techniques and Procedures. Volume 2. Guidelines for the Use of Workload Assessment Techniques in Aircraft Certification ↗ · 1989 · Corwin, William H. et al. · indexed
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Mental Workload in Truck Driving: A NASA-TLX and HRV-Based Comparison Across Day-Night and Rural-Urban Conditions · 2025 · Hastiya Annisa Fitri et al. · archived
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Applying Adaptive Gain Theory to Pupillary Dynamics During Hands-Off L2 Driving Under High Cognitive Load ↗ · 2026 · Goodridge, Courtney Michael et al. · indexed
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Measuring the Workload of Sustained Attention: Further Evaluation of the Multiple Reources Questionnaire ↗ · 2008 · Boles, David B. 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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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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Estimation of driver's mental workload using visual information and heart rate variability ↗ · 2010 · Kawakita, Eiji et al. · indexed
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A Multidimensional Concept of Mental Workload: A Systematic Review ↗ · 2022 · Hidayat, Veny et al. · indexed
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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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Common Subjective Mental Workload Assessment Measures: Advantages and Disadvantages ↗ · 2024 · Hamid Reza Mokhtarinia et al. · indexed
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Investigating the Impact of Road Condition Complexity on Driving Workload Based on Subjective Measurement using NASA TLX · 2017 · Sugiono, Sugiono et al. · archived
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Instantaneous Measures of Mental Workload: An Initial Investigation ↗ · 1984 · Antin, Jonathan F. et al. · indexed
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Driver’s Mental Workload Measurement Concerning Cognitive Channels ↗ · 2020 · Chen, Weiya et al. · indexed
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Assessment of Drivers’ Mental Workload by Multimodal Measures during Auditory-Based Dual-Task Driving Scenarios ↗ · 2024 · Huang, Jiaqi et al. · indexed
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Measurement of mental workload by heart rate variability indexes. ↗ · 1992 · MURATA, Atsuo · indexed
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Streamlining NASA Task Load Index for Simulated Fighter Missions ↗ · 2026 · Mansikka, Heikki 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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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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Eye Glance Analysis of the Surrogate Tests for Driver Distraction · 2015 · Hsieh, Li et al. · archived
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Eye-Gaze Metrics for Cognitive Load Detection on a Driving Simulator ↗ · 2022 · Pillai, Prarthana et al. · indexed
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Impact of experience on the sensitivity, acceptability, and intrusive of two subjective mental workload techniques: The NASA TLX and workload profile ↗ · 2023 · Barajas-Bustillos, Manuel A. et al. · indexed
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Assessing cognitive distraction in the automobile · 2015 · Strayer, DL et al. · archived
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Recommendations for Mental Workload Measurement in a Test and Evaluation Environment ↗ · 1993 · Wierwille, W. W. 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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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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Measuring cognitive distraction in the automobile II · 2014 · Strayer, DL et al. · archived
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Occlusion Paradigm as a Tool to Assess Visual Distraction from In-Vehicle Telematics ↗ · 2002 · Frank, Tracy L. et al. · indexed
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Assessment of Crew Workload Measurement Methods, Techniques and Procedures. Volume 1. Process, Methods and Results ↗ · 1989 · Corwin, William H. et al. · indexed
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Cardiac Measures of Driver Workload during Simulated Driving with and without Visual Occlusion ↗ · 2003 · Backs, Richard W 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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Systematic Literature Review Of Workload Calculation Using NASA-TLX · 2022 · Surtiningtyas, Sri Rahayu et al. · archived
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2C3-3 Real-Time Estimation of Mental-WorkLoad for Drivers Based on Multidimensional Biosignal Analysis · 2019 · SHIMIZU, Takeshi et al. · archived
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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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Validating an integrated workload scale for vessel traffic services: a comparative assessment with NASA-TLX · 2026 · Crestelo Moreno, Fernando et al. · archived
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Effects of Demand Transitions on Vigilance Performance and Perceived Workload ↗ · 1995 · Moroney, Brian W. et al. · indexed
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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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Heart rate measures reflect the interaction of low mental workload and fatigue during driving simulation ↗ · 2012 · Trutschel, Udo et al. · indexed
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Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving · 2023 · Radhakrishnan, Vishnu et al. · archived
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Evaluating Driver Mental Workload in a Realistic Condition using Eye Movement Sensor ↗ · 2018 · Son, Le Anh 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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Driver Cognitive Load Classification Based on Physiological Data—Case Study 7 · 2021 · He, Dengbo et al. · archived
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Estimating cognitive load using remote eye tracking in a driving simulator ↗ · 2010 · Palinko, Oskar 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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Evaluating instructional designs with mental workload assessments in university classrooms ↗ · 2020 · Longo, Luca 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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Driver Adaptive Task Allocation: A Field Driving Study · 2017 · Lei, S. et al. · archived
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ANALISIS BEBAN KERJA MENTAL DENGAN METODA NASA-TASK LOAD INDEX ↗ · 2019 · Simanjuntak, Risma Adelina · 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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Guidelines for Choosing Cognitive Load Measures in Perceptually Rich Environments ↗ · 2022 · Skulmowski, Alexander · indexed
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Translation, cultural adaptation, and psychometric evaluation of the NASA-TLX questionnaire among various occupational groups of Persian speakers ↗ · 2026 · Mokhtarinia, Hamid Reza et al. · indexed
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Measuring Cognitive Load in Virtual Reality Training via Pupillometry ↗ · 2024 · Lee, Joy Yeonjoo et al. · indexed
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Review and Discussion on Driving Workload Quantification in Traffic Safety ↗ · 2018 · Lyu, Nengchao et al. · indexed
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Evaluation of a Method to Estimate Driving Workload in Real Time: Watching Video Clips Versus Simulated Driving · 2011 · Green, Paul et al. · archived
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Development of an Evaluation Method for a Driver's Cognitive Workload Using ECG Signal ↗ · 2014 · Hong, Wongi 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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Measuring mental workload: ocular astigmatism aberration as a novel objective index ↗ · 2017 · Jiménez, Raimundo et al. · indexed
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A Comparative Study of Mental Workload among Truck Drivers: The Effects of Truck Type and Age Using HRV Metrics · 2025 · Siti Hidayanti Mutiara Kurnia et al. · archived
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Cognitive load estimation in VR flight simulator · 2023 · Hebbar, Archana et al. · archived
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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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Multiple Measures of Driver Workload according to Takeover Request Lead Time in Conditionally Autonomous Driving ↗ · 2020 · Yun, Yong Deok et al. · indexed
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Measuring driver distraction – Evaluation of the box task method as a tool for assessing in-vehicle system demand ↗ · 2020 · Morgenstern, Tina 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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Mental Workload (MWL) Measurement of Officers in Simulated Ship Navigation; Determining the Redlines of Performance ↗ · 2022 · Özsever, Barış et al. · indexed
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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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Time perception as a workload measure in simulated car driving ↗ · 2009 · Baldauf, Daniel et al. · indexed
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Mental Workload as a Function of Road Type and Visibility: Comparison of Neurophysiological, Behavioral, and Subjective Indices ↗ · 2004 · Baldwin, Carryl L. et al. · indexed
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Mental workload analysis of Industrial Engineering students in Cebu Technological University: National Aeronautics and Space Administration-Task Load Index ↗ · 2024 · Castilla, Delfa G. et al. · indexed
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Impact of the difficulty of the box task on its sensitivity when combined with a detection response task to assess secondary task workload ↗ · 2025 · Trommler, Daniel 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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Driver's Behavior and Workload Assessment for New In-Vehicle Technologies Design ↗ · 2007 · Pauzié, Annie et al. · indexed
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On the selection of stimulus for the auditory variant of the detection response task method for driving experiments ↗ · 2017 · Stojmenova, Kristina et al. · indexed
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Competing for cognitive resources: Measuring workload in a time pressured dual-task environment. ↗ · 2018 · Palada, Hector et al. · indexed
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Physiological responses related to moderate mental load during car driving in field conditions ↗ · 2015 · Wiberg, Henrik 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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A method for building a real-time cluster-based continuous mental workload scale ↗ · 2009 · Lin, Y. et al. · indexed
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Assessment of Combination of Automated Pupillometry and Heart Rate Variability to Detect Driving Fatigue · 2022 · Shi, Lin et al. · archived
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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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Comparison of concurrent cognitive load measures during n-back tasks ↗ · 2024 · Pillai, Prarthana et al. · indexed
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Study of Reproducibility of Pedal Tracking and Detection Response Task to Assess Driver Distraction ↗ · 2015 · Iwasa, Tatsuya 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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Sensitivity and diagnosticity of NASA-TLX and simplified SWAT to assess the mental workload associated with operating an agricultural sprayer ↗ · 2010 · Dey, Asit 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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A comprehensive prediction and evaluation method of pilot workload · 2018 · Feng, Chuanyan et al. · archived
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Development of a Human Performance Simulation Model to Evaluate In-Vehicle Information and Control Systems in Commercial Trucking Operations · 2007 · Griffin, Meredith J. et al. · archived
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Pupil Dilation as an Index of Examinee's Cognitive Load in Answering a Mathematics Question: A Comparison Study of Different Approaches ↗ · 2023 · Wang, Tzu‐Hua et al. · indexed
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Prediction of Driver's Workload from Slow Fluctuations of Pupil Diameter ↗ · 2018 · Yokoyama, Hiroshi et al. · indexed
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Effects of non-driving related tasks on mental workload and take-over times during conditional automated driving · 2021 · Müller, Andreas et al. · archived
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533 Evaluation of subjective scales for measuring mental workload: literature review ↗ · 2018 · Alpert, FF et al. · indexed
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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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Subjective Evaluation of Physical and Mental Workload Interactions Across Different Muscle Groups ↗ · 2014 · Mehta, Ranjana K. 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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Effects of task difficulty and time‐on‐task on mental workload ↗ · 2002 · Haga, Shigeru 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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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · archived
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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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Measuring Photoplethysmogram-Based Stress-Induced Vascular Response Index to Assess Cognitive Load and Stress ↗ · 2015 · Lyu, Yongqiang 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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Brief review on physiological and biochemical evaluations of human mental workload ↗ · 2011 · Lean, Ying 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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Driving and Speaking: Revelations by the Head-Mounted Detection Response Task · 2013 · Conti, Antonia S et al. · archived
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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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The Occlusion Method for Measuring Visual Demand at the IT-Based Driver’s Workplace · 2018 · Bretschneider-Hagemes, Michael · archived
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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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Measuring Cognitive Distraction in the Automobile II: Assessing In-Vehicle Voice-Based Interactive Technologies · 2014 · AAA Foundation for Traffic Safety · archived
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Measurement of Mental Workload Changes during Laparoscopy with a Visual-Spatial Task ↗ · 2015 · Warvel, Levi et al. · indexed
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Assessment of Seafarers’ Mental Workload: A Study on High Speed Craft · 2024 · Kartoglu, Cem et al. · archived
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Analysis of Mental Workload on Counter Sales Using NASA-TLX Method · 2023 · Safitri Ramadhani, Dinda et al. · archived
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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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Evaluation of Workload in Military Pilots During Formation Flight Instruction: Impacts of Function and Experience ↗ · 2025 · de Almeida, Marcelo Furtado et al. · indexed
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Cognitive load theory and its measurement: a study of secondary tasks in relation to working memory ↗ · 2022 · Greenberg, Kevin et al. · indexed
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Effects of mental workload on physiological and subjective responses during traffic density monitoring: A field study ↗ · 2015 · Fallahi, Majid et al. · indexed
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Workload Measurement Method for Manned Vehicles in Multitasking Environments ↗ · 2024 · Yang, Chenyuan et al. · indexed
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Study on the impact of indirect driving system on mental workload and task performance of driver ↗ · 2013 · Wu, Jingjie et al. · indexed
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Investigating the Influence of Working Memory Processes on the Box Task combined with a Detection Response Task · 2022 · Trommler, Daniel 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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Driver’s mental workload prediction model based on physiological indices ↗ · 2017 · Yan, Shengyuan et al. · indexed
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Comparison of mental workload with N-Back test: A new design for NASA-task load index questionnaire ↗ · 2021 · Alimohammadlou, Moslem et al. · 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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A review of physiological measures for mental workload assessment in aviation ↗ · 2023 · Luzzani, G. et al. · indexed
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Estimation of Older Driver's Cognitive Performance and Workload Using Features of Eye movement and Pupil Response on Test Routes ↗ · 2022 · Nakayama, Minoru et al. · indexed
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Detection Response Task Evaluation for Driver Distraction Measurement for Auditory-Vocal Tasks: Experiment 2 · 2019 · Ranney, Thomas A. et al. · archived
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MEASUREMENT OF HEART RATE TO DETERMINE CAR DRIVERS' PERFORMANCE IMPAIRMENT IN SIMULATED DRIVING: AN OVERVIEW ↗ · 2016 · Ismail, Faizul Rizal et al. · indexed
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Comparison of Static and Driving Simulator Venues for the Tactile Detection Response Task · 2013 · Engström, Johan et al. · archived
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Ageing drivers’ mental workload in real-time driving tasks based on subjective and objective measures · 2021 · Rahman, Nurul Izzah Abd et al. · archived
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Anaesthesia workload measurement devices: qualitative systematic review ↗ · 2018 · Almghairbi, Dalal S et al. · indexed
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Measurement of Train Driver Mental Workload Using the RNASA-TLX Method · 2024 · Suhanto, Suhanto et al. · archived
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Measuring the mental workload and identifying stress factors among public transportation drivers in Cikande, Indonesia · 2024 · Eka Indah Yuslistyari et al. · archived
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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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Examining the Mental Workload Associated With Digital Health Technologies in Health Care: Protocol for a Systematic Review Focusing on Assessment Methods (Preprint) ↗ · 2021 · Kremer, Lisanne et al. · indexed
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Driver mental workload measurement trends and cognitive impacts: a literature review ↗ · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
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Gaze Entropy Metrics for Mental Workload Estimation are Heterogenous During Hands-Off Level 2 Automation · 2023 · Goodridge, Courtney Michael et al. · archived
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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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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods –Phase III · 2022 · Kondyli, Alexandra et al. · archived
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Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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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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Measuring cognitive load in augmented reality with physiological methods: A systematic review ↗ · 2023 · Suzuki, Yuko 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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A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
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Limitations of subjective cognitive load measures in simulation‐based procedural training ↗ · 2015 · Naismith, Laura M 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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Mental Workload as a Predictor of ATCO’s Performance: Lessons Learnt from ATM Task-Related Experiments · 2024 · Muñoz-de-Escalona, Enrique et al. · archived
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Cognitive load, working memory capacity and driving performance: A preliminary fNIRS and eye tracking study · 2023 · Broadbent, David P. et al. · archived
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Estimation of mental workload during automobile driving based on the measurement of eye and head movement · 2019 · CHIHARA, Takanori et al. · archived
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Assessment of mental workload based on multi-physiological signals · 2020 · Fan, Xiaoli et al. · archived
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Evaluation of Mental Workload Based on Pursuit Eye Movement ↗ · 2013 · Ishii, Masaki 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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Mental Workload of Common Voice-Based Vehicle Interactions across Six Different Vehicle Systems · 2014 · AAA Foundation for Traffic Safety · archived
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Mental workload during brain–computer interface training ↗ · 2012 · Felton, Elizabeth A. et al. · indexed
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Detecting and Predicting Pilot Mental Workload Using Heart Rate Variability: A Systematic Review ↗ · 2024 · Wang, Peizheng 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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Pupillometry in Driver Workload Assessment: Opportunities and Challenges ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
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Driver arousal and workload under partial vehicle automation: A pilot study · 2020 · Lohani, M et al. · archived
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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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Novel method of measuring the mental workload of anaesthetists during clinical practice ↗ · 2010 · Byrne, A.J. et al. · indexed
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Measuring Load on Working Memory: The Use of Heart Rate as a Means of Measuring Chemistry Students’ Cognitive Load ↗ · 2014 · Cranford, Kristen N. et al. · indexed
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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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Sensitivity of Physiological Measures of Acute Driver Stress: A Meta-Analytic Review · 2021 · Kerautret, Laora et al. · archived
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Fuzzy-TLX: using fuzzy integrals for evaluating human mental workload with NASA-Task Load indeX in laboratory and field studies ↗ · 2013 · Mouzé-Amady, Marc et al. · indexed
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Real-time and multi-factor determination of mental workload for the aircraft certification process ↗ · 2018 · Mérand, Johanna et al. · indexed
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Estimation of mental workload during automobile driving based on eye-movement measurement with a visible light camera · 2020 · CHIHARA, Takanori et al. · archived
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Measure Emergent Maintenance Shelter Operational Personnel’s Mental Workload with Field Test Method ↗ · 2011 · Wu, Lei Ming et al. · indexed
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Average heart rate for driver monitoring systems · 2016 · Biondi, F et al. · archived
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Electrocardiographic features for the measurement of drivers' mental workload ↗ · 2017 · Heine, Tobias 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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Comparison of In-Flight and Post-Flight Use of NASA-TLX ↗ · 2024 · Mansikka, Heikki et al. · indexed
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Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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Evaluation of Driving-Assistance Systems Based on Drivers' Workload · 2001 · Takada, Yuji et al. · archived
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Drivers’ Psycho-Physiology Characteristics and Workload Identification in Prairie Highway Work Zones ↗ · 2026 · Lyu, Zhen et al. · indexed
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A field study of mental workload: conventional bus drivers versus bus rapid transit drivers ↗ · 2021 · Piranveyseh, Peyman et al. · indexed
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Classifying driver workload using physiological and driving performance data ↗ · 2014 · Solovey, Erin T. 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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Spectral Analysis of Heart Rate Variability as a Quantitative Indicator of Driver Mental Fatigue ↗ · 2002 · Li, Zengyong et al. · indexed
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Workload Analysis of Rapid Response Team Regional Disaster Management Agency at the Support Command Post of the COVID-19 Task Force Special Region of Yogyakarta Indonesia ↗ · 2024 · Farihah, Tutik 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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The effect of cognitive load on Detection-Response Task (DRT) performance during day- and night-time driving: A driving simulator study · 2023 · Öztürk, İbrahim et al. · archived
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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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Deriving workload from driving behavior and psycho-physiology in work zones ↗ · 2025 · Zhao, Chi et al. · indexed
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Physiological and Subjective Evaluation of Mental Workload on mariners, Using Bridge Simulator : Nasal Temperature and NASA-TLX ↗ · 2008 · HIKIDA, Kenjiro et al. · indexed
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Measuring linguistically-induced cognitive load during driving using the ConTRe task ↗ · 2013 · Demberg, Vera et al. · indexed
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Analysis of Driver Workload on Different Types of Optical Tunnels ↗ · 2019 · Luo, Jie et al. · indexed
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The Effects of Cognitive and Visual Workload on Peripheral Detection in the Detection Response Task ↗ · 2018 · van Winsum, Wim · indexed
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Measuring workload with electrodermal activity during common braking actions ↗ · 2014 · Collet, C. et al. · indexed
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No difference in arousal or cognitive demands between manual and partially automated driving: A multi-method on-road study · 2021 · Lohani, M et al. · archived
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Analisis Beban Kerja Mental Menggunakan Metode NASA-TLX pada Engineering Departement (Studi Kasus PT. Muliaglass Float Division) ↗ · 2024 · Alfianto, Rafly 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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Analysis of mental workload indicators among railway crossing guards in Yogyakarta City ↗ · 2023 · Hariyono, Widodo 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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Mental workload of voice interactions with 6 real-world driver interfaces · 2015 · Cooper, JM et al. · archived
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Mental workload of common voice-based vehicle interactions across six different vehicle systems · 2014 · Cooper, JM et al. · archived
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Cognitive workload evaluation of landmarks and routes using virtual reality · 2022 · Abdurrahman, Usman Alhaji et al. · archived
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Measuring Cognitive Workload of Novice Law Enforcement Officers in a Naturalistic Driving Study ↗ · 2022 · Wozniak, David et al. · indexed
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Using Task-Induced Pupil Diameter and Blink Rate to Infer Cognitive Load ↗ · 2014 · Chen, Siyuan et al. · indexed
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Classification of Driver Cognitive Load: Exploring the Benefits of Fusing Eye-Tracking and Physiological Measures ↗ · 2022 · He, Dengbo 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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Mental workload analysis on fruit truck suppliers using NASA-TLX method in giwangan market area ↗ · 2020 · Utomo, Bagus Wahyu et al. · indexed
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A method to assess the driver mental workload: The driving activity load index (DALI) ↗ · 2008 · Pauzié, A. · indexed
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Investigation of eye movement measures of mental workload in healthcare: Can pupil dilations reflect fatigue or overload when it comes to health information system use? ↗ · 2024 · Lisanne, Kremer et al. · indexed
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Basic study of a mental workload for student's simulator training using heart rate variability, salivary amylase activity and facial temperature ↗ · 2011 · Nishimura, Nozomu et al. · indexed
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The use of cardiac-based metrics to assess secondary task engagement during automated and manual driving: An experimental simulation study · 2023 · Luigi Di Stasi, Leandro et al. · archived
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Multimodal measurement of the mental workload during an assembly and disassembly task ↗ · 2025 · Berthon, Lorrys et al. · indexed
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Evaluation of ship navigator's mental workload using nasal temperature and heart rate variability ↗ · 2008 · Murai, Koji et al. · indexed
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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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Blink Rate as a Measure of Driver Workload during Simulated Driving ↗ · 2020 · Yahoodik, Sarah et al. · indexed
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Scenario Fidelity and Perceived Driver Mental Workload: Can Workload Assessment be Crowdsourced? ↗ · 2023 · Jiang, Haoyan et al. · indexed
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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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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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Detecting driver fatigue using heart rate variability: A systematic review · 2022 · Lu, Ke et al. · archived
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Survey and Synthesis of State of the Art in Driver Monitoring · 2021 · Halin, Anaïs et al. · archived
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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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Decision Support System Assessment Of Truck Driver Work Mental Load in Giwangan Market Area, Yogyakarta Using NASA-TLX · 2022 · Nurdin, Riani et al. · archived
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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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Classification of Drivers’ Mental Workload Levels: Comparison of Machine Learning Methods Based on ECG and Infrared Thermal Signals ↗ · 2022 · Cardone, Daniela et al. · indexed
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Assessment of operators’ mental workload using physiological andsubjective measures in cement, city traffic and power plant controlcenters ↗ · 2016 · Fallahi, Majid et al. · indexed
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Measurement of Mental Workload in Clinical Medicine: A Review Study ↗ · 2011 · Byrne, Aidan · indexed
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Pupil dilation as indicative of cognitive workload while driving a car: effects of cell phone use and driver experience in young adults · 2021 · Carizio, Bethânya G. et al. · archived
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The Evaluation Method of Mental Workload on Visual Interface in Cockpit ↗ · 2012 · Liu, Wei et al. · indexed
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A Metric To Quantify Attentional Workload In Dual Task Driving Conditions ↗ · 2017 · Weir, David H. et al. · indexed
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Exploring the effect of cognitive load in scenarios of daily driving · 2024 · Felisberti, Fatima M. et al. · archived
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Assessing the visual and cognitive demands of in-vehicle information systems · 2019 · Strayer, DL 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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Mental workload analysis using NASA-TASK LOAD INDEX on manual napkin tissue machine in PT. XYZ ↗ · 2024 · Errina Febi Adriyanti et al. · indexed
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Task-evoked pupillary response to mental workload in human-computer interaction ↗ · 2004 · Iqbal, Shamsi T. et al. · indexed
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Workload Related Changes In Eye, Cardiac, Respiratory and Brain Activity During Simulated Air Traffic Control ↗ · 1995 · Wilson, Glenn F. et al. · indexed
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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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Real-Time Cognitive Load Measurement of Pupillary Oscillation ↗ · 2026 · Duchowski, Andrew · 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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Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving ↗ · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
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Saccadic Peak Velocity Sensitivity to Variations in Mental Workload ↗ · 2010 · Di Stasi, Leandro L. et al. · indexed
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Heart Rate Variability in Response to Task Automation in Agricultural Semi-Autonomous Vehicles ↗ · 2014 · Danny D., Mann et al. · indexed
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Effects of Secondary Task Demands on Drivers’ Responses to Events During Driving: Surrogate Methods and Issues · 2007 · Angell, Linda S · archived
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Secondary Task Measurement of Workload as a Function of Simulated Vehicle Dynamics and Driving Conditions ↗ · 1977 · Wierwille, Walter W. et al. · indexed
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PENGUKURAN BEBAN KERJA KARYAWAN FROZEN FOOD MENGGUNAKAN METODE NASA-TLX ↗ · 2023 · Adriansyah, Gusti 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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The Effect of Secondary Task on Driving Performance, Physiological Indices, and Mental Workload: A Study Based on Simulated Driving ↗ · 2007 · Ge, Yan et al. · indexed
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Measuring mental workload in assistive wearable devices: a review ↗ · 2021 · Marchand, Charlotte et al. · indexed
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2C4-2 Validation of a driving simulator for driver distraction research on a two-lane highway · 2015 · Son, Joonwoo et al. · archived
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Identification of Driving Workload in Plateau Environment: A Naturalistic Driving Study ↗ · 2026 · Yu, Aolin et al. · indexed
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Estimating Attentional State of a Driver: Interacting Effects of Task Demands and Cognitive Capacities ↗ · 2018 · Choe, Seonggyu et al. · indexed
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Estimation of cognitive load based on the pupil size dilation ↗ · 2017 · Gavas, Rahul et al. · indexed
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Higher Mental Workload is Associated With Poorer Laparoscopic Performance as Measured by the NASA-TLX Tool ↗ · 2010 · Yurko, Yuliya Y. 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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Impact of Repeated Exposure to a Multilevel Working Memory Task on Physiological Arousal and Driving Performance ↗ · 2015 · Belyusar, Daniel et al. · indexed
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Mental Workload Classification By Eye Movements In Visual Search Tasks ↗ · 2020 · Pang, Liping et al. · indexed
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Change in Heart Rate Variability Indexes due to high driving workload in turning left at the intersection in real road environment ↗ · 2016 · Guo, Weiwei et al. · indexed
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Spontaneous and reflexive eye activity measures of mental workload ↗ · 2002 · Neumann*, David L. et al. · indexed
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Adaptive Gain Theory Predicts Phasic Pupillary Dilations During Non-Critical Transitions of Control from Hands-Off L2 Driving Systems ↗ · 2025 · Goodridge, Courtney Michael et al. · indexed
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The mental workload of a ship’s navigator using heart rate variability ↗ · 2004 · Murai, Koji et al. · indexed
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An Evaluation of Alternative Methods for Assessing Driver Workload in the Early Development of In-Vehicle Information Systems ↗ · 2002 · Angell, Linda S. et al. · indexed
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Physiological Signals as Predictors of Cognitive Load Induced by the Type of Automotive Head-Up Display ↗ · 2023 · Strle, Gregor et al. · indexed
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Age Related Changes in Cognitive Response Style in the Driving Task: Part II · 2013 · Reimer, Bryan · archived
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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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Comparison of the P300 and Other Workload Assessment Techniques in a Simulated Flight Task ↗ · 2003 · Coyne, Joseph T. · indexed
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Assessing the Impact of Secondary Tasks on Heart Rate Variability and Mental Workload in Driving ↗ · 2024 · Lubay, Mary Grace 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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Heart Rate Varies With Mental Workload and Performance in Virtual Reality Flight Tasks ↗ · 2026 · Koerner, Jamie 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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Evaluation of A Cadet's Mental Workload for Simulator Training Using Heart Rate Variability ↗ · 2009 · MURAI, Koji et al. · indexed
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Evaluation of Pilot Mental Workload for Simulator Based Training Using Heart Rate Variability ↗ · 2013 · Tanaka, Masahiro 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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Pupillometric and blink measures of diverse task loads: Implications for working memory models ↗ · 2022 · Chen, Siyuan et al. · indexed
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The eye activity measurement of mental workload based on basic flight task ↗ · 2012 · He, Xueli et al. · indexed
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Design Matters: Scale Design and Rounding Ratings Impacts NASA-TLX Results ↗ · 2025 · Taylor, Skye S. et al. · indexed
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Development of a facial skin temperature-based methodology for non-intrusive mental workload measurement ↗ · 2007 · Or, Calvin K.L. et al. · indexed
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Pengukuran Beban Kerja Mental Job Driver Dan Swamper Team Fuel Menggunakan NASA-TLX · 2022 · Qurthuby, Muhammad · archived
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Relationship between mental workload and salivary cortisol levels: A field study ↗ · 2020 · Zoaktafi, Mojgan et al. · indexed
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The effect of cognitive load on Detection-Response Task (DRT) performance during day- and night-time driving: A driving simulator study with young and older drivers ↗ · 2023 · Ozturk, Ibrahim et al. · indexed
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Investigation on relationship between information flow rate and mental workload of accident diagnosis tasks in NPPs ↗ · 2006 · Chang Hoon Ha et al. · indexed
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Psychophysiological responses to changes in workload during simulated air traffic control ↗ · 1996 · Brookings, Jeffrey B. 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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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods - Phase I · 2018 · Kondyli, Alexandra et al. · archived
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Development of a mental workload index: A systems approach ↗ · 2007 · Pretorius, A. et al. · indexed
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Modeling cognitive load effects of conversation between a passenger and driver · 2017 · Strayer, David L. et al. · archived
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Prediction of Perceived Workload From Task Performance and Heart Rate Measures ↗ · 2013 · Splawn, Joshua M. et al. · indexed
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Development and Evaluation of New Anchors for Ratings of Driving Workload · 2012 · Lin, Brian T W et al. · archived
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Cardiorespiratory Indices of Mental Workload during Simulated Air Traffic Control ↗ · 2000 · Backs, Richard W. 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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Analysis of Employee Mental Workload Using The NASA-TLX Method (Case Study at PT. ABC) ↗ · 2025 · Saputra, Reza 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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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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Development of the Enhanced Peripheral Detection Task: A Surrogate Test for Driver Distraction ↗ · 2012 · Hsieh, Li et al. · indexed
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Assessment of VTS Operators' Mental Workload by Using NASA Task Load Index ↗ · 2008 · KUM, Serdar 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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A framework to estimate cognitive load using physiological data ↗ · 2020 · Ahmad, Muneeb Imtiaz et al. · indexed
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Evaluation of mental workload during automobile driving using one-class support vector machine with eye movement data ↗ · 2020 · Chihara, Takanori 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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Model-Based Estimation of Mental Workload in Drivers Using Pupil Size Measurements ↗ · 2023 · Pillai, Prarthana et al. · indexed
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Develop a Comprehensive Method to Evaluate the Mental Workload of Ship Operators ↗ · 2022 · Yan, Shengyuan et al. · indexed
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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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Comparing Pupil Dilation, Head Movement, and EEG for Distraction Detection of Drivers ↗ · 2018 · Prabhakar, Gowdham et al. · indexed
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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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Cognitive Workload Estimation through Lateral Driving Performance ↗ · 2011 · Son, Joonwoo et al. · indexed
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Finding Workload in the Wild: Recovering Latent Cognitive Dynamics Jointly from Eye Metrics and Driving Telemetry ↗ · 2026 · Yamashita, Jumpei et al. · indexed
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Evaluating Mental Workload Measures in Human-robot Collaborative Assembly ↗ · 2024 · Dai, Xiranai et al. · indexed
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Measurement of Physical and Mental Workload in Onlline Ojek Drivers: A Case Study in Serang City · 2024 · Kusmasari, Wyke et al. · archived
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A pilot study of the mental workload of objective structured clinical examination examiners ↗ · 2014 · Byrne, Aidan et al. · indexed
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Prediction of Driver's Cognitive Workload using Cognitive Architecture : ACT-R · 2012 · Lim, Soo-Yong et al. · archived
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Physiological Indicators of Driver Workload During Car-Following Scenarios and Takeovers in Highly Automated Driving · 2021 · Radhakrishnan, Vishnu et al. · archived
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Workload State Classification With Automation During Simulated Air Traffic Control ↗ · 2007 · Kaber, David B. et al. · indexed
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Study on Construction of Evaluation Method for Mental Workload using Heart rate Variability : Effect of Variability and Quantity of the Respiration to the Heart Rate Variability ↗ · 2003 · MAKISHIMA, Takuya 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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Recording of Psychophysiological Data During Aerobatic Training ↗ · 2011 · Dahlström, Nicklas et al. · indexed
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Investigating Driver Sympathetic Arousal under Short-term Loads and Acute Stress Events ↗ · 2016 · Yang, Shiyan et al. · indexed
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Estimation of mental workload using saccadic eye movements in a free-viewing task ↗ · 2011 · Tokuda, S. et al. · indexed
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Analysis of Mental Workload on Sugar Production Mechanical Workers Using the Nasa-TLX Method ↗ · 2024 · Zidan, Muhammad Faqih et al. · indexed
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Measuring Mental Workload Variations in Office Work Tasks using fNIRS ↗ · 2021 · Midha, Serena et al. · indexed
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Improving safety through online driver workload assessment ↗ · 2008 · Younsi, Karine et al. · indexed
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Classification of Driver Cognitive Load in Conditionally Automated Driving: Utilizing Electrocardiography and Eye Tracking · 2024 · Shi, Wenxin et al. · archived
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Assessment of mental workload and its association with work ability in control room operators ↗ · 2019 · Kamari Ghanavati, Fatemeh et al. · indexed
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Assessment of Pilot Mental Workload Based on Physiological Signals: A Real Helicopter Cross-country Flight Study ↗ · 2023 · Zhu, Wenbing et al. · indexed
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Pupil diameter dynamics as an indicator of the respondent’s cognitive load: Methodological experiment comparing CASI and P&PSI ↗ · 2021 · Deviatko, I. F. et al. · indexed
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Heatmap-Based Method for Estimating Drivers' Cognitive Distraction · 2020 · Musabini, Antonyo et al. · archived
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Classification of driving workload affected by highway alignment conditions based on classification and regression tree algorithm ↗ · 2017 · Hu, Jiangbi 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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Eye Activity Correlates of Workload during a Visuospatial Memory Task ↗ · 2001 · Van Orden, Karl F. et al. · indexed
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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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Assessing drivers’ psychophysiological states using heart rate, electrodermal activity, and pupillometry in real-world driving ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
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Gaze entropy metrics for mental workload estimation are heterogenous during hands-off level 2 automation ↗ · 2024 · Goodridge, Courtney M. et al. · indexed
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Mental Workload Analysis Using NASA-TLX Method at Bank XYZ - Medan Balaikota Consumer Loan Unit ↗ · 2021 · Ramadhana, Hariadi et al. · indexed
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Physiological Data Used to Measure Pilot Workload in Actual Flight and Simulator Conditions ↗ · 1987 · Wilson, Glenn F. 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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Towards the Real-time Measurement of Mental Workload ↗ · 1990 · Humphrey, Darryl G. et al. · indexed
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Validation of a one-item acute stress scale for driving tasks · 2024 · Dahlman, Anna Sjörs et al. · archived
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Suppression of Vestibulo-Ocular Reflex With Increased Mental Workload While Driving · 2023 · Kono, Takuya et al. · archived
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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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Towards a multimodal bioelectrical framework for the online mental workload evaluation ↗ · 2014 · Arico, Pietro et al. · indexed
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A Validation of SWAT as a Measure of Workload Induced by Changes in Operator Capacity ↗ · 1990 · Hankey, Jonathan M. et al. · indexed
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Study on comprehensive evaluation method of mental workload level ↗ · 2024 · Yan, Shengyuan et al. · indexed
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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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Enhancing the occlusion technique as an assessment tool for driver visual distraction ↗ · 2010 · Gelau, C. et al. · indexed
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Selection of Measurement Method for Detection of Driver Visual Cognitive Distraction: A Review ↗ · 2017 · Yusoff, Norhasliza M. et al. · indexed
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A review of driver cognitive load detection using ECG signals ↗ · 2024 · Tjolleng, Amir et al. · indexed
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Model-Based Estimation and Prediction of Task-Imposed Mental Workload ↗ · 1983 · Madni, Azad M. et al. · indexed
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Research on young drivers’ workload based on simulated distracted driving test ↗ · 2026 · Zhao, Xiaoping 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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Real-Time Prediction of Fluctuations in Cognitive Workload · 2019 · Strayer, David L. et al. · archived
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The Subjective Rating Scales for Measurement of Mental Workload—Thurstonian Scaling ↗ · 1995 · Dudek, Bohdan et al. · indexed
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Quantifying Mental Workload in Rail Traffic Control: An Eye-tracking Investigation under varying Task Demands and Expertise Levels ↗ · 2025 · Ransing, Vishwajeet et al. · indexed
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Multi-modal detection task as a measurement of mental workload caused by in-vehicle information systems · 2012 · YOSHIDA, Shuhei et al. · archived
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Effects of Cognitive Load on Driving Performance: The Cognitive Control Hypothesis · 2017 · Engström, Johan et al. · archived
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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 box task - a method for assessing in-vehicle system demand ↗ · 2021 · Trommler, Daniel et al. · indexed
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The Mental Workload Analysis of Staff in Study Program of Private Educational Organization ↗ · 2019 · Prabaswari, Atyanti Dyah et al. · indexed
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A Current View on Dual-Task Paradigms and Their Limitations to Capture Cognitive Load ↗ · 2021 · Esmaeili Bijarsari, Shirin · indexed
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Real-Time Assessment of Operator State in Air Traffic Controllers Using Ocular Metrics ↗ · 2017 · Kuo, Jonny et al. · indexed
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Subjective responses of mental workload during real time driving: A pilot field study ↗ · 2017 · Rahman, N I A et al. · indexed
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Assessing the Mental Workload of staff in a Bank in Hamadan by NASA-TLX Method ↗ · 2021 · BAKHSHI, Zohreh 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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A Workload Manager Architecture for the Monitoring of Drivers’ Cognitive Impairment ↗ · 2009 · Cardillo, Daniela et al. · indexed
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Evaluation of the Train Drivers Mental Workload to Increase Well-being · 2024 · M. M., Ridlo et al. · archived
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Physical, mental, emotional, and subjective workload components in train drivers ↗ · 1994 · MYRTEK, M. et al. · indexed
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Evaluation of drivers' mental workload based on multi-modal physiological signals ↗ · 2022 · ZHANG, Qiliang et al. · indexed
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Relationships between Oculo-Motor Mesures as Task-evoked Mental Workloads During an Manipulation Task ↗ · 2019 · Nakayama, Minoru et al. · indexed
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Physiological metrics of mental workload: A review of recent progress ↗ · 2020 · Kramer, Arthur F. · indexed
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Effect of the restricted visual field on mental workload during automobile driving ↗ · 2025 · Chihara, Takanori et al. · indexed
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Measuring Mental Workload with EEG+fNIRS · 2017 · Aghajani, Haleh et al. · archived
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Visual Load Evaluation Model of Multi-view Monitoring Task Operator ↗ · 2026 · Liu, Zhongqi 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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Mental Workload Assessment in Virtual Reality Environment Based Ship Navigating Operations ↗ · 2022 · Zhang, Yu et al. · indexed
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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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Enhancing Driver Stress Detection through Multimodal Integration of Eye Tracking and Physiological Signals · 2025 · Widayat, Tri Agung et al. · archived
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Beban Kerja Operator Menggunakan Metode CVL dan NASA-TLX PT. Batanghari Barisan ↗ · 2023 · Junialdo, Windi · indexed
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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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A Validation Study on a Subjective Driving Workload Prediction Tool ↗ · 2014 · Hwang, Yoonsook et al. · indexed
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Possibilities of using commercial electronics to measure driver physiological functions in a vehicle simulator ↗ · 2023 · Lehet, David · indexed
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A Measurement Systems Analysis of Total Shutter Open Time (TSOT) as a Distraction Metric for Visual-Manual Tasks ↗ · 2007 · Tijerina, Louis 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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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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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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SUBJECTIVE AND INDIRECT METHODS TO OBSERVE DRIVER’S DROWSINESS AND ALERTNESS: AN OVERVIEW · 2016 · Khamis, Nor Kamaliana et al. · archived
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Measuring cognitive load in multitasking using mobile fNIRS ↗ · 2024 · Boere, Katherine 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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Multisubject “Learning” for Mental Workload Classification Using Concurrent EEG, fNIRS, and Physiological Measures · 2017 · Liu, Yichuan et al. · archived
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Double Trade-off Curves with Different Cognitive Processing Combinations: Testing the Cancellation Axiom of Mental Workload Measurement Theory ↗ · 1999 · Colle, Herbert A. et al. · indexed
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Exploring the Influence of Light and Cognitive Load on Pupil Diameter in Driving Simulator Studies · 2011 · Palinko, Oskar et al. · archived
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Pilot turning behavior cognitive load analysis in simulated flight ↗ · 2024 · Zhou, Wen-gang et al. · indexed
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Evaluation of mental workload by large model sensor toward development of healthcare monitoring system ↗ · 2015 · Murai, Koji et al. · indexed
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EVALUATION OF TECHNIQUES FOR OCULAR MEASUREMENT AS AN INDEX OF FATIGUE AND THE BASIS FOR ALERTNESS MANAGEMENT ↗ · 1998 · Dinges, David F. et al. · indexed
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Measuring Subjective Workload: When Is One Scale Better Than Many? ↗ · 1993 · Hendy, Keith C. 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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ANALYSIS OF MENTAL WORKLOAD USING THE NASA-TLX METHOD FOR PRODUCTION WORKERS AT PT. DOLOMITES PUTERA TAMIANG ↗ · 2022 · Andriani, Meri et al. · indexed
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Relationship between workload and mind-wandering in simulated driving · 2017 · Zhang, Yuyu 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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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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Direct Measurement of Cognitive Load in Multimedia Learning ↗ · 2003 · Brunken, Roland et al. · indexed
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Transport Aircraft Crew Workload Assessment-Where Have We Been and Where Are We Going? ↗ · 1987 · Sandry-Garza, Diane L. et al. · indexed
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Visuospatial Workload Measurement of an Interface Based on a Dual Task of Visual Working Memory Test ↗ · 2016 · Miura, Takahiro 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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Individual differences in cardiorespiratory measures of mental workload: An investigation of negative affectivity and cognitive avoidant coping in pilot candidates ↗ · 2017 · Grassmann, Mariel et al. · indexed
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A ship navigator’s mental workload using salivary NO<sub>3</sub><sup>−</sup> concentration for simulator-based experiment ↗ · 2016 · Kitamura, Kenichi et al. · indexed
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A Research on Analytical Method of Driver-Vehicle-Environment System for Construction of Intelligent Driver Support System ↗ · 2002 · Kuriyagawa, Yukiyo et al. · indexed
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An experiment to explore the sensitivity of measuring mental effort by applying pupillometry and blink rate to task difficulty levels ↗ · 2026 · Dutka, Krisztian 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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Detection of the Driver’s Mental Workload Level in Smart and Autonomous Systems Using Physiological Signals ↗ · 2022 · Wang, Dan 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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WAUC: A Multi-Modal Database for Mental Workload Assessment Under Physical Activity ↗ · 2020 · Albuquerque, Isabela et al. · indexed
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P300 as a Measure of Workload during a Simulated Aircraft Landing Task ↗ · 1994 · Fowler, Barry · indexed
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Cognitive Workload Estimation in Conditionally Automated Vehicles Using Transformer Networks Based on Physiological Data · 2024 · Wang, Ange et al. · archived
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Pengukuran Beban Kerja Mental Mahasiswa Pekerja Fakultas Ekonomi Dan Bisnis Universitas Muhammadiyah Gresik Menggunakan Metode Nasa-TLX ↗ · 2024 · Hidayati, Roziana Ainul et al. · indexed
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Evaluation of techniques for ocular measurement as an index of fatigue and as the basis for alertness management · 1998 · Dinges, David F. et al. · archived
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Driver Workload Response to In-Vehicle Device Operations ↗ · 2002 · Jerome, Christian J. et al. · indexed
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Analisis Beban Kerja Mental pada Pekerja Kantor Menggunakan Metode NASA-TLX ↗ · 2023 · Lestari Widyastuti et al. · indexed
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The effects of driving environment complexity and dual tasking on drivers’ mental workload and eye blink behavior ↗ · 2016 · Faure, Vérane et al. · indexed
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Workload or Situational Awareness?: TLX vs. SART for Aerospace Systems Design Evaluation ↗ · 1991 · Selcon, S.J. et al. · indexed
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Analisis Beban Kerja Mental Karyawan Departemen Engineering Pada PT. Z Menggunakan Metode NASA-TLX ↗ · 2024 · Lydia Maulani 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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Measuring Respondents’ Cognitive Load Related to Making Factual and Normative Judgments ↗ · 2022 · Deviatko, Inna F. et al. · indexed
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Use of Heart Rate Variability Analysis for Quantitatively Assessing Operator's Mental Workload ↗ · 2008 · Zhang, Jian-Hua et al. · indexed
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Competing for cognitive resources: Measuring workload in a time pressured dual-task environment. · 2018 · Strayer, David L. et al. · archived
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Measurement of Mental Workload with The NASA-TLX Method on Employees of PT XYZ ↗ · 2025 · Zahra, Salsabila Aulia et al. · indexed
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Analisis Beban Kerja Mental pada Pekerja Kantor Menggunakan Metode NASA-TLX ↗ · 2025 · Widyastuti, Lestari et al. · indexed
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Evaluation of decision-tree rating scales for mental workload estimation ↗ · 1986 · SKIPPER, JULIE H. et al. · indexed
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Dynamic workload measurement and modeling: Driving and conversing · 2023 · Castro, SC et al. · archived
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An investigation of pupil-based cognitive load measurement with low cost infrared webcam under light reflex interference ↗ · 2013 · Siyuan Chen et al. · indexed
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Development of Heart Rate Monitoring System to Estimate Driver’s Mental Workload Level ↗ · 2020 · Makhtar, Ahmad Khushairy 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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Assessing cognitive distraction using event related potentials ↗ · 2015 · Coleman, JR et al. · indexed
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Estimating mental workload through event-related fluctuations of pupil area during a task in a virtual world ↗ · 2014 · Reiner, Miriam et al. · indexed
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A Workload Approach to the Evaluation of Vehicle Handling Characteristics ↗ · 2000 · Krüger, H.-P. et al. · indexed
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Various Degrees of Mental Workload and Its Effect on Driver Reaction Time ↗ · 2013 · Shi, Jianjun 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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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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Multimodal characterization of mental fatigue on professional drivers · 2023 · Giorgi, Andrea et al. · archived
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Visual Mental Workload Assessment from EEG in Manual Assembly Task · 2023 · Pušica, Miloš et al. · archived
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DISTRIBUTIONS OF AIR TRAFFIC CONTROL STUDENTS’ ATTITUDES TOWARDS WORKLOAD · 2021 · Borsuk, Serhii et al. · archived
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Disentangling Cognitive Load From Visual Reflexes: An Iso-Luminant Framework for Virtual Reality (VR)-Based Pupillometry ↗ · 2026 · Yilmaz, Umut et al. · indexed
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Cognitive Load Estimation Based on Pupillometry in Virtual Reality with Uncontrolled Scene Lighting ↗ · 2021 · Eckert, Marie et al. · indexed
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Effect of varying levels of mental workload on startle eyeblink modulation ↗ · 2002 · Neumann, David L. · 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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Distraction Assessment Methods Based on Visual Behavior and Event Detection ↗ · 2008 · Victor, Trent et al. · indexed
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Pilot mental workload analysis in the A320 traffic pattern based on HRV features ↗ · 2025 · Yuan, Jiajun et al. · indexed
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Using Heart Rate Variability to Assess Operator Mental Workload in a Command and Control Simulation of Multiple Unmanned Aerial Vehicles ↗ · 2016 · Jasper, Phillip 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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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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Physiological indicators of driver workload during car-following scenarios and takeovers in highly automated driving ↗ · 2022 · Radhakrishnan, Vishnu 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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The mental workload judgment in visual cognition under multitask meter scheme ↗ · 2012 · Jun Hong · indexed
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Measuring Mental Workload With Low-Cost and Wearable Sensors: Insights Into the Accuracy, Obtrusiveness, and Research Usability of Three Instruments ↗ · 2017 · Lo, Julia C. et al. · indexed
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Classification of Driver Cognitive Load based on Physiological Data: Exploring Recurrent Neural Networks · 2022 · Kumar, Shekhar et al. · archived
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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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Comparative Analysis of Mental Workload in Industrial Engineering Laboratory Assistants Using the NASA-TLX Method ↗ · 2025 · Tajtibra, Firli et al. · indexed
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Evaluation of Driver’s Cognitive Load when Presented Information on the Windshield using P300 Latency in Eye-fixation Related Potentials ↗ · 2019 · Takada, Shinya et al. · indexed
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Measuring Jakarta Air Traffic Controllers’ Mental Workload : An In Depth Analysis Using Subjective Workload Assessment Technique · 2024 · Adiliawijaya Putriekapuja, Rany et al. · archived
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Influencing Factors and Variation of Subjective Workload in the Process of Takeover During Autonomous Driving ↗ · 2021 · Ma, Yinbo et al. · indexed
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ANALYSIS OF MENTAL WORKLOAD WITH INTEGRATING NASA TLX AND FUZZY METHOD ↗ · 2018 · Riono, Riono et al. · indexed
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Assessment of Mental Workload of Nurses Using Optimized NASA-TLX Index Based on Fuzzy Approach ↗ · 2023 · Honarjoo, Fataneh et al. · indexed
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Cognitive Load Identification of Pilots Based on Physiological-Psychological Characteristics in Complex Environments ↗ · 2020 · Wang, Haibo et al. · indexed
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Objective Measures of Cognitive Load Using Deep Multi-Modal Learning ↗ · 2021 · Wilson, Justin C. 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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Occlusion as a measure for visual workload: an overview of TNO occlusion research in car driving ↗ · 2004 · van der Horst, Richard · indexed
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Sensing Cognitive Responses Through a Non-Invasive Brain–Computer Interface ↗ · 2026 · Hristov, Hristo et al. · indexed
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Mental workload recognition using ECG and machine learning in simulated flight tasks ↗ · 2022 · Jiang, Zebin et al. · indexed
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Underload on the Road: Measuring Vigilance Decrements During Partially Automated Driving · 2021 · McWilliams, Thomas et al. · archived
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The Impact of N-back-Induced Mental Workload and Time Budget on Takeover Performance · 2025 · Goodridge, Courtney Michael et al. · archived
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A Model Relating Pupil Diameter to Mental Workload and Lighting Conditions ↗ · 2016 · Pfleging, Bastian et al. · indexed
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Measuring Mental Effort in Real Time Using Pupillometry ↗ · 2025 · Jayawardena, Gavindya et al. · indexed
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Examining mental workload based on multiple physiological signals: Review of the multi-attribute task battery (MATB) technique ↗ · 2024 · Chai, Jiapu et al. · indexed
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Preface to the special section on measuring cognitive workload in human factors ↗ · 2021 · Biondi, FN et al. · indexed
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Development of a Workload Assessment Index Based on Analyzing Driving Patterns ↗ · 2017 · KIM, Yunjong et al. · indexed
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Recognising and explaining mental workload using low-interference method by fusing speech, ECG and eye tracking signals during simulated flight ↗ · 2025 · Xu, Haixin et al. · indexed
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Evaluation of Simulator-Based Exercise Using Mental Workload Monitoring System ↗ · 2017 · Murai, Koji et al. · indexed
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Selecting Workload and Stress Measures for Performance Prediction ↗ · 2017 · Teo, G. et al. · indexed
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Interactive Effects of Physical and Mental Workload on Subjective Workload Assessment ↗ · 2002 · Astin, Angela 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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An Assessment of Researchers’ Mental Workload and Fatigue While Engaged in Research Using Machine Learning and NASA-TLX ↗ · 2025 · Lecturer, Department of Industrial and Production Engineering, Jashore University of Science and Technology, Jashore, 7408, Bangladesh et al. · indexed
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THE WORKLOAD ANALYSIS OF EMPLOYEE BY USING NATIONAL AERONAUTICS AND SPACE ADMINISTRATION-TASK LOAD INDEX METHOD (NASA-TLX) ↗ · 2017 · Azemil, Nur · indexed
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Eye tracking cognitive load using pupil diameter and microsaccades with fixed gaze ↗ · 2018 · Krejtz, Krzysztof 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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Evaluation of Rating Scale Mental Effort (RSME) effectiveness for mental workload assessment in nurses ↗ · 2016 · Ghanbary Sartang, A et al. · indexed
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A Study of Ergonomic Workload Evaluation on Driving and Working of Excavator using Virtual Reality Motion Simulator ↗ · 2025 · Kim, Jong-Hyun et al. · indexed
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Cognitive state monitoring for neuroadaptive information visualization · 2026 · Idesis, Sebastian et al. · archived
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SUITABILITY OF HEART RATE RECORDING AS PHYSIOLOGICAL MEASURES TOOL TO DETERMINE DRIVERS' PERFORMANCE IMPAIRMENT: A PRELIMINARY STUDY · 2016 · Khamis, Nor Kamaliana et al. · archived
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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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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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Investigation of electrophysiological features during mental workload paradigm ↗ · 2016 · Duru, Dilek Göksel et al. · indexed
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The Use of Task-Evoked Pupillary Response as an Objective Measure of Cognitive Load in Novices and Trained Physicians ↗ · 2015 · Szulewski, Adam et al. · indexed
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Driving through the Mind: Investigating Driver Cognitive Impairment with Physiological Measures of Mental Workload ↗ · 2024 · Raza, Mansoor et al. · indexed
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NASA-TLX Assessment of Mental Workload in Manufacturing Industry ↗ · 2022 · Hermansyah, Muhammad Saddam Akbar et al. · indexed
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Analysis Of Mental Workload With NASA- TLX Method On Employees Of Kareb Bojonegoro Cooperative ↗ · 2023 · Aditiya Anggara Putra et al. · indexed
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Assessing Perceptual Load and Cognitive Load by Fixation-Related Information of Eye Movements ↗ · 2022 · Liu, Jung-Chun et al. · indexed
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Investigating the Use of Two Low Cost Eye Tracking Systems for Detecting Pupillary Response to Changes in Mental Workload ↗ · 2016 · Coyne, Joseph et al. · indexed
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Multi-dimensional measurement of mental workload in industrial context: an experiment in the field of helicopter maintenance ↗ · 2025 · Berthon, Lorrys et al. · indexed
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Development of Future Scenarios: Prediction of Mental Workload in a Traffic Management Control Room · 2022 · Zeilstra, Melcher et al. · archived
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The Impact of Mental Workload Levels on Physiological and Subjective Responses ↗ · 2016 · Fallahi, Majid et al. · indexed
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Effect of Partially Automated Driving on Mental Workload, Visual Behavior and Engagement in Nondriving-Related Tasks: A Meta-Analysis · 2025 · Vasta, N 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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Mental Workload Alters Heart Rate Variability, Lowering Non-linear Dynamics ↗ · 2019 · Delliaux, Stéphane 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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Exploring Pilots' Mental Workload While Using an In‐Cabin Electronic Flight Bag for Aircraft Towing Taxi Operations ↗ · 2026 · Qin, Jiahao et al. · indexed
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Classification and Prediction of Driver’s Mental Workload Based on Long Time Sequences and Multiple Physiological Factors ↗ · 2023 · Wei, Wanyu et al. · indexed
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Measuring Mental Workload of Software Developers Based on Nasal Skin Temperature ↗ · 2024 · NAKASAI, Keitaro et al. · indexed
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Cardiac Autonomic Control During Simulated Driving With a Concurrent Verbal Working Memory Task ↗ · 2009 · Lenneman, John K. et al. · indexed
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Mental Workload Estimation Based on Physiological Features for Pilot-UAV Teaming Applications ↗ · 2021 · Singh, Gaganpreet et al. · indexed
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Drivers’ Reaction Time and Mental Workload: A Driving Simulation Study · 2023 · Pouliou, Anna et al. · archived
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Multi-Scale Heart Beat Entropy Measures for Mental Workload Assessment of Ambulant Users ↗ · 2019 · Tiwari, Abhishek et al. · indexed
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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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Investigating the Utility of fNIRS to Assess Mental Workload in a Simulated Helicopter Environment ↗ · 2020 · Masters, Matthew 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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In-Vehicle Voice Control Interface Evaluation: Preliminary Driver Workload and Risk Analysis · 2020 · Jenness, James et al. · archived
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Measurement of a Navigator's Mental Workload for Ship Handling Based on Saliva Nitric Oxide Assay ↗ · 2013 · Kitamura, Kenichi et al. · indexed
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From Driver to Supervisor: Comparing Cognitive Load and EEG-based Attentional Resource Allocation across Automation Levels · 2023 · Figalova, Nikol et al. · archived
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Monitoring Construction Workers’ Mental Workload Due to Heat Exposure Using Heart Rate Variability and Eye Movement: A Study on Pipe Workers ↗ · 2025 · He, Shiyi et al. · indexed
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Utilizing HRV-Derived Respiration Measures for Driver Drowsiness Detection ↗ · 2019 · Kim, Jinwoo 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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Evaluation of Mental Workload of Bridge Teammates Using Facial Temperature : Simultaneous Measurement of Navigator and Helmsman ↗ · 2012 · KENJO, Harunobu 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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Entropy of Controller Movements Reflects Mental Workload in Virtual Reality ↗ · 2019 · Reinhardt, Daniel et al. · indexed
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Identifikasi dan Analisis Beban Kerja Mental Karyawan menggunakan Metode NASA TLX di PT XYZ ↗ · 2023 · Pasaribu, Tigor Gabriel et al. · indexed
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Heart Rate Variability-Based Driver Drowsiness Detection and Its Validation With EEG · 2018 · Fujiwara, Koichi et al. · archived
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Evaluation of mixed culture bridge teammates' mental workload using heart rate variability: Simulator-based ship handling ↗ · 2016 · Kitamura, Kenichi et al. · indexed
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Cognitive Distraction Detection Using Gaze and Pupil with an Interpretable Approach · 2025 · Tamura, Kimimasa 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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On the Improvement of Eye Tracking-Based Cognitive Workload Estimation Using Aggregation Functions ↗ · 2021 · Kaczorowska, Monika et al. · indexed
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A Visual Protocol Analysis Method for Collecting Driving Cognitions in Multi-user Driving Simulator Studies ↗ · 2023 · Liang, Ying et al. · indexed
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Driving Simulator System to Evaluate Driver’s Workload Using ADAS in Different Driving Contexts ↗ · 2017 · Caruso, Giandomenico et al. · indexed
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Mental Workload Modeling of Time-Critical Tasks in Autonomous Driving Based on a Multi-source Information Fusion Approach ↗ · 2022 · Ding, Yaonan 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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Pupillometry in telerobotic surgery: A comparative evaluation of algorithms for cognitive effort estimation ↗ · 2023 · Ruiz Puentes, Paola et al. · indexed
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Preliminary Investigation on Vicarious Observation of Mental Workload ↗ · 2024 · Prasetyo, Ridwan Aji Budi · indexed
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Driving Simulator Based Interactive Experiments : Understanding Driver Behavior, Cognition and Technology Uptake under Information and Communication Technologies · 2018 · Agrawal, Shubham et al. · archived
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Dynamic Estimation of Mental Workload and Operator Accuracy for Time-Constrained Binary Classification Tasks ↗ · 2025 · Seraj, Raihan et al. · indexed
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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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Driver’s Behavior and Mental Workload of Self-Driving Vehicle Following Behind Speed-Limited Autonomous Vehicle · 2019 · ASANUMA, Takashi et al. · archived
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PENGUKURAN BEBAN KERJA PADA KARYAWAN NON ORGANIK DENGAN MENGGUNAKAN METODE NASA-TLX DEP. JASA BENGKEL DAN FABRIKASI DI PT. PETROKIMIA GRESIK ↗ · 2023 · Kholim, Abdul · indexed
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Personalized Driver Workload Estimation in Real-World Driving ↗ · 2018 · Murphey, Yi 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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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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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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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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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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Subjective Workload Assessment in a Spatial Memory Task ↗ · 1984 · Eggemeier, F. Thomas et al. · indexed
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Measuring Cognitive Load: Are There More Valid Alternatives to Likert Rating Scales? ↗ · 2021 · Ouwehand, Kim 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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Optical brain monitoring for operator training and mental workload assessment ↗ · 2011 · Ayaz, Hasan et al. · indexed
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Detecting Stress During Real-World Driving Tasks Using Physiological Sensors ↗ · 2005 · Healey, J.A. et al. · indexed
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Eye-Tracking in Physical Human–Robot Interaction: Mental Workload and Performance Prediction ↗ · 2023 · Upasani, Satyajit et al. · indexed
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Physiological Measures of Risk Perception in Highly Automated Driving · 2022 · Perello-March, Jaume R. et al. · archived
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Controlled inducement and measurement of drowsiness in a driving simulator ↗ · 2010 · De Rosario, H. et al. · indexed
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Estimation of Driver Workload Based on a Model of Accelerator Pedal Control While Controlling Vehicle Velocity ↗ · 2016 · Hamaguchi, Takeshi et al. · indexed
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Predicting Dual-Task Performance With the Multiple Resources Questionnaire (MRQ) ↗ · 2007 · Boles, David B. et al. · indexed
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Mental Workload and Task Performance for Indirect Vision Driving with Fixed Flat Panel Displays · 2001 · Smyth, Christopher C · archived
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Prototype Monitoring System Detecting Mental Workload During Pilot Simulation Training ↗ · 2023 · Stavrev, Stefan 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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Neural, physiological, and behavioral correlates of visuomotor cognitive load · 2017 · Hosseini, S. M. Hadi et al. · archived
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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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Monte Carlo Methods for Real-Time Driver Workload Estimation Using a Cognitive Architecture ↗ · 2018 · Wortelen, Bertram et al. · indexed
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Measuring Surgeons’ Mental Workload With a Time-Based Secondary Task ↗ · 2013 · Grant, Russell C. et al. · indexed
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Psychological and Psychophysiological Models of Pilot Performance for Systems Development and Mission Evaluation ↗ · 2002 · Svensson, Erland et al. · indexed
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Driver cognitive workload estimation: a data-driven perspective ↗ · 2005 · Yilu Zhang et al. · indexed
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What do we mean by cognitive load? Towards more accurate definition of the term for better identification by driver monitoring systems ↗ · 2023 · Goodridge, Courtney Michael et al. · indexed
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The effects of voice system design components on driver workload ↗ · 2018 · Getty, D et al. · indexed
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Assessing Drivers’ Physiological Responses Using Consumer Grade Devices ↗ · 2019 · Gruden, Timotej et al. · indexed
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Correlation of Work Fatigue and Mental Workload in Train Drivers: A Cross-sectional Study · 2023 · Hassanzadeh-Rangi, Narmin et al. · archived
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Driver State Modeling through Latent Variable State Space Framework in the Wild · 2022 · Tavakoli, Arash et al. · archived
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Effects of Distracting Behaviors on Driving Workload and Driving Performance in a City Scenario ↗ · 2022 · Luo, Shuang et al. · indexed
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Study of Instructor Support System for Simulator-Based Exercise Using Mental Workload Monitoring System ↗ · 2018 · Sugimoto, Ippei et al. · indexed
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Study on relation between operator and trainee's mental workload for ship maneuvering simulator exercise using heart rate variability ↗ · 2016 · Sugimoto, Ippei et al. · 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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Scale Invariance in fNIRS as a Measurement of Cognitive Load · 2021 · Zhuang, Chu et al. · archived
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The Evaluation of Operator's Mental Workload in Operation Control Center Division in the Railway Industry ↗ · 2020 · Putri Sulistiyo, Livia 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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BEBAN KERJA MENTAL DENGAN METODE NASA TLX PADA KARYAWAN TERMINAL LPG TANJUNG SEKONG ↗ · 2024 · J, Neti Wanti et al. · indexed
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Deriving heart rate variability indices from cardiac monitoring—An indicator of driver sleepiness ↗ · 2019 · Buendia, Ruben et al. · indexed
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Autonomic Nervous System Responses to Whole-Body Vibration and Mental Workload: A Pilot Study · 2019 · Jalilian, Hamed et al. · archived
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Pupillometry to assess Air Traffic Controller workload through the Mental Workload Model ↗ · 2015 · Rodríguez, Sara et al. · indexed
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Integrated Multimodal System for Real-Time Driver Fatigue Detection and Cognitive Load Assessment ↗ · 2025 · Jirjees, Abdullah et al. · indexed
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Dissociation Between Mental Workload, Performance, and Task Awareness in Pilots of High Performance Aircraft ↗ · 2019 · Mansikka, Heikki et al. · indexed
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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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The Rhythm Method: A New Method for Measuring Cognitive Load—An Experimental Dual‐Task Study ↗ · 2014 · Park, Babette 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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Mental Workload in Medicine: Foundations, Applications, Open Problems, Challenges and Future Perspectives ↗ · 2016 · Longo, Luca · indexed
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Study on ship navigators' mental workload for ship handling based on salivary NO<inf>3</inf><sup>&#x2212;</sup> ↗ · 2013 · Kitamura, Kenichi 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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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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Effects of cognitive and visual loads on driving performance after take-over request (TOR) in automated driving ↗ · 2020 · Choi, Damee 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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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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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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Investigating Methods for Cognitive Workload Estimation for Assistive Robots ↗ · 2022 · Aygun, Ayca et al. · indexed
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How much workload is workload? A human neurophysiological and affective - cognitive performance measurement methodology for air traffic controllers ↗ · 2022 · Suárez, María Zamarreño et al. · indexed
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Toward the Use of Pupillary Responses for Pilot Selection ↗ · 2020 · Matton, Nadine et al. · indexed
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A Random Glance at the Flight Deck: Pilots' Scanning Strategies and the Real-Time Assessment of Mental Workload ↗ · 2007 · Di Nocera, Francesco et al. · indexed
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Monitoring Driver Physiological Parameters for Improved Safety ↗ · 2006 · Partin, Dale L. et al. · indexed
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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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Power law model for subjective mental workload and validation through air traffic control human-in-the-loop simulation · 2021 · Fürstenau, Norbert 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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Characterisation of Cognitive Load Using Machine Learning Classifiers of Electroencephalogram Data · 2023 · Wang, Qi et al. · archived
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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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The Auditory N-back Task: An Unstable Measurement Standard? · 2019 · Cooper, Joel M. et al. · archived
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Is improved lane keeping during cognitive load caused by increased physical arousal or gaze concentration toward the road center? · 2018 · Li, Penghui et al. · archived
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Evaluation of mental workload of sea pilot and captain using salivary NO<inf>3</inf><sup>−</sup> ↗ · 2016 · Kitamura, Kenichi et al. · indexed
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SUBJECTIVE AND INDIRECT METHODS TO OBSERVE DRIVER’S DROWSINESS AND ALERTNESS: AN OVERVIEW ↗ · 2016 · K., NOR KAMALIANA et al. · indexed
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Continuous Assessment of Mental Workload During Complex Human–Machine Interaction: Inferring Cognitive State from Signals External to the Operator ↗ · 2025 · Roques, Axel et al. · indexed
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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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Estimating cognitive load using pupil diameter during a spoken dialogue task ↗ · 2013 · Heeman, Peter A. et al. · indexed
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CogMamba: Multi-Task Driver Cognitive Load and Physiological Non-Contact Estimation with Multimodal Facial Features ↗ · 2025 · Xie, Yicheng et al. · indexed
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Driver Workload Estimation Using Driver Physiological-Performance-Subjective Reaction ↗ · 2022 · IWASAKI, Haruma et al. · indexed
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HRV-Based Multimodal Physiological Signal Monitoring Using Wearable Biosensors in Human–Computer Interaction: Cognitive Load in Real-Time Strategy Games ↗ · 2026 · Shi, Yunlong et al. · indexed
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Driver Profiling and Bayesian Workload Estimation Using Naturalistic Peripheral Detection Study Data ↗ · 2024 · Caber, Nermin et al. · indexed
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Work Performance Measurement of Data Entry Employees in E-Commerce Industry Based on Mental Workload Value · 2019 · Soenandi, Iwan Aang · archived
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Air traffic controllers communication analysis as a proxy of task demand and mental workload: Using voice recording markers for safety critical task ↗ · 2025 · Muñoz-de-Escalona, Enrique et al. · indexed
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Cognitive Workload and Attentional Allocation in One-Pedal Driving: A Human–Vehicle Interaction Study in Dynamic Car-Following Scenarios ↗ · 2026 · Wang, Sibo et al. · indexed
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Multimodal behavior and interaction as indicators of cognitive load ↗ · 2012 · Chen, Fang et al. · indexed
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Non-contact-based driver’s cognitive load classification using physiological and vehicular parameters ↗ · 2020 · Rahman, Hamidur et al. · indexed
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A tool for measuring mental workload during prosthesis use: The Prosthesis Task Load Index (PROS-TLX) ↗ · 2023 · Parr, Johnny V. V. et al. · indexed
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Neck Muscle Coactivation Response to Varied Levels of Mental Workload During Simulated Flight Tasks ↗ · 2023 · Le, Peter et al. · indexed
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Using psychophysiological metrics for understanding drivers’ mental workload and visual attention when overtaking automated truck platoons ↗ · 2026 · Lin, Zijian 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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New Tools and Methods in Selection of Air Traffic Controllers Based on Multimodal Psychophysiological Measurements ↗ · 2019 · Cosic, Kresimir et al. · indexed
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Modeling Performance Measures and Self-Ratings of Workload in a Visual Scanning Task ↗ · 2011 · Cassenti, Daniel N. et al. · indexed
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Comparison Between Visual and Tactile Signal Detection Tasks Applied to the Safety Assessment of In-Vehicle Information Systems ↗ · 2005 · Engström, Johan et al. · indexed
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A comparison of three measures of cognitive load: Evidence for separable measures of intrinsic, extraneous, and germane load. ↗ · 2008 · DeLeeuw, Krista E. et al. · indexed
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Workload Analysis Using Work Sampling and NASA-TLX for Employee of Private University in Surabaya ↗ · 2019 · Widiasih, Wiwin et al. · indexed
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Evaluation of ship navigator's mental workload for ship handling based on salivary NO<inf>3</inf>&#x2212; ↗ · 2012 · Kitamura, Kenichi et al. · indexed
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Analysis of Mental Workload in Appropriate Technology (AT) for Agricultural Machinery Using Heart Rate Variability (HRV) Parameters ↗ · 2024 · Khofani, Tanfidia Eka 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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Assessing mental workload with wearable devices – Reliability and applicability of heart rate and motion measurements ↗ · 2022 · Mach, Sebastian et al. · indexed
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Measurement of Driver’s Mental Workload in Partial Autonomous Driving ↗ · 2019 · Chen, Weiya et al. · indexed
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Cognitive Load and Situation Awareness for Soldiers: Effects of Message Presentation Rate and Sensory Modality ↗ · 2019 · Hollands, Justin G. et al. · indexed
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Comparison of the total workload of local public transportation drivers with a new approach according to physical and mental workload criteria · 2020 · Adar, Tuba et al. · archived
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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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Evaluation of time series changes of mental workload during automobile driving with application of anomaly detection · 2021 · CHIHARA, Takanori et al. · archived
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Model-based development of a mental workload-sensitivity index for subject clustering ↗ · 2020 · Fürstenau, Norbert et al. · indexed
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Enhancing the Vigilance of Car Drivers:a Review on Fatigue Caused by the Driving Task and Possible Countermeasures · 2020 · van Veen, Sigrid et al. · archived
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A tool for measuring mental workload during prosthesis use: The Prosthesis Task Load Index (PROS-TLX) ↗ · 2022 · Parr, Johnny et al. · indexed
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A novel method to monitoring changes in cognitive load in video‐based learning ↗ · 2019 · Huh, Dami 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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Granular estimation of user cognitive workload using multi-modal physiological sensors ↗ · 2024 · Wang, Jingkun 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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Physiological Measures of the Mental Workload in Users of a Lower Limb Exosuit: A Comparison of Subjective and Objective Metrics ↗ · 2025 · Mariani, Giulia et al. · indexed
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Workload analysis using Modified Full Time Equivalent (M-FTE) and NASA-TLX methods to optimize engineer headcount in the engineering services department ↗ · 2021 · Rachmuddin, Y et al. · indexed
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Mental Stress Evaluation of Car Driver in Different Road Complexity Using Heart Rate Variability (HRV) Analysis ↗ · 2018 · Sugiono, Sugiono et al. · indexed
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Analisis Beban Kerja Mental Pekerja Menggunakan Metode Nasa TLX di PT Aneka Jasa Sorwako ↗ · 2025 · Muhammad Irgi Fachrezy et al. · indexed
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The Effect of Cognitive Load on Auditory Susceptibility During Automated Driving · 2021 · Van der Heiden, Remo M. A. et al. · archived
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A Systematic Review of Empirical Measures of Workload Capacity ↗ · 2020 · Thorpe, Alexander et al. · indexed
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Pengukuran Beban Kerja Mental pada Karyawan Quality Control di PT Delta Dunia Tekstil 1 dengan Menggunakan Metode Nasa-Tlx ↗ · 2025 · Aqsal Faiz Al Hayy et al. · indexed
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Assessing cognitive load through eye metrics in in-motion vs. stationary environments ↗ · 2025 · Li, Yuzhang et al. · indexed
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Development and Validation of Two Instruments Measuring Intrinsic, Extraneous, and Germane Cognitive Load ↗ · 2017 · Klepsch, Melina et al. · indexed
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Influence of Increasing Task Complexity and Use of Informational Assistance Systems on Mental Workload ↗ · 2021 · Bläsing, Dominic et al. · indexed
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Measurement of Mental Workload Against Packing Operators at UKM Roti Heppy Bakery Padang Using the NASA-TLX Method ↗ · 2021 · Fithri, Prima et al. · indexed
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Voice Control Tasks on Cognitive Workload and Driving Performance: Implications of Modality, Difficulty, and Duration ↗ · 2018 · Miller, Erika E. et al. · indexed
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Eye-tracking metrics for estimating workload and characterizing errors in conflict detection and resolution during simulated en route air-traffic control · 2025 · Navia, José A. et al. · archived
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DRIVER’S MENTAL WORKLOAD: TASK PERFORMANCE AND MENTAL WORKLOAD ↗ · 2015 · Makhtar, Ahmad Khushairy et al. · indexed
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Driver Distraction Detection in Conditionally Automated Driving Using Multimodal Physiological and Ocular Signals ↗ · 2025 · Zhou, Yang et al. · indexed
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Evaluation of Cognitive Distraction in a Real Vehicle Based on the Reflex Eye Movement · 2018 · Son, Le Anh et al. · archived
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Measurement mental and physical workload in final-year thesis students in the faculty of engineering at Universitas Muhammadiyah Cirebon ↗ · 2025 · Susanto, Budi et al. · indexed
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ANALISIS BEBAN KERJA MENTAL PADA STAF UNIT PELAKSANA TEKNIS DENGAN MENGGUNAKAN METODE NASA TLX (STUDI KASUS: UNIVERSITAS TEKNOLOGI SUMBAWA) ↗ · 2019 · Hudaningsih, Nurul · indexed
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Assessing the Mental States of Fallback-Ready Drivers in Automated Driving by Electrooculography ↗ · 2019 · Wu, Yanbin et al. · indexed
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Concurrent Model for Three Negative Emotions Using Heart Rate Variability in a Driving Simulator Environment ↗ · 2020 · Adha, Muhammad Shaufil et al. · indexed
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Exploring the effects of visual cognitive load and illumination on pupil diameter in driving simulators ↗ · 2012 · Palinko, Oskar et al. · indexed
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Deconstructing Driver State in Smart Cockpits: Physiological Validation of Perceived Risk, Trust, and Fatigue during Automated Driving ↗ · 2025 · Wang, Zhenyuan et al. · indexed
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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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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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Trends and Future Prospects of the Drowsiness Detection and Estimation Technology · 2021 · Arakawa, Toshiya · archived
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Cognitive Load During Student-Created Virtual Worlds: A NASA-TLX Assessment Using Spatial.io ↗ · 2026 · Magetos, Dimitrios et al. · indexed
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Human-System Interaction Analysis for Military Pilot Activity and Mental Workload Determination ↗ · 2015 · Schulte, Axel et al. · indexed
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Effects of subjective driving workload on hazard perception performance in older drivers: A driving simulation study ↗ · 2025 · Zhou, Yiwen et al. · indexed
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Exploring drivers’ mental workload and visual demand while using an in-vehicle HMI for eco-safe driving ↗ · 2020 · Li, Xiaomeng et al. · indexed
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Pilot Mental Workload Prediction Model Based on Information Display Interface ↗ · 2015 · Ma, Meiling et al. · indexed
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Analisis Pengukuran Beban Kerja Mental pada Karyawan Bagian Produksi Menggunakan Metode NASA-TLX di PT. Riau Graindo ↗ · 2026 · Satriardi, Satriardi et al. · indexed
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Quantifying Cognitive Workload in ICU Nursing: A Computational Modeling Approach to ECMO Circuit Priming ↗ · 2025 · Wu, Bangjie et al. · indexed
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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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Unobtrusive measurement of cognitive load and physiological signals in uncontrolled environments ↗ · 2024 · Anders, Christoph et al. · indexed
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Cognitive Load Assessment Using Smartwatch ECG Data: Image Processing and Pan-Tompkins Algorithm for Heart Rate Variability Analysis ↗ · 2025 · Islam, Md Rashedul et al. · indexed
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Effects of Neuro-Cognitive Load on Learning Transfer Using a Virtual Reality-Based Driving System ↗ · 2021 · Abdurrahman, Usman Alhaji et al. · indexed
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Physiological Characteristics and Nonparametric Test for Master-Slave Driving Task’s Mental Workload Evaluation in Mountain Area Highway at Night ↗ · 2019 · Wang, Haiwei et al. · indexed
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Assessment of driver fatigue-related brain responses and causal factors during driving under different traffic conditions · 2024 · Adachi, Masataka et al. · archived
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Multimodal Cognitive Load Estimation With Radio Frequency Sensing and Pupillometry in Complex Auditory Environments ↗ · 2026 · Anwar, Usman et al. · indexed
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A Psychophysiological Model Based on Machine Learning Algorithms for Evaluating Commercial Airline Pilots' Mental Workload in Flight‐Simulation Context ↗ · 2025 · Wang, Lei et al. · indexed
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Poincaré Plot Indices of Heart Rate Variability for Monitoring Driving Fatigue ↗ · 2019 · Zeng, Chao et al. · indexed
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Non-Intrusive ECG Measurement on Vehicle Steering Wheel and Driver Seat ↗ · 2008 · Hu, Shan et al. · indexed
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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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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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Classification of mental workload based on multiple features of ECG signals ↗ · 2021 · Qu, Hongquan et al. · indexed
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Machine Learning models for the Identification of Cognitive Tasks using Autonomic Reactions from Heart Rate Variability and Electrodermal Activity ↗ · 2019 · Posada-Quintero, Hugo F. et al. · indexed
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Personalized Driver Workload Estimation Using Deep Neural Network Learning From Physiological and Vehicle Signals ↗ · 2020 · Xie, Yongquan et al. · indexed
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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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Driver Attention Assessment Using Physiological Measures from EEG, ECG, and EDA Signals ↗ · 2023 · Aminosharieh Najafi, Taraneh et al. · indexed
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Monitoring pilots’ mental workload in real flight conditions using multinomial logistic regression with a ridge estimator · 2025 · Haseeb, Muhammad 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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Measuring driving simulator adaptation using EDA · 2022 · Pungu Mwange, Marie-Anne et al. · archived
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Evaluation, test and research on driver's multi-task mental load characteristics for road traffic safety ↗ · 2016 · Wen, Huiying 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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Influence of multitasking-induced mental workload on electrodermal activity and human cortisol ↗ · 2023 · Pidech, Jutamas et al. · indexed
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Cognitive Load Measurement Using Galvanic Skin Response for Listening Tasks ↗ · 2019 · Hossain, Delowar et al. · indexed
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Rapid serial blinks: A high time-resolved index of cognitive overload ↗ · 2019 · Nomura, Ryota · indexed
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The Low-Event Task Subjective Situation Awareness (LETSSA) technique: Development and evaluation of a new subjective measure of situation awareness ↗ · 2018 · Rose, Janette et al. · indexed
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Mental Workload Modeling in an Integrated Cognitive Architecture ↗ · 2011 · Cao, Shi 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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Assessment models for driving comfort and fatigue status based on heart rate variability ↗ · 2026 · Jiang, Weisheng et al. · indexed
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Can Frequency Domain Heart Rate Measures Detect Impaired Driver Performance? ↗ · 2013 · Heinze, C et al. · indexed
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Assessing the variability of air traffic controllers’ workload: A comparative perspective ↗ · 2026 · Hoika, Tomáš et al. · indexed
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Evaluating a new index of mental workload in real ATC situation using psychophysiological measures ↗ · 2003 · Averty, P. et al. · indexed
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Eye-Tracking in Assessment of the Mental Workload of Harvester Operators ↗ · 2022 · Naskrent, Bartłomiej et al. · indexed
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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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Driving Workload Comparison Between Older and Younger Drivers Using the Steering Entropy Method ↗ · 2002 · Nemoto, Hideaki et al. · indexed
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Driver Situation Awareness and Cognitive Workload Effects of Novel Interchange Configurations and Associated Signage · 2022 · Liu, Yunmei et al. · archived
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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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Effects of Workload and Workload Transitions on Attention Allocation in a Dual-Task Environment: Evidence From Eye Tracking Metrics ↗ · 2020 · Moacdieh, Nadine Marie et al. · indexed
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Measuring Cognitive Load in Embodied Learning Settings ↗ · 2017 · Skulmowski, Alexander et al. · indexed
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Evaluation of Mental Workload among ICU Ward's Nurses · 2016 · Mohammadi, Mohsen et al. · archived
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Assessment of cognitive workload in collaborative assembly: towards a behavior-driven framework ↗ · 2026 · Cardoso, André et al. · indexed
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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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A survey of the relationship between the mental workload and cognitive failure in taxi drivers, 2017 ↗ · 2017 · Kazemi, Reza et al. · indexed
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Using NASA-Task Load Index to Assess Drivers' Workload on Freeway Guide Sign Structures ↗ · 2011 · Qiao, Fengxiang et al. · indexed
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Workload in cockpit work on high-speed workboats: How to improve crew performance ↗ · 2024 · Lehtimäki, Mikko 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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Analysis of Mental Workload in The Production Department PT. XYZ Using NASA-TLX Method ↗ · 2023 · Haq, Fajri Arinal 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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Unveiling Mental Workload via PPG: Morphological and Respiratory Feature–Driven Machine Learning Classification ↗ · 2025 · Pogliano, Marco et al. · indexed
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Identifying the Causes of Drivers’ Hazardous States Using Driver Characteristics, Vehicle Kinematics, and Physiological Measurements · 2018 · Darzi, Ali et al. · archived
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Multimodal Physiological Signals for Workload Prediction in Robot-assisted Surgery ↗ · 2020 · Zhou, Tian et al. · indexed
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Perceived Time as a Measure of Mental Workload: Effects of Time Constraints and Task Success ↗ · 2013 · Hertzum, Morten et al. · indexed
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Kalman Filtering to Track Changes in Pupil Size for Automated Driving Systems ↗ · 2021 · Pillai, Prarthana 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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A Mental Workload Estimation Model for Visualization Using EEG ↗ · 2023 · Yim, Soobin et al. · indexed
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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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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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Quantifying Pilot Performance and Mental Workload in Modern Aviation Systems: A Scoping Literature Review ↗ · 2025 · Kyle, Ainsley R. et al. · indexed
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The effects of a dual task on gaze behavior examined during a simulated flight in low-time pilots · 2024 · Ayala, Naila et al. · archived
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Pupil Dilation Variability as an Indicator of Arousal Regulation: Towards Understanding Operator Functional State ↗ · 2022 · Neilson, Brittany et al. · indexed
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Analysis Of The Relation Between Vehicle And Physiological Data ↗ · 2025 · Sándor, Ágoston Pál · indexed
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Sensitivity of Electrodermal Activity Features for Driver Arousal Measurement in Cognitive Load: The Application in Automated Driving Systems ↗ · 2022 · Li, Penghui 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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A dynamic closed-looped and multidimensional model for Mental Workload evaluation ↗ · 2016 · Kostenko, A. 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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Assessing Continuous Operator Workload With a Hybrid Scaffolded Neuroergonomic Modeling Approach ↗ · 2017 · Borghetti, Brett J. 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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Assessment of Implicit and Explicit Measures of Mental Workload in Working Situations: Implications for Industry 4.0 ↗ · 2020 · Mingardi, Michele et al. · indexed
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Unobtrusive Measurement of Physiological Features Under Simulated and Real Driving Conditions ↗ · 2022 · Leicht, Lennart 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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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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DISCRIMINATION OF MENTAL WORKLOAD LEVELS IN HUMAN SUBJECTS WITH FUNCTIONAL NEAR-INFRARED SPECTROSCOPY · 2008 · SASSAROLI, ANGELO et al. · archived
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ANALISIS BEBAN KERJA MENTAL PADA DEPARTEMEN PRODUKSI DI PT. JAYA PRAKARSA MENGGUNAKAN METODE NASA-TLX ↗ · 2023 · Refanza, Rafif Ghanduur et al. · indexed
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Pupil dilation as cognitive load measure in instructional videos on complex chemical representations ↗ · 2023 · Rodemer, Marc et al. · indexed
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Detection of a Drowsy state of the Driver on road using wearable sensors: A survey ↗ · 2018 · Mashru, Dishita et al. · indexed
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Mental Workload Assessment for UAV Traffic Control Using Consumer-Grade BCI Equipment ↗ · 2017 · Bazzano, Federica et al. · indexed
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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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Predicting Cognitive Workload in Visuospatial Tasks Using Pupillometry: A Machine Learning Approach ↗ · 2025 · Karunathilake, Sachithra et al. · indexed
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Evaluating mental workload among academic personnels using the CarMen-Q Scale in Tokat, Ankara, and Sivas ↗ · 2025 · Tosun, Samet et al. · indexed
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Robust PPG-Based Mental Workload Assessment System Using Wearable Devices ↗ · 2023 · Beh, Win-Ken et al. · indexed
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Using Artificial Neural Networks for Predicting Mental Workload in Nuclear Power Plants Based on Eye Tracking ↗ · 2019 · Wu, Yiqian et al. · indexed
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Multi-Level Driver Workload Prediction using Machine Learning and Off-the-Shelf Sensors ↗ · 2018 · van Gent, Paul et al. · indexed
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Evaluating Operators’ Real-Time Mental Workload with Eye Movement Analysis in Nuclear Power Plants’ Operations ↗ · 2022 · Xing, Jinding 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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Objective assessment of trait attentional control predicts driver response to emergency failures of vehicular automation ↗ · 2022 · Seet, Manuel et al. · indexed
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Vehicle Integrated Non-Intrusive Monitoring of Driver Biological Signals ↗ · 2011 · Watson, Todd 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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Developing a First-Approach Model of Air Traffic Controllers' Mental Workload based on Behavioural Measures: A Theory for Modelling Air Traffic Controllers' Mental Workload · 2023 · Muñoz-de-Escalona, Enrique et al. · archived
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Exploring Physiological Markers of Driver Workload in Response to Road Geometry: A Preliminary Investigation ↗ · 2025 · Bosurgi, Gaetano et al. · indexed
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An Empirical Model of Driver Workload Dynamics at Unsignalized Intersections ↗ · 2026 · Wang, Yiyun et al. · indexed
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Peripheral arterial tone as an on-line measure of load in a simulated flight task ↗ · 2007 · Iani, Cristina et al. · indexed
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Non-Invasive Stress-Related Hormone Estimation from Vital Signals in Driving Environments ↗ · 2026 · Taniguchi, Nobuhito et al. · indexed
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Assessment of Augmented Operator's Mental Workload with Visual Assistive Technology in Simulated Rotorcraft Piloting Tasks ↗ · 2021 · Lu, Calvin 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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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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Evaluating Driving Safety of Road Alignment Conditions by Predicted Driver’s Psychophysiological Workload Using Vehicle Maneuvering Data ↗ · 2023 · Jang, Jiyong 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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Hybrid Intelligent System for Driver Workload Estimation for tailored vehicle-driver communication and interaction ↗ · 2010 · Prakah-Asante, Kwaku 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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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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Mental Workload Modeling in Hospital Nurses' Using Electroencephalogram (EEG) ↗ · 2024 · Putri Pribadyo, Claresta Yasmine et al. · indexed
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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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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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Flight Test Assessments of Pilot Workload, System Usability, and Situation Awareness of Tasar · 2016 · Burke, Kelly A. et al. · archived
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Fatigue Measurement in Car Driving Activity using Physiological, Cognitive, and Subjective Approaches ↗ · 2015 · Arlini Puspasari, Maya et al. · indexed
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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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Task-Independent Cognitive Workload Discrimination Based on EEG with Stacked Graph Attention Convolutional Networks ↗ · 2025 · Wei, Chenyu et al. · indexed
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ANALISIS BEBAN KERJA MENTAL PADA DRIVER OJEK ONLINE RODA DUA MENGGUNAKAN METODE NASA-TLX DI KOTA BANJARMASIN · 2026 · Rabianor, Rabianor et al. · archived
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Stress and Workload Assessment in Aviation—A Narrative Review ↗ · 2023 · Masi, Giulia 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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Deep Learning Forecast of Cognitive Workload Using fNIRS Data · 2024 · Grimaldi, Nicolas et al. · archived
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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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Effect of Sliding Window Time on the Classification of Driver Mental Workload Performance Using Near-Infrared Spectroscopy (NIRS) ↗ · 2018 · LE, Anh Son et al. · indexed
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Optimizing assessors’ mental workload in rater-based assessment: a&nbsp;critical narrative review ↗ · 2019 · Paravattil, Bridget 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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Multiclass Classification of Driver Perceived Workload Using Long Short-Term Memory based Recurrent Neural Network ↗ · 2018 · Manawadu, Udara E. et al. · indexed
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A Systematic Meta-analysis of the Reliability and Validity of Subjective Cognitive Load Questionnaires in Experimental Multimedia Learning Research ↗ · 2022 · Krieglstein, Felix et al. · indexed
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Heart Rate Variability for Driver Sleepiness Classification in Real Road Driving Conditions ↗ · 2019 · Persson, Anna et al. · indexed
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WORKLOAD OF HELICOPTER PILOTS AND ITS IMPACT ON FLIGHT PERFORMANCE ↗ · 2025 · Institute of Aeronautics and Applied Mechanics, Warsaw University of Technology, Warsaw, Poland et al. · indexed
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Comparative Analysis of Driving Performance and Visual and Physiological Responses Between Professional and Civilian Drivers in Simulated Environments · 2025 · Nagy, Viktor et al. · archived
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Prediction of Stress and Mental Workload during Police Academy Training Using Ultra-Short-Term Heart Rate Variability and Breathing Analysis ↗ · 2020 · Tiwari, Abhishek 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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Behaviour of Pupil Diameter during Authoritative Control Interventions in Driving Automation ↗ · 2024 · Sivakumar, Lalitha 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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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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Evaluating the Potential of Using EEG to Monitor Cognitive Workload in Simulated Suborbital Flight ↗ · 2024 · Seedhouse, Erik · indexed
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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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Tracking of Mental Workload with a Mobile EEG Sensor ↗ · 2021 · Kutafina, Ekaterina et al. · indexed
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Pupillary responses and processing resources on the visual backward masking task ↗ · 2001 · Verney, Steven P. et al. · indexed
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An examination of the interrelationships among NASA-TLX dimensions utilizing the DEMATEL method ↗ · 2025 · Aksu, Şeniz Harputlu et al. · indexed
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Unlocking the Hidden Impact: How Mental Workload Shapes Safety-Insights from NOSACQ-50 and NASA-TLX Method ↗ · 2023 · Saputra, Roni et al. · indexed
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Multimodal Fusion of Heart Rate and Gaze Data For Real-Time Driver Monitoring in Naturalistic Driving ↗ · 2025 · Alhumaily, Basim et al. · indexed
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Improved Classification of Mental Workload Using One Dimensional Convolutional Neural Network and SMOTE Technique ↗ · 2023 · Singh, Utpal et al. · indexed
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Acoustic features of voice as a measure of cognitive load during performance of serial subtraction in a remote data collection context ↗ · 2021 · Cormack, Francesca K 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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Heart Rate Variability for Classification of Alert Versus Sleep Deprived Drivers in Real Road Driving Conditions ↗ · 2021 · Persson, Anna et al. · indexed
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Effect of Freeway Level of Service and Driver Education on Truck Driver Stress: Phase 1 · 2012 · Sharma, Anuj 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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Development and Proof of Concept of a Predictive Model of Flight Deck Cognitive Workload ↗ · 2024 · Harris, Don et al. · indexed
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Important Feature Analysis of HRV and PRV for Cognitive Load Detection ↗ · 2023 · Min-A, Kim 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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The effect of in‐vehicle agent embodiment on drivers' perceived usability and cognitive workload: Evidence from subjective reporting, ECG, and fNIRS ↗ · 2024 · Ren, Zenggen 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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Measures of states of consciousness during attentional and cognitive load ↗ · 2019 · Nilsen, André S. et al. · indexed
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Perceived Mental Workload Classification Using Intermediate Fusion Multimodal Deep Learning · 2021 · Dolmans, Tenzing C. et al. · archived
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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 non-invasive approach to detect drowsiness in a monotonous driving environment ↗ · 2014 · Awais, Muhammad et al. · indexed
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Mental workload prediction based on attentional resource allocation and information processing ↗ · 2015 · Xiao, Xu et al. · indexed
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Potential of Driver Physiological Measures for Assessing Non-Urban Highway Geometry ↗ · 2021 · Jacob, Anitha et al. · indexed
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Evaluation of in-vehicle HMI using occlusion techniques: experimental results and practical implications ↗ · 2004 · Baumann, Martin et al. · indexed
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The Impact of N-back-Induced Cognitive Load and Time Budget on Takeover Performance ↗ · 2025 · Goodridge, Courtney Michael 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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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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Early detection of falling asleep at the wheel: A Heart Rate Variability approach ↗ · 2008 · Furman, G. Dorfman 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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Analisis Pengukuran Beban Kerja Mental Pekerja Produksi CV. Hikmah Jaya Garment Menggunakan Metode NASA-TLX dan RSME ↗ · 2024 · Maulida Dewi Amanda et al. · indexed
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How are drivers' stress levels and emotions associated with the driving context? A naturalistic study · 2023 · Tavakoli, Arash et al. · archived
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Comparison of a smartwatch and an ECG probe as options for monitoring the driver's HRV to determine overall pre-driving status ↗ · 2023 · Lehet, David et al. · indexed
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STUDY OF TARGET VISIBILITY ON THE ROAD WITH DRIVING AS WORKLOAD ↗ · 2019 · CAO, DEWEI et al. · indexed
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Heart Rate Variability Can Be Used to Estimate Sleepiness-related Decrements in Psychomotor Vigilance during Total Sleep Deprivation ↗ · 2012 · Chua, Eric Chern-Pin et al. · indexed
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Cognitive Load Measurement as a Means to Advance Cognitive Load Theory ↗ · 2003 · Paas, Fred et al. · indexed
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Effects of Manual and Autopilot Control on Mental Workload and Vigilance During Simulated General Aviation Flight ↗ · 1999 · Masalonis, Anthony J. et al. · indexed
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Driver Fatigue Detection Using Measures of Heart Rate Variability and Electrodermal Activity ↗ · 2024 · Jiao, Yubo et al. · indexed
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Physiological synchronization and entropy as measures of team cognitive load ↗ · 2019 · Dias, Roger D. et al. · indexed
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Mental Workload and its Relation with Fatigue among Urban Bus Drivers · 2017 · Hassanzadeh-Rangi, Narmin et al. · archived
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Predicting Driving State, Intent to Merge and Working Memory Load from Eye-Tracking Data Collected in a Driving Simulator Study ↗ · 2025 · Arndt, Rimo Aron · indexed
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Gaze behaviours, situation awareness and cognitive workload of air traffic controllers in radar screen monitoring tasks with varying task complexity ↗ · 2025 · Yiu, Cho Yin et al. · indexed
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Does Cognitive Load Affect Eye Movements/Oculomotor Behavior in Natural Scenes? ↗ · 2021 · Walter, Kerri et al. · indexed
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Development of Drowsiness Detection Method by Integrating Heart Rate Variability Analysis and Multivariate Statistical Process Control ↗ · 2016 · Abe, Erika 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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Comprehensive evaluation method for user interface design in nuclear power plant based on mental workload ↗ · 2019 · Chen, Yu et al. · indexed
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Investigating Monotony in Air Traffic Control Towers: Comparing a Small and Medium-sized Airport ↗ · 2026 · Meyer, Lothar et al. · indexed
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Age-Related Differences in the Cognitive, Visual and Temporal Demands of In-Vehicle Information Systems · 2019 · AAA Foundation for Traffic Safety · archived
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Measurement of cognitive load for writing tasks using galvanic skin response ↗ · 2019 · Hossain, Delowar 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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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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I-TSA Traffic Safety Assessment in a Simulator Experiment with Integrated Information and Assistance Systems ↗ · 2007 · Rimini-Doering, Maria et al. · indexed
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Study protocol for “In-vehicle sensors to detect changes in cognition of older drivers” · 2023 · Tappen, Ruth M. et al. · archived
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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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Workload Estimation for a Military Ground Vehicle Crew using Supervised Machine Learning of FACS Action Unit Intensity Data ↗ · 2025 · Mikulski, Christopher et al. · indexed
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Cognitive Load Monitoring With Wearables–Lessons Learned From a Machine Learning Challenge ↗ · 2021 · Gjoreski, Martin et al. · indexed
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Catching Mind Wandering With Pupillometry: Conceptual and Methodological Challenges ↗ · 2024 · Pelagatti, Claudia et al. · indexed
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The validation and further development of a multidimensional cognitive load scale for virtual environments ↗ · 2020 · Andersen, Martin S. 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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Individualized stress detection using an unmodified car steering wheel · 2021 · Balters, Stephanie et al. · archived
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EEG-based mental workload recognition related to multitasking ↗ · 2015 · Lim, Wei Lun 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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Operator-agnostic and real-time usable psychophysiological models of trust, workload, and situation awareness ↗ · 2025 · Richardson, Erin E. et al. · indexed
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Construction of port-coordinator duties list for mental workload assessment ↗ · 2017 · Kamioka, Daiki et al. · indexed
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Cerebral Blood Flow Velocity and Subjective State as Indices of Resource Utilization during Sustained Driving ↗ · 2008 · Reinerman, Lauren E. 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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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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Peak-End Effects for Subjective Mental Workload Ratings ↗ · 2017 · Peterson, Doug A. et al. · indexed
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Perceptions of cognitive workload measurement using multimodal sensors in surgery ↗ · 2024 · Naik, Ravi et al. · 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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Fit for Duty Assessment of Driver Fatigue based on Statistical Modelling of Cardiovascular Parameters ↗ · 2023 · Picher, Ciara et al. · indexed
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Residents’ subjective mental workload during computerized prescription entry ↗ · 2021 · Wei, Dong 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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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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Study on Driver Distraction Indexes Using Biological Signals Applying Assessment of Information Display ↗ · 2013 · Ohkura, Michiko et al. · indexed
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Predicting the EEG Level of a Driver Based on Driving Information ↗ · 2019 · Kim, Hyun Suk et al. · indexed
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Using Pupillometry to Measure the Cognitive Load of Synthetic Speech ↗ · 2018 · Govender, Avashna et al. · indexed
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An assessment method of pilot workload in manned/unmanned-aerial-vehicles team ↗ · 2017 · Chen, Jun et al. · indexed
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Psychological Effects of Heart Rate and Physical Vibration on the Operation of Construction Machines: Experimental Study ↗ · 2021 · Hashiguchi, Nobuki et al. · indexed
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Evaluating Mental State of Drivers in Automated Driving Using Heart Rate Variability towards Feasible Request-to-Intervene ↗ · 2020 · Garcia, Felan Carlo et al. · indexed
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Work System Improvement Based NASA-TLX and SSRT to Reduce Mental Workload and Work Fatigue ↗ · 2025 · Ardana, Caesar Rifqi et al. · indexed
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Eye in the Sky: Predicting Air Traffic Controller Workload through Eye Tracking based Machine Learning ↗ · 2024 · Lemetti, Anastasia et al. · indexed
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Wrist-Worn Sensor Validation for Heart Rate Variability and Electrodermal Activity Detection in a Stressful Driving Environment ↗ · 2023 · Costantini, Simone et al. · indexed
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How is the Driver's Workload Influenced by the Road Environment? ↗ · 2017 · Bongiorno, Nicola et al. · indexed
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Development of the Sensor Part Re-composition on the Salivary NO<sub>3</sub> <sup>−</sup> Measurement Device for the Evaluation of Mental Workload ↗ · 2021 · Kitamura, Kenichi et al. · indexed
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Measurement of Mental Workload Using Heart Rate Variability and Electrodermal Activity ↗ · 2024 · Fawwaz, Aisy Al et al. · indexed
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Evaluating Emotion Regulation Techniques for Supporting Driving Safety and Performance · 2023 · Susindar, Sahinya et al. · archived
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Mental workload when driving in a simulator: Effects of age and driving complexity ↗ · 2009 · Cantin, Vincent et al. · indexed
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Physiological Indices to Predict Driver Situation Awareness in VR ↗ · 2023 · Kim, Gwangbin et al. · indexed
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Pattern Recognition of Cognitive Load Using EEG and ECG Signals ↗ · 2020 · Xiong, Ronglong et al. · indexed
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Validation of a touchscreen psychomotor vigilance task ↗ · 2019 · Arsintescu, Lucia et al. · indexed
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Real Time Bio Signal Interface for Visual Monitoring of Radar Controllers ↗ · 2017 · Jie, Wee Hong et al. · indexed
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Time domain EEG analysis for evaluating the effects of driver's mental work load during simulated driving ↗ · 2017 · Kim, Jong-Pil 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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Cerebral Blood Flow Velocity and Task Engagement as Predictors of Vigilance Performance ↗ · 2006 · Reinerman, Lauren E. et al. · indexed
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Verbal and Spatial Loading Effects on Eye Movements in Driving Simulators: A Comparison to Real World Driving ↗ · 2002 · Hammel, Kim R. et al. · indexed
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Robust multimodal mental workload classification: A cross-physiological condition machine learning approach ↗ · 2026 · Pontiggia, Anais et al. · indexed
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Assessment and Prediction of Remote Operators’ Mental Workload Through AoI Data in AV Scenarios ↗ · 2025 · Valerio, Andrea et al. · indexed
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Driving Fatigue Detection Based on Behavioral with Cognitive Task Scenario ↗ · 2025 · Hadi, Faisal et al. · indexed
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Physiological responses to simulated and on-road driving ↗ · 2011 · Johnson, Michel J. et al. · indexed
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Measuring Cognitive Load Using In-Game Metrics of a Serious Simulation Game ↗ · 2021 · Sevcenko, Natalia et al. · indexed
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Pengembangan Alat Pengukuran Kelelahan Mental Berbasis Uji Flicker ↗ · 2016 · Yassierli, Yassierli et al. · indexed
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Mental Workload Analysis Using NASA-TLX Method on Customer Service Employees in Strategist Informa Social Media Division (PT Home Center Kawan Lama) ↗ · 2022 · Sari, Ratih Ikha Permata 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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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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Wireless ambulatory ECG signal capture for HRV and cognitive load study using the NeuroMonitor platform ↗ · 2013 · Sahadat, Md Nazmus et al. · indexed
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Cross-Task and Cross-Participant Classification of Cognitive Load in an Emergency Simulation Game ↗ · 2023 · Appel, Tobias et al. · indexed
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Comparison of SAGAT and SPAM for Seeking Effective Way to Evaluate Situation Awareness and Workload During Air Traffic Control Task ↗ · 2020 · Fujino, Mitsuki et al. · indexed
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Individual differences in effects of secondary cognitive activity during driving on temperature at the nose tip ↗ · 2009 · Itoh, Makoto · indexed
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Mental workload evaluation model of receiver aircraft pilots based on multiple resource theory ↗ · 2023 · Pei, Huining et al. · indexed
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Cognitive load influences oculomotor behavior in natural scenes ↗ · 2021 · Walter, Kerri et al. · indexed
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Mind-Wandering and Driving: Comparing Thought Report and Individual Difference Measures · 2019 · Walker, Heather E K et al. · archived
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Assessing the Effect of HUD on Operator Mental Workload and Behavioral Performance During Simulated Flight ↗ · 2024 · Zhang, Ziwei et al. · indexed
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A prediction model of the mental workload of pilots based on improved multiple resource theory ↗ · 2025 · Pei, Huining et al. · indexed
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A Curvilinear Effect of Mental Workload on Mental Effort and Behavioral Adaptability: An Approach With the Pre-Ejection Period ↗ · 2019 · Mallat, Charlotte et al. · indexed
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Discriminating Stress From Cognitive Load Using a Wearable EDA Device ↗ · 2010 · Setz, C. et al. · indexed
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Mental workload measurement, the case of stock market traders ↗ · 2020 · Mourali, Héla 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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Predicting Driver Stress Levels with a Sensor-Equipped Steering Wheel and a Quality-Aware Heart Rate Measurement Algorithm ↗ · 2021 · Cassani, Raymundo et al. · indexed
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Intelligent Driver Monitoring Based on Physiological Sensor Signals: Application Using Camera ↗ · 2015 · Rahman, Hamidur et al. · indexed
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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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The Study of Driving Simulator Validation for Physiological Signal Measures ↗ · 2013 · Li, Jiahui 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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Development of a Field-Deployable Psychomotor Vigilance Test to Monitor Helicopter Pilot Performance ↗ · 2016 · McMahon, Terry W. et al. · indexed
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Temporal Analysis of Cognitive Workload During Manual and Partial Driving Automation Based on the Detection Response Task ↗ · 2025 · Mahmoodzadeh, Mobina et al. · indexed
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Temporal Analysis of Cognitive Workload During Manual and Partial Driving Automation Based on the Detection Response Task ↗ · 2025 · Strayer, David L. · indexed
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Classification of carrier-based aircraft pilot mental workloads based on feature-level fusion and decision-level fusion of PPG and EEG signals ↗ · 2025 · Zhu, W. et al. · indexed
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Psychosocial Work Factors, Job Stress and Strain at the Wheel: Validation of the Copenhagen Psychosocial Questionnaire (COPSOQ) in Professional Drivers · 2019 · Useche, Sergio A. et al. · archived
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What is good? Exploring the applicability of a one item measure as a proxy for measuring acceptance in driver-vehicle interaction studies · 2024 · Buchner, Claudia 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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EEG-based executive function profiling in VR: Towards personalized cognitive load management ↗ · 2026 · Savalle, Emile et al. · indexed
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Methods in cognitive pupillometry: Design, preprocessing, and statistical analysis · 2022 · Mathôt, Sebastiaan et al. · archived
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Effects of Cellular Telephone Use on Driver's Mental Workload while Car Following · 1999 · Tokunaga, R. A. et al. · archived
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The Measurement of Physical Workload and Mental Workload Level of Medical Personnel ↗ · 2019 · Restuputri, Dian Palupi et al. · indexed
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A Low-Cost System for Dynamic Analysis of Pupillary Light Response for a Driver Drowsiness Detection System ↗ · 2018 · Amodio, Alessandro et al. · indexed
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Measuring Sustained Attention and Perceived Workload ↗ · 2017 · Laurie-Rose, Cynthia et al. · indexed
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Data Preprocessing Method of ECG Indicators When Applied ECG in Driver Mental Workload Research ↗ · 2009 · Xiaoli, Xie et al. · indexed
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Physical and Mental Workload Measurement on Warehouse Division Operators of PT.X Using Objective Workload and Subjectives Workload Assessment ↗ · 2024 · Sufyan, Agi Agus Setiawan et al. · indexed
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The use of multi-attribute task battery in mental workload studies: A scoping review ↗ · 2024 · Prasetyo, Ridwan Aji Budi · 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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The Effect of Planning, Strategy Learning, and Working Memory Capacity on Mental Workload · 2020 · Radüntz, Thea · archived
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Real-Time Workload Classification during Driving using HyperNetworks ↗ · 2018 · Wang, Ruohan et al. · indexed
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Synchronising Physiological and Behavioural Sensors in a Driving Simulator ↗ · 2014 · Taib, Ronnie et al. · indexed
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Assessment of Mental Workload among Consumer Packaging Operators in Palm Oil Mills using NASA-TLX ↗ · 2025 · Rishelin, Nadya et al. · indexed
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Driver adaptation to lane keeping assistance systems: Do drivers become less vigilant? ↗ · 2017 · Miller, Erika E. et al. · indexed
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Evaluating driving fatigue detection algorithms using eye tracking glasses ↗ · 2015 · Gao, Xiang-Yu 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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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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Nonlinear Dynamic Classification of Momentary Mental Workload Using Physiological Features and NARX-Model-Based Least-Squares Support Vector Machines ↗ · 2017 · Zhang, Jianhua et al. · indexed
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Learning rate and subjective mental workload in five truck driving tasks ↗ · 2019 · Chi, Chia-Fen et al. · indexed
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Can Infrared Facial Thermography Disclose Mental Workload in Indoor Thermal Environments? ↗ · 2019 · Wang, Xi et al. · indexed
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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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Can EEG Be Adopted as a Neuroscience Reference for Assessing Software Programmers’ Cognitive Load? · 2021 · Medeiros, Júlio et al. · archived
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Driver drowsiness detection based on non-intrusive metrics considering individual specifics ↗ · 2016 · Wang, Xuesong et al. · indexed
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Can we talk about Speed? The Effect of Verbal Protocols on Driver Speed and Perceived Workload ↗ · 2015 · Thomas, Miles et al. · indexed
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Assessment and Classification of Cognitive Decrements Associated with High Workload and Extended Work Periods in a UAV Setting ↗ · 2008 · Schmidt, Regina et al. · indexed
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Thermal Imaging of the Face: Mental Workload Detection in Flight Simulator ↗ · 2022 · Hassoumi, Almoctar et al. · indexed
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Towards Intelligent Data Analytics: A Case Study in Driver Cognitive Load Classification ↗ · 2020 · Barua, Shaibal 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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Analysis of the Influence of Mental Workload on Employee Performance with the Subjective Workload Assessment Technique (SWAT) Method at PT. Bumi Jasa Utama (Kalla Group) ↗ · 2022 · Pratiwi, Putri Ling Ananda et al. · indexed
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Physiological Measurements for Real-Time Fatigue Monitoring in Train Drivers: Review of the State of the Art and Reframing the Problem ↗ · 2021 · Bjegojević, Bojana 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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The short-time fractal scaling of heart rate variability to estimate the mental stress of driver ↗ · 2004 · Shing-Hong Liu 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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Human-Centered HMI for Crane Teleoperation: Empirical Study on the Operators' Mental Workload ↗ · 2021 · Top, Felix et al. · indexed
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Short-term Heart Rate Variability Analysis during Driving a Powered Wheelchair ↗ · 2019 · Bu, Nan et al. · indexed
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Cognitive Workload and Visual Attention Analyses of the Air Traffic Control Tower Flight Data Manager (TFDM) Prototype Demonstration ↗ · 2012 · Lokhande, Kiran et al. · indexed
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Detecting driver stress and hazard anticipation using real‐time cardiac measurement: A simulator study ↗ · 2022 · Kerautret, Laora 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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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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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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Analysis and detection of cognitive load and frustration in drivers' speech ↗ · 2010 · Bořil, Hynek et al. · indexed
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Quantitative Analysis of Eye-Tracking Data Based on Information-Theoretic Tools for Measuring Driver Drowsiness ↗ · 2024 · Zhu, Yueming 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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Estimating a Mental Workload Redline in a Simulated Air-to-Ground Combat Mission ↗ · 2005 · Colle, Herbert A. et al. · indexed
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A Novel Mental Workload-driven Adaptive Training Framework in Robotic Surgical Skill Acquisition · 2026 · Yang, Jing et al. · archived
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Enhancing mental workload recognition: a comparison of complexity-based eye movement metrics and conventional features ↗ · 2025 · Lin, Ray F et al. · indexed
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O160: Novel Monitoring of General Surgeons' Intraoperative Cognitive Load following Surgical Sabermetrics Principles ↗ · 2024 · Howie, Emma et al. · indexed
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Evolution of Workload Demands of the Control Room with Plant Technology ↗ · 2023 · Lin, Jinchao et al. · indexed
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Cognitive load assessment from facial temperature using smart eyewear ↗ · 2019 · Zhengren, Fangqing et al. · indexed
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Measuring Individual Differences in Driver Inattention ↗ · 2014 · Ledesma, Rubén Daniel 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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Comparative utility of instruments for monitoring sleepiness‐related performance decrements in the operational environment ↗ · 2004 · Balkin, Thomas J. et al. · indexed
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Psychomotor Vigilance Test: Measuring Reaction Time In An Occupationally Relevant Environment ↗ · 2025 · Giuliani-Dewig, Hayden K. et al. · indexed
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Situation Awareness Measures for Simulated Submarine Track Management ↗ · 2014 · Loft, Shayne et al. · indexed
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Testing Pupil Size as a Possible Alternative Metric of Physical Fatigue in Automotive Manufacturing Tasks ↗ · 2023 · Biondi, Francesco N. et al. · indexed
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Contactless Vital Sign Monitoring System for In-Vehicle Driver Monitoring Using a Near-Infrared Time-of-Flight Camera ↗ · 2022 · Guo, Kaiwen et al. · indexed
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The Missing Link: Validating the Working Memory Adaptive Fatigue with N-Back Difficulty Protocol for Active Cognitive Fatigue Induction ↗ · 2026 · Mangan, Brodie Edward 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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Gaze and pupil size variability predict difficulty-level and safe intersection crosses in a driving simulator ↗ · 2021 · Martin, Matthew S. et al. · indexed
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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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0310 Oculometrics Track Performance on the Psychomotor Vigilance Task During Acute Sleep Deprivation ↗ · 2020 · Feick, N H et al. · indexed
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Development of a Physiological Measuring System for the Evaluation of Drowsiness during Driving Vehicle ↗ · 2001 · NISHIO, Yasuyuki et al. · indexed
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Real-time mental workload assessment with low intrusiveness for assembly processes: Limits and preliminary results ↗ · 2025 · GERVASI, Riccardo · indexed
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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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Driving Simulator Validation for In-Vehicle Human Machine Interface Assessment ↗ · 2019 · McWilliams, Thomas et al. · indexed
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High Working Memory Load Impairs Language Processing during a Simulated Piloting Task: An ERP and Pupillometry Study ↗ · 2016 · Causse, Mickaël et al. · indexed
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Evaluation of Mental Workload Using the NASA-TLX Method on Call Center Operators at PT. XYZ Makassar ↗ · 2024 · Ahmad, Fauziah · indexed
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Analysis of Driver Drowsiness Detection using EEG and EOG · 2018 · K Firke, Omprakash et al. · archived
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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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Occupational Therapy Assessment of Open-Road Driving Performance: Validity of Directed and Self-Directed Navigational Instructional Components ↗ · 2004 · Mallon, Kerry et al. · indexed
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Simulation-Based Research on the Comprehensive Indexes for Highway Hypnosis Evaluation ↗ · 2018 · Wang, Shu-yi et al. · indexed
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Evaluation of A Navigator's Mental Workload Based on Salivary Amylase Activity ↗ · 2009 · MURAI, Koji et al. · indexed
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Study on an Estimation Method for Driver Strain-State using Facial Temperature ↗ · 2003 · UENO, Yuka et al. · indexed
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Continuous measurement of stress levels in naturalistic settings using heart rate variability: An experience-sampling study driving a machine learning approach ↗ · 2021 · Cipresso, Pietro et al. · indexed
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A neuroergonomics perspective on mental workload predictions in Jens Rasmussen’s SRK framework ↗ · 2017 · Cegarra, Julien et al. · indexed
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The utility of automated measures of ocular metrics for detecting driver drowsiness during extended wakefulness ↗ · 2016 · Jackson, Melinda L. et al. · indexed
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The Effects of Image Set Size and Time Pressure on Human Performance and Mental Workload in a Cyber Image Search Task ↗ · 2013 · Zhao, Guozhen 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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Neural and psychophysiological correlates of human performance under stress and high mental workload ↗ · 2016 · Mandrick, Kevin et al. · indexed
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Classification of Pilots’ Mental Workload States Using Multi-Modal Physiological Signals and Machine Learning ↗ · 2025 · Liang, Dida et al. · indexed
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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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Comparison of self-report and objective measures of driving behavior and road safety: A systematic review ↗ · 2018 · Kaye, Sherrie-Anne et al. · indexed
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Reoccurring LISREL patterns describing Mental Workload, Situation Awareness and Performance ↗ · 2004 · Nählinder, Staffan et al. · indexed
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Physiological Signal Monitoring System to Analyze Driver Attentiveness ↗ · 2021 · Dolezalek, Emily et al. · indexed
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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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Evaluation of Correlation between Psychomotor Vigilance Task Scores and Drowsiness Estimation Levels Obtained from Facial Videos ↗ · 2023 · Umematsu, Terumi et al. · indexed
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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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Drowsiness Detection System Based on PERCLOS and Facial Physiological Signal ↗ · 2022 · Chang, Robert Chen-Hao et al. · indexed
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Measurement of psychological impact of industrial engineering students in fulfiil of online learning outcomes using NASA-TLX method ↗ · 2020 · Umyati, Ani 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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Evaluation of Employee Mental Workload Using the Rating Scale Mental Effort and KAUPK2 Method in the Production Process of Spoon Making PT. VRIZ ↗ · 2024 · Fais, Moh. Ainul et al. · indexed
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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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Promote or inhibit: An inverted U-shaped effect of workload on driver takeover performance ↗ · 2020 · Ma, Shu et al. · indexed
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Demonstrator for extracting cognitive load from pupil dilation for attention management services ↗ · 2016 · Gollan, Benedikt 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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Cognitive Efficiency in Human–Machine Systems: Metrics of Display Effectiveness for Supporting Multitask Performance ↗ · 2017 · Yang, Shiyan 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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Predicting Driver's mental workload using physiological signals: A functional data analysis approach ↗ · 2024 · Lee, Chaeyoung et al. · indexed
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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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A comprehensive experimental framework based on analysis of the pilot’s EEG and NASA-TLX questionnaire in a VR environment ↗ · 2023 · Ji, Li et al. · indexed
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Smart Shirt Respiratory Monitoring to Detect Car Driver Drowsiness ↗ · 2021 · YUDA, Emi et al. · indexed
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Performance of drivers with Parkinson's Disease under the effect of cognitive overloading: insinuation for assessment and training ↗ · 2012 · Chee, Derserri Y. 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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Turkish Adaptation Study of the Cognitive Load Scale: Reliability and Validity of the Cognitive Load Scale in Turkish Culture ↗ · 2024 · Üniversitesi, Trabzon et al. · 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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EEG-based Prediction of Cognitive Load in Intelligence Tests · 2019 · Friedman, Nir et al. · archived
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PENGUKURAN BEBAN KERJA MENTAL SATGAS COVID-19 MALUKU TENGAH MENGGUNAKAN METODE NASA-TLX ↗ · 2022 · Handoyo, Mutmainah et al. · indexed
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Comparison of outlier heartbeat identification and spectral transformation strategies for deriving heart rate variability indices for drivers at different stages of sleepiness ↗ · 2018 · Forcolin, Fabio et al. · indexed
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Effects of System Reliability on Workload and Performance in Image Recognition Tasks · 2023 · Xu, Xiaodong et al. · archived
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Is Physiobehavioral Monitoring Nonintrusive? An Examination of Transcranial Doppler Sonography in a Vigilance Task ↗ · 2020 · Greenlee, Eric T. et al. · indexed
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Objective and Subjective Workload of Remote and Physical Tower Controllers ↗ · 2025 · Shen, Haiming 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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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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EDA, PPG and Skin Temperature as Predictive Signals for Mental Failure by a Statistical Analysis on Stress and Mental Workload ↗ · 2025 · Luzzani, G. et al. · indexed
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Driver workload classification through neural network modeling using physiological indicators ↗ · 2013 · Hoogendoorn, Raymond et al. · indexed
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Task-Evoked Pupillary Dynamics Are Altered in Post-COVID Syndrome ↗ · 2026 · Smit, Alexander et al. · indexed
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Truck Driver Fatigue Assessment Using a Virtual Reality System · 2016 · Ali, Ayman et al. · archived
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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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Tremor Eye Movements as an Objective Marker of Driver’s Fatigue ↗ · 2022 · Lyapunov, S. I. et al. · indexed
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Quantitative evaluation on mental worklosd reduction for hands free driving ↗ · 2018 · Nishigaki, Morimichi 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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Driver Stress Detection Using Ultra-Short-Term HRV Analysis under Real World Driving Conditions ↗ · 2023 · Liu, Kun 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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Mental workload analysis using NASA-TLX method and Maslach burnout inventory at PT. XYZ (East Kalimantan Exitu Dumping Case Study) ↗ · 2023 · Raihan Ahmad Widiarto et al. · indexed
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Combining physiological data and subjective measurements to investigate cognitive load during complex learning ↗ · 2019 · Larmuseau, Charlotte et al. · indexed
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Leveraging Pupil Dilation Measures for Understanding Users' Cognitive Load During Visualization Processing ↗ · 2017 · Toker, Dereck 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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Effects of augmented reality glasses on the cognitive load of assembly operators in the automotive industry ↗ · 2021 · Atici-Ulusu, Hilal et al. · indexed
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THE PACKAGING SECTION EMPLOYEE MENTAL WORKLOADS ANALYSIS USING NASA-TLX METHODS IN CHRUNCHY PEANUTS PRODUCTION ↗ · 2019 · Azizah, Nur · 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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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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ECG-Based Driving Fatigue Detection Using Heart Rate Variability Analysis with Mutual Information ↗ · 2023 · Halomoan, Junartho et al. · indexed
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Mental Workload Classification for Multitasking Test using Electroencephalogram Signal ↗ · 2021 · Singh, Utpal et al. · indexed
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Effectiveness of training under stress in immersive VR: an investigation of firefighter performance, gaze entropy, and pupillometry ↗ · 2025 · Mehta, Ranjana K. et al. · indexed
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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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Economical Visual Attention Test for Elderly Drivers · 2020 · Onishi, Akinari · archived
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A Hybrid Approach to Detect Driver Drowsiness Utilizing Physiological Signals to Improve System Performance and Wearability · 2017 · Awais, Muhammad et al. · archived
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The Impact of N-back-Induced Mental Workload and Time Budget on Takeover Performance ↗ · 2024 · Goodridge, Courtney Michael et al. · indexed
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Eye‐Tracking and Skin Conductance to Monitor Cognitive Task Engagement ↗ · 2026 · Fragueiro, Agustina 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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Investigating the generalizability of EEG-based cognitive load estimation across visualizations ↗ · 2018 · Parekh, Viral et al. · indexed
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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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Visual Scanning Techniques and Mental Workload of Helicopter Pilots During Simulated Flight ↗ · 2021 · Rainieri, Giuseppe et al. · indexed
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Quantitative Evaluation of Mental Workload for Port-Coordinator Using Salivary NO<sub>3</sub><sup>-</sup> ↗ · 2015 · KITAMURA, Kenichi et al. · indexed
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An Integrated Electroencephalography and Eye-Tracking Analysis Using eXtreme Gradient Boosting for Mental Workload Evaluation in Surgery ↗ · 2024 · Shafiei, Somayeh B. et al. · indexed
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Measuring the Cognitive Workload of Working Adult Students in Batam's Higher Education Institutions: A NASA-TLX Approach ↗ · 2024 · Bora, M Ansyar et al. · indexed
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Relationship Between Mental Fatigue and Mental Workload Among Nurses ↗ · 2019 · Bakhshi, Ehsan et al. · indexed
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Towards an EEG Based Mental Workload Evaluation Method for Construction Workers’ HMD AR Use ↗ · 2020 · Qin, Yimin et al. · indexed
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Mental Workload Estimation During Floor Cleaning Based on Wearable Inertial Sensors ↗ · 2026 · Shidahara, Moemi et al. · indexed
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Toward Nonintrusive Camera-Based Heart Rate Variability Estimation in the Car Under Naturalistic Condition ↗ · 2022 · Liu, Shu et al. · indexed
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Gaze Behavior and Mental Workload While Using a Whole-Body Powered Exoskeleton: A Pilot Study ↗ · 2023 · Upasani, Satyajit et al. · indexed
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Mental workload variations during different cognitive office tasks with social media interruptions ↗ · 2022 · Zahmat Doost, Elmira et al. · indexed
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Benchmarking Multimodal Workload Classification: Effects of Modality, Validation Protocol, and Segmentation Contrast on an Open Graded-Arithmetic Dataset ↗ · 2026 · Booth, Liam et al. · indexed
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Application of Random Forest and HRV Analysis for Real-Time Pilot Mental Workload Monitoring: Toward an Intelligent Cockpit Support System ↗ · 2026 · Vindigni, C.R. · indexed
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Pupillary manifolds: uncovering the latent geometrical structures behind phasic changes in pupil size · 2024 · Blini, Elvio et al. · archived
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Pupil Response in Visual Tracking Tasks: The Impacts of Task Load, Familiarity, and Gaze Position ↗ · 2024 · Wu, Yun et al. · indexed
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A Mental Workload Study on the 2d and 3d Viewing Conditions of the da Vinci Surgical Robot ↗ · 2009 · Klein, Martina I. et al. · indexed
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Natural-Setting PHR Usability Evaluation using the NASA TLX to Measure Cognitive Load of Patients ↗ · 2019 · Pachunka, Emily et al. · indexed
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Applications of Psychophysiological Measures in Uninhabited Air Vehicle Tasks ↗ · 2009 · Thomas, Krystal et al. · indexed
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Contrasting Effects of Response Uncertainty on the Task‐Evoked Pupillary Response and Reaction Time ↗ · 1987 · Richer, Francois et al. · indexed
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Toward development of monitoring system of port coordinator's mental workload using adhesive plaster-type sensor ↗ · 2016 · Murai, Koji et al. · indexed
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Cognitive load assessment using pupil dilation during arithmetic tasks: A multilevel analysis of objective and perceived difficulty ↗ · 2026 · Park, EunSeo · indexed
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Bayesian Analysis of Pilot Physiology in a Simulated Flight Environment ↗ · 2025 · Kyle, Ainsley et al. · indexed
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Nursing physical workload and mental workload in intensive care units: Are they related? ↗ · 2021 · Nasirizad Moghadam, Kolsoom et al. · indexed
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Measuring cognitive load using eye tracking technology in learning Content ↗ · 2021 · Gutiérrez Rondón, Sara Maritza et al. · indexed
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The effect of driver advisory systems on train driver workload and performance ↗ · 2014 · Large, David et al. · indexed
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A Physiological Evaluation of Driver Workload in the Lead Vehicle of an Autonomous Truck Platoon Using Bio-Signal Analysis ↗ · 2025 · Yuda, Emi et al. · indexed
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Investigating speech features and automatic measurement of cognitive load ↗ · 2008 · Yin, Bo et al. · indexed
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Efficacy of a Neurofeedback Training on Attention and Driving Performance: Physiological and Behavioral Measures ↗ · 2019 · Balconi, Michela et al. · indexed
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Using Galvanic Skin Response (GSR) to Measure Trust and Cognitive Load in the Text-Chat Environment ↗ · 2015 · Khawaji, Ahmad et al. · indexed
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Neuroimaging and Physiological Data-driven Autonomous Vehicle Driving Simulation System in Extended Reality ↗ · 2025 · Lynch, Curt et al. · indexed
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Using Machine Learning to Train a Wearable Device for Measuring Students’ Cognitive Load during Problem-Solving Activities Based on Electrodermal Activity, Body Temperature, and Heart Rate: Development of a Cognitive Load Tracker for Both Personal and Classroom Use ↗ · 2020 · Romine, William L. et al. · indexed
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Perceived Workload in Mixed IFR/VFR Terminal Operations: An Exploratory Pilot Simulator Study in Zagreb TMA ↗ · 2026 · Antulov-Fantulin, Bruno et al. · indexed
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Psychomotor Vigilance Task indices are correlated with and can predict the Major Depressive Disorder ↗ · 2023 · Fan, Xiwang et al. · indexed
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An optical pressure measurement system for control inceptors to evaluate pilots’ workload ↗ · 2021 · Zanoni, Andrea et al. · indexed
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Designing Medical Interactive Systems Via Assessment of Human Mental Workload ↗ · 2015 · Longo, Luca · indexed
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Evaluation of Helicopter Performance Indicators for use in the Development of Digital Twin based on Physiological Sensor Data from the Aviator ↗ · 2024 · Feltman, Kathryn et al. · indexed
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Multimodal Evaluation of Mental Workload and Engagement in Upper-Limb Robot-Assisted Motor Tasks ↗ · 2026 · Zanco, Camilla et al. · indexed
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Reproduction of mental states in driving using a visual filter ↗ · 2022 · Hiraishi, Hironori · indexed
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Preprocessing of Pupil Data of Cognitive Load during Emotional Regulation ↗ · 2023 · Hewen, Luo et al. · indexed
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Preliminary validation study of the 3-min wrist-worn psychomotor vigilance test ↗ · 2016 · Matsangas, Panagiotis et al. · indexed
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Mental workload, situational awareness, and safety culture in high-speed craft navigation: A multidimensional analysis of Turkish bridge officers ↗ · 2025 · Kartoglu, Cem et al. · indexed
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Pupillometry as a measure of auditory cognitive processes and listening effort ↗ · 2018 · Almaraz, Damian et al. · indexed
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Quantifying Visual Attention of Teams During Workload Transitions Using AOI-Based Cross-Recurrence Metrics ↗ · 2023 · Atweh, Jad A. et al. · indexed
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Analysis of cognitive load for bilingual subjects based on lexile measures ↗ · 2013 · Kumar, Pravin et al. · indexed
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Enhancing Cross-Dataset Mental Workload Detection Using Electrodermal Activity and Domain Adaptation ↗ · 2026 · Sigcha, Luis et al. · indexed
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Performance Enhancement in an Uninhabited Air Vehicle Task Using Psychophysiologically Determined Adaptive Aiding ↗ · 2007 · Wilson, Glenn F. et al. · indexed
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0240 VALIDATION OF A TOUCHSCREEN PSYCHOMOTOR VIGILANCE TASK FOR ANDROID DEVICES ↗ · 2017 · Ocano, D et al. · indexed
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Acoustic Measures of Voice and Physiologic Measures of Autonomic Arousal During Speech as a Function of Cognitive Load in Older Adults ↗ · 2023 · Abur, Defne et al. · indexed
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Mental Workload Prediction Using Physiological Signals: Balancing Performance and Interpretability ↗ · 2026 · Hochgeschurz, Stephanie et al. · indexed
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Acoustic Measures of Voice and Physiologic Measures of Autonomic Arousal during Speech as a Function of Cognitive Load ↗ · 2017 · MacPherson, Megan K. et al. · indexed
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A response to Basner et al. (2021): “Response speed measurements on the psychomotor vigilance task: how precise is precise enough?” ↗ · 2021 · Snipes, Sophia et al. · indexed
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Study of A Port Coordinator's Mental Workload Based on Facial Temperature ↗ · 2015 · Murai, Koji et al. · indexed
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Pupillometry as a window to detect cognitive aging in the brain ↗ · 2023 · Kim, Jiae et al. · indexed
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Cognitive workload among orthopaedic nurses during the morning rush hours: results from field survey and lab-simulated eye-tracking evaluation ↗ · 2025 · Zhao, Xuanang et al. · indexed
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Psychophysiological and Some Functional Markers of Mental Workload in Young Men ↗ · 2018 · Ignatova, Yu. P. et al. · indexed
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MENTAL WORKLOAD ANALYSIS OF NAVAL CADET ACADEMY USING SUBJECTIVE WORKLOAD ASSESSMENT TECHNIQUE (SWAT) METHODS ↗ · 2020 · Pudiastuti, Elisabeth Tanti · indexed
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Monitoring the cognitive load in competitive environments in professional women’s basketball ↗ · 2025 · Fuster, Joan et al. · indexed
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Display Design Shapes How Eye Tracking, Workload, and Situation Awareness Predict Team Performance ↗ · 2025 · Atweh, Jad A. et al. · indexed
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Evaluating nonlinear variability of mental fatigue behavioral indices during long‐term attentive task ↗ · 2012 · Azarnoosh, Mahdi et al. · indexed
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Minimize Mental Workload and Fatigue of Horizontal Directional Drilling Worker Using Rating Scale Mental Effort and Swedish Occupational Fatigue Inventory Methods. ↗ · 2024 · Septiani, Winnie Septiani et al. · indexed
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Feature Weight Driven Interactive Mutual Information Modeling for Heterogeneous Bio-Signal Fusion to Estimate Mental Workload ↗ · 2017 · Zhang, Pengbo et al. · indexed
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The Effects of Semi-Autonomous Driving on Heart Rate Variability and Anxiety ↗ · 2026 · Göçer, Hakan et al. · indexed
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Predicting Air Traffic Controller Workload from Eye-Tracking Data with Machine Learning ↗ · 2025 · Lemetti, Anastasia et al. · indexed
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Evaluation of Student Mental Workload in Multicampus Lectures of Cirebon Industrial Engineering Block System ↗ · 2024 · Muslim, Yudisiasita et al. · indexed
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Evaluation of cognitive load in team sports: literature review ↗ · 2021 · Fuster, Joan et al. · indexed
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Horizontal vHIT gain is unaffected by moderate cognitive load: evidence from a single-distance dual-task paradigm ↗ · 2026 · Ayas, Muhammed et al. · indexed
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Predictive Mental Workload Modeling Methodology for Single-Pilot Operations System Design ↗ · 2024 · Li, Min et al. · indexed
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Cognitive workload in conventional direct control vs. pattern recognition control of an upper-limb prosthesis ↗ · 2016 · Zhang, Wenjuan et al. · indexed
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Assessing cognitive load in adolescent and adult students using photoplethysmogram morphometrics ↗ · 2020 · Xuan, Qi et al. · indexed
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Changes in Physiological Parameters Induced by Indoor Simulated Driving: Effect of Lower Body Exercise at Mid-Term Break ↗ · 2009 · Liang, Wen Chieh et al. · indexed
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Early Eye Disengagement Is Regulated by Task Complexity and Task Repetition in Visual Tracking Task ↗ · 2024 · Wu, Yun et al. · indexed
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Subjective Mental Workload and Its Correlation With Musculoskeletal Disorders in Bank Staff ↗ · 2016 · Darvishi, Ebrahim et al. · indexed
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Employing Consumer Wearables to Detect Office Workers' Cognitive Load for Interruption Management ↗ · 2018 · Schaule, Florian et al. · indexed
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Recognition of Mental Workload Levels Under Complex Human–Machine Collaboration by Using Physiological Features and Adaptive Support Vector Machines ↗ · 2015 · Zhang, Jianhua et al. · indexed
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Heart Rate Extraction Based on Near-Infrared Camera: Towards Driver State Monitoring ↗ · 2018 · Zhang, Qi et al. · indexed
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Pupillary correlates of individual differences in n-back task performance ↗ · 2023 · Robison, Matthew Kyle · indexed
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Disentangling Arousal and Attentional Contributions to Pupil Size: Toward Simultaneous Estimation of Emotional and Cognitive States ↗ · 2025 · Tsutsumi, Taihei et al. · indexed
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Analisis Beban Kerja Mental saat Mengoperasikan Smartphone dengan Memperhatikan Postur Tubuh: Pendekatan Menggunakan Metode NASA-TLX ↗ · 2024 · Kurnia, Fikrihadi · indexed
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Continuous monitoring of heart rate variability and haemodynamic stability of an automobile driver to prevent road accidents ↗ · 2012 · Emarose, S. et al. · indexed
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Pupil size reveals the cognitive load involved in processing rhythmic stimuli of various tempi and complexity ↗ · 2026 · Fontaine, Elena et al. · indexed
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Integration of conflict resolution automation and vertical situation display for on-ground air traffic control operations · 2021 · Trapsilawati, Fitri et al. · archived
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Unobtrusive in-car measurement of physiological signals on the road ↗ · 2024 · Teichmann, Daniel et al. · indexed
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Evaluation of the impact of data communications equipage level on air traffic controller workload using the functional near infra-red imaging technique ↗ · 2011 · Willems, Ben et al. · indexed
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Accurate Reaction Times on Smartphones: The Challenges of Developing a Mobile Psychomotor Vigilance Task ↗ · 2021 · Arthurs, Mel et al. · indexed
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Psychometrics of drift-diffusion model parameters derived from the Eriksen flanker task: Reliability and validity in two independent samples ↗ · 2024 · Rappaport, Brent Ian et al. · indexed
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Recovery patterns in the physiological responses of the autonomic nervous system induced by mental workload ↗ · 2007 · Chi'e Soga et al. · indexed
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Using Pupil Dilation to Measure Cognitive Load When Listening to Text-to-Speech in Quiet and in Noise ↗ · 2019 · Govender, Avashna et al. · indexed
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Predicting Pilot Performance, Workload and Handling Qualities using SCOPE ↗ · 2023 · Bachelder, Edward et al. · indexed
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Exploratory ECG analysis of driving events using wavelet band metrics ↗ · 2017 · Wachowiak-Smolikova, Renata et al. · indexed
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Reliability and Validity of Ambulatory Cognitive Assessments ↗ · 2016 · Sliwinski, Martin J. et al. · indexed
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Analyzing Mental Workload of Remote Worker by Using SWAT Methodology (Case Study: Remote Software Engineer) ↗ · 2019 · Zulfany, A H et al. · indexed
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Pengukuran Beban Kerja Mental Bagian Marketing PT. Pindo Deli di Masa Covid-19 dengan Metode NASA TLX ↗ · 2021 · Rahdiana, Nana et al. · indexed
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Pupillary fluctuation amplitude before target presentation reflects short-term vigilance level in Psychomotor Vigilance Tasks ↗ · 2021 · Yamashita, Jumpei et al. · indexed
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Traffic Pattern Analysis in a Flight Simulator: Subjective and Physiological Mental Workload Assessment Techniques ↗ · 2018 · Roy, Raphaëlle et al. · indexed
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Comparing Treatment Effect Measurements in Narcolepsy: The Sustained Attention to Response Task, Epworth Sleepiness Scale and Maintenance of Wakefulness Test ↗ · 2015 · van der Heide, Astrid et al. · indexed
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Cognitive Load and Working Memory in Multimedia Learning: Conceptual and Measurement Issues ↗ · 2019 · Anmarkrud, Øistein et al. · indexed
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Evaluation the Relationship between Mental Workload and Fatigue in Shahroud Bank Employees ↗ · 2022 · VASILOUEE, Vahid et al. · indexed
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A Review of Heartbeat Detection Systems for Automotive Applications ↗ · 2021 · Arakawa, Toshiya · indexed
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Task Difficulty Differentially Affects Two Measures of Processing Load: The Pupil Response During Sentence Processing and Delayed Cued Recall of the Sentences ↗ · 2013 · Zekveld, Adriana A. et al. · indexed
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Mental Workload Evaluation for PMM Outbound Student in X University (Unix) Using NASA-TLX Method ↗ · 2022 · Isnaini, Wildanul et al. · indexed
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Relationship of Age, Duration of Work and Environmental Temperature With Worker Mental Workload ↗ · 2022 · Setijo Widodo, R. et al. · indexed
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A Non-Linear Relationship between Controller Workload and Traffic Count ↗ · 2005 · Lee, Paul U. · indexed
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Assessing and Visualizing Pilot Performance in Traffic Patterns: A Composite Score Approach ↗ · 2025 · Chenot, Quentin et al. · indexed
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An eye-tracking and neuroimaging study of negative wording effects on cognitive load in a metacognitive awareness tool ↗ · 2025 · Wang, Xinhe et al. · indexed
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Analisis Beban Kerja Mental Menggunakan Metode Nasa – TLX Pada Divisi Human Capital Services Officer ↗ · 2024 · Prastiyo, Muhammad Rizky et al. · indexed
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Three New Outcome Measures That Tap Into Cognitive Processes Required for Real-Life Communication ↗ · 2020 · Lunner, Thomas et al. · indexed
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Workload Alerts—Using Physiological Measures of Mental Workload to Provide Feedback During Tasks ↗ · 2018 · Maior, Horia A. et al. · indexed
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WorkloadGPT: A Large Language Model Approach to Real-Time Detection of Pilot Workload ↗ · 2024 · Gao, Yijing et al. · indexed
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PVT-Touch: Adapting a Reaction Time Test for Touchscreen Devices ↗ · 2013 · Kay, Matthew et al. · indexed
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Noise exposure and mental workload: Evaluating the role of multiple noise exposure metrics among surface miners in the US Midwest ↗ · 2022 · Shkembi, Abas et al. · indexed
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Disentangling listening effort and memory load beyond behavioural evidence: Pupillary response to listening effort during a concurrent memory task ↗ · 2020 · Zhang, Yue et al. · indexed
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OC-012 The Effect of Mental Workload Experienced During Colonoscopy on Endoscopists Performance ↗ · 2016 · Rahman, I et al. · indexed
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Assessing the Impact of Concurrent Employment and Undergraduate Studies on the Mental Workload of Student Virtual Assistants in the Philippines ↗ · 2026 · L. Oriño, Ydnar Yvann et al. · indexed
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Behavioral performance and task-evoked pupillary response indices of errors during visual search ↗ · 2025 · Guillory, Sylvia et al. · indexed
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Effect of Mental Workload Related Stress on Physiological Signals ↗ · 2021 · Riaz, Roha et al. · indexed
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A review for workload measurement of air traffic controller based on air traffic complexity ↗ · 2013 · Zhuoxi, Song et al. · indexed
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Pilot Control Behavior Model and its Model-Matching Procedure via Mission-Task-Element Flight Tests ↗ · 2017 · Onur, Can et al. · indexed
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Non-Intrusive Cognitive Load Estimation Using Footstep-Induced Structural Vibration Signals ↗ · 2025 · CHAKRABORTY, MAINAK et al. · indexed
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Assessing Mental Workload in Rural Women: A Heart Rate Variability Analysis of Working Women vs. Homemakers ↗ · 2025 · RMCS, COCS, HAU Hisar et al. · indexed
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Quantitative Evaluation of Ship Navigator's Mental Workload by Means of Facial Temperature ↗ · 2007 · HAYASHI, Yuji et al. · indexed
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Test-Retest Reliability of Immersive Virtual Reality Measures of Perceptual-Motor Performance ↗ · 2023 · Wilkerson, Gary B. et al. · indexed
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Skin Conductance Response in Real Driving Settings: Comparison of Analysis Methods ↗ · 2024 · Iadarola, Grazia et al. · indexed
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A new metric for quantifying performance impairment on the psychomotor vigilance test ↗ · 2012 · RAJARAMAN, SRINIVASAN et al. · indexed
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Agreement between the 3-minute Psychomotor Vigilance Task (PVT) Embedded in a Wrist-worn Device and the Laptop-based PVT ↗ · 2018 · Matsangas, Panagiotis et al. · indexed
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The Relationship between Air Traffic Control Communication Events and Measures of Controller Taskload and Workload ↗ · 2002 · Manning, Carol et al. · indexed
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Measuring and classifying students' cognitive load in pen‐based mobile learning using handwriting, touch gestural and eye‐tracking data ↗ · 2023 · Li, Qingchuan et al. · indexed
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Decision Tree-Based Pilot Workload Prediction Through Optimized HRV Features Selection ↗ · 2026 · Vindigni, Carmelo Rosario et al. · indexed
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Physiological Driver Monitoring Using Capacitively Coupled and Radar Sensors ↗ · 2019 · Castro, Ivan D. et al. · indexed
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ANALYSIS OF MENTAL WORKLOAD FINAL YEAR STUDENTS DUE TO ONLINE LEARNING WITH NASA-TLX METHOD ↗ · 2024 · Silalong, Lucky Arasyah Sesario et al. · indexed
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Pilot study of office employee informational mental workload ↗ · 2019 · Zuev, A. V. et al. · indexed
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Being here, being there: Investigating cognitive and attentional mechanisms of breaks in presence using psychophysiological and reaction time measures ↗ · 2025 · Holl, Elisabeth et al. · indexed
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Cortisol, Chromogranin A, and Pupillary Responses Evoked by Speech Recognition Tasks in Normally Hearing and Hard-of-Hearing Listeners: A Pilot Study · 2016 · Kramer, Sophia E. et al. · archived
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The Subjective Overall Workload Assessment (SOWA) Method as a Tool for Effectiveness Evaluation of Ergonomic Training in a Food Processing Industry ↗ · 2018 · Jach, Katarzyna et al. · indexed
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A New Automated Method for Evaluating Mental Workload Using Handwriting Features ↗ · 2017 · WU, Zhiming et al. · indexed
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Assessment of Radiation Therapy Technologists’ Workload and Situation Awareness: Monitoring 2 Versus 3 Collocated Display Monitors ↗ · 2021 · Nuamah, Joseph K. et al. · indexed
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Disentangling listening effort and memory load beyond behavioural evidence: Pupillary response to listening effort during a concurrent memory task ↗ · 2021 · Zhang, Yue et al. · indexed
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Pengukuran Beban Kerja Mental dan Fisik Operator Mesin Die Casting pada Shift Malam dengan Menggunakan Metode Nasa-TLX, CVL dan FTA ↗ · 2026 · Alfin Kurnia Setiawan et al. · indexed
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The Difference in Pupil Size Responding to Cognitive Load and Emotional Arousal Questions between Guilty and Innocent Group ↗ · 2020 · Cho, Ara et al. · indexed
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Using Eye-Movement Events to Determine the Mental Workload of Surgical Residents ↗ · 2018 · Menekşe Dalveren, Gonca Gökçe et al. · indexed
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A Field Study on Evaluating Mental Workload in “Kerupuk Emping” Small and Medium-Sized Enterprise in Hanau Berak Village, Lampung ↗ · 2023 · Attar, Muhammad et al. · indexed
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Physical and Cognitive Load Effects Due to a Powered Lower-Body Exoskeleton ↗ · 2020 · Bequette, Blake et al. · indexed
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Your Eyes Under Pressure: Real-Time Estimation of Cognitive Load with Smooth Pursuit Tracking ↗ · 2025 · Pierluigi Dell’Acqua et al. · indexed
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An Efficient Deep-Learning-Based Solution for the Recognition of Relative Changes in Mental Workload Using Wearable Sensors ↗ · 2023 · Saleh, Majd et al. · indexed
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Analisis Beban Kerja Mental pada Operator Dump Truck dengan Metode Nasa-TLX ↗ · 2022 · Muh Anhar et al. · indexed
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The relationship between experience and mental workload in anaesthetic practice: an observational study ↗ · 2013 · Byrne, A.J. et al. · indexed
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Physiological workload assessment with the help of heart rate and perceived exertion rating on handcart pullers of wholesale trade markets of Delhi ↗ · 2023 · PANDIT, AMOL SANGEETA · indexed
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Estimating cognitive load during self-regulation of brain activity and neurofeedback with therapeutic brain-computer interfaces ↗ · 2015 · Bauer, Robert et al. · indexed
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Reliability of Heart Rate Variability Analysis by Using Electrocardiogram Recorded Unrestrainedly from an Automobile Steering-Wheel ↗ · 2007 · Osaka, Motohisa et al. · indexed
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The impact of luminance on tonic and phasic pupillary responses to sustained cognitive load ↗ · 2017 · Peysakhovich, Vsevolod et al. · indexed
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Measurable Decision Making with GSR and Pupillary Analysis for Intelligent User Interface ↗ · 2015 · Zhou, Jianlong et al. · indexed
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Ergonomic Assessment of Mental Workload in Higher Education. Effects of Education System on Student’s Workload Perception ↗ · 2017 · Susana Rubio-Valdehita et al. · indexed
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A Virtual-Reality Approach for the Assessment and Rehabilitation of Multitasking Deficits ↗ · 2020 · Bock, Otmar et al. · indexed
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Repeated Administration Effects on Psychomotor Vigilance Test Performance ↗ · 2017 · Basner, Mathias et al. · indexed
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Measuring Physiological Response and Mental Workload of AR Users in Assembly Learning: Implications for Educational Multimedia Applications ↗ · 2025 · Daliana, Nadia et al. · indexed
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Temporal Dynamics of Motivation-Cognitive Control Interactions Revealed by High-Resolution Pupillometry ↗ · 2013 · Chiew, Kimberly S. et al. · indexed
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MENTAL WORKLOAD OF AIR TRAFFIC CONTROL (ATC) PERSONNEL AT ADISUTJIPTO INTERNATIONAL AIRPORT · 2021 · Seftiyana, Via Choirul · archived
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Can a Low-Cost Eye Tracker Assess the Impact of a Valent Stimulus? A Study Replicating the Visual Backward Masking Paradigm · 2020 · Vlastos, Dimitris D. et al. · archived
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Drone Operator Workload Analysis for Integration onto a Naval Vessel · 2025 · Bostock, Nicholas et al. · archived
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Correlative Evaluation of Mental and Physical Workload of Laparoscopic Surgeons Based on Surface Electromyography and Eye-tracking Signals ↗ · 2017 · Zhang, Jian-Yang et al. · indexed
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1053 A Three-Minute Mobile Version of The Psychomotor Vigilance Task ↗ · 2018 · Deering, S et al. · indexed
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Measured and Perceived Exercise Intensity During the Performance of Single-Task, Cognitive-Motor Dual-Task, and Exergame Training: Transversal Study · 2023 · Gallou-Guyot, Matthieu et al. · archived
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EPELI: a novel virtual reality task for the assessment of goal-directed behavior in real-life contexts · 2022 · Seesjärvi, Erik et al. · archived
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Vocal Markers in Aviation of Workload, Stress, Fatigue, and Sleepiness: A Protocol Validation Study ↗ · 2025 · Gnerre, Martina et al. · indexed
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The Effects of Cognitive Load on Pupil Dilation in Volleyball Players: An Eye-Tracking Study: Cognitive Load on Pupil Dilation in Volleyball Players ↗ · 2025 · Nalçacıgil, Tuğba · indexed
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Latent profile analysis of mental workload among emergency department nurses: a cross-sectional study ↗ · 2024 · Hao, Xiaoyan et al. · indexed
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Reliability of the 5-min psychomotor vigilance task in a primary school classroom setting ↗ · 2010 · Wilson, Andrew et al. · indexed
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AuReTim: an inexpensive and extensible open-source auditory psychomotor vigilance test · 2023 · Straßer, Torsten et al. · archived
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Mental Workload Evaluation in Adaptive Boss Battle Gamification for PHP Programming Education: A Two-Phase NASA-TLX Analysis ↗ · 2026 · Wibowo, Dimas Wahyu et al. · indexed
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Prediction of mental effort derived from an automated vocal biomarker using machine learning in a large-scale remote sample ↗ · 2023 · Taptiklis, Nick et al. · indexed
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A pilot study of marking accuracy and mental workload as measures of OSCE examiner performance ↗ · 2016 · Byrne, Aidan et al. · indexed
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Pupillary fluctuation amplitude preceding target presentation is linked to the variable foreperiod effect on reaction time in Psychomotor Vigilance Tasks ↗ · 2022 · Yamashita, Jumpei et al. · indexed
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Quantification of cognitive ergonomic factors and task performance for the use of passive upper limb exoskeleton while performing overhead tasks. ↗ · 2023 · Abd Rahman, Nurul Izzah · indexed
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Évaluation de la charge cognitive et de la performance dans la réalité virtuelle immersive et non immersive : Une étude croisée dans le domaine de l'éducation à la santé Examining Cognitive Load and Performance in Immersive vs. Non-Immersive Virtual Reality: A Cross-Over Study in Health Education · 2023 · LONJOU, Léa et al. · archived
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Identification of Mental Workload Using Imbalanced EEG Data and DySMOTE-based Neural Network Approach ↗ · 2016 · Cui, Xiqing et al. · indexed
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Measured and Perceived Exercise Intensity During the Performance of Single-Task, Cognitive-Motor Dual-Task, and Exergame Training: Transversal Study (Preprint) · 2022 · Gallou-Guyot, Matthieu et al. · archived
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Cardiorespiratory Information Dynamics during Mental Arithmetic and Sustained Attention ↗ · 2015 · Widjaja, Devy et al. · indexed
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Analisis Beban Kerja Mental Karyawan Perkebunan Kelapa Sawit menggunakan Subjective Workload Assessment Technique (SWAT) and Work Samplin ↗ · 2024 · Safutra, Nur Ihwan et al. · indexed
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Measuring cognitive load in the presence of educational video: Towards a multimodal methodology ↗ · 2016 · Kruger, Jan-Louis et al. · indexed
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Are we capturing individual differences? Evaluating the test-retest reliability of experimental tasks used to measure social cognitive abilities ↗ · 2024 · Pennington, Charlotte Rebecca et al. · indexed
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Are we capturing individual differences? Evaluating the test–retest reliability of experimental tasks used to measure social cognitive abilities ↗ · 2025 · Pennington, Charlotte R. et al. · indexed
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A few comments on visual systems of a ship handling simulator for sea pilot training: Training for entering a port ↗ · 2011 · Murai, Koji et al. · indexed
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Initial Validation of a Virtual Environment for Assessment of Memory Functioning: Virtual Reality Cognitive Performance Assessment Test · 2008 · Parsons, Thomas D. et al. · archived
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Analisa Beban Mental Karyawan Menggunakan Nasa - Tlx Rooms Division Prime Plaza Hotel Kualanamu · 2023 · Anshori, Mohamad Yusak et al. · archived
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The effect of short duration heart rate variability (HRV) biofeedback on cognitive performance during laboratory induced cognitive stress ↗ · 2010 · Prinsloo, Gabriell E. et al. · indexed
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The questionable validity of attention bias variability: Evidence from two conceptually unrelated cognitive tasks ↗ · 2022 · Carlson, Joshua et al. · indexed
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Quantifying mental workloads of surgeons performing natural orifice transluminal endoscopic surgery (NOTES) procedures ↗ · 2011 · Zheng, Bin et al. · indexed
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ASSESSMENT OF MENTAL WORKLOAD OF FLIGHT ATTENDANTS BASED ON FLIGHT DURATION: AN EFFORT TO PROVIDE SAFE WORKING CONDITION ↗ · 2020 · Widyanti, Ari et al. · indexed
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The Quality of Response Time Data Inference: A Blinded, Collaborative Assessment of the Validity of Cognitive Models · 2018 · Dutilh, Gilles et al. · archived
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Basic study of ship's bridge teammate's mental workload by wavelet transform ↗ · 2005 · Murai, K. et al. · indexed
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Evaluasi Beban Kerja Guna Penjadwalan Ulang Shift Kerja Dengan Metode National Aeronautics and Space Administration Task Load Index Pada Dosare Hotel Yogyakarta ↗ · 2024 · Dwiky Kurniawan et al. · indexed
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The Rate of Subjective Mental Workload and its Correlation with Musculoskeletal Disorders in Bank Staff in Kurdistan, Iran ↗ · 2015 · Darvishi, Ebrahim et al. · indexed
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Pupillary and microsaccadic responses to cognitive effort and emotional arousal during complex decision making ↗ · 2020 · Krejtz, Krzysztof et al. · indexed
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POMDP-Based Adaptive Interaction Through Physiological Computing ↗ · 2022 · Singh, Gaganpreet et al. · indexed
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Test-Retest Reliability of a Visual-Cognitive Technology (BlazePod™) to Measure Response Time ↗ · 2021 · de-Oliveira, Levy A. et al. · indexed
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Does cognitive load differ among sight-singers? An exploratory study using pupillometry and interviews ↗ · 2021 · Pomerleau-Turcotte, Justine et al. · indexed
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Multimodal machine learning for cognitive load based on eye tracking and biosensors ↗ · 2023 · Vulpe-Grigorasi, Adrian · indexed
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A unified model of the task-evoked pupil response ↗ · 2021 · Burlingham, Charlie S. et al. · indexed
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A unified model of the task-evoked pupil response ↗ · 2022 · Burlingham, Charlie S. et al. · indexed
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Psychometric characteristics of the n-back task: Construct validity across age and stimulus type, internal consistency, test-retest and alternate forms reliability ↗ · 2025 · Hepdarcan, Ilgım et al. · indexed
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SUBJECTIVE MENTAL WORKLOAD ASSESSMENT BASED ON GENERALIZED FUZZY NUMBERS ↗ · 2011 · Yong, Deng · indexed
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Measurement of student mental workload during online learning using Continuous Subjective Workload Assessment Technique (C-SWAT) ↗ · 2021 · Ginting, Lisa Melvi et al. · indexed
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Air Traffic Controller Workload Impact by Integration of Datalink System in an Advanced Airport Controller Working Position · 2021 · ELLEJMI, Mohamed et al. · archived
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Quantitative Assessment of Vessel Traffic Service Center Workload: Development and Validation of the Vessel Traffic Service Operator Workload Index (VOWI) ↗ · 2025 · Shin, Gil-Ho et al. · indexed
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Exploring the role of cognitive load in faking prevention using the dual task paradigm ↗ · 2024 · Rasheed, Sabah et al. · indexed
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PC-PVT: A platform for psychomotor vigilance task testing, analysis, and prediction ↗ · 2013 · Khitrov, Maxim Y. et al. · indexed
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Analysis of Workload Assessment Methods for Air Traffic Controllers ↗ · 2023 · Zhang, Yuming et al. · indexed
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Effect of immersive visualization technologies on cognitive load, motivation, usability, and embodiment · 2021 · Wenk, Nicolas et al. · archived
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Model analysis of influence of mental workload on vestibulo-ocular reflex ↗ · 2019 · Kono, Takuya et al. · indexed
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The impact of VR environment for elderly short-form video viewers on flow and mental workload · 2025 · Tang, Zhichuan et al. · archived
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Confirmation of the Instrumental Difference for Each Ion-Sensitive Field-Effect Transistors to Evaluate Mental Workload ↗ · 2020 · KITAMURA, Kenichi et al. · indexed
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Continuous measures of audience immersion: validating behavioural and physiological measures against self-report ↗ · 2022 · Hammond, Hugo et al. · indexed
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Effects of mental workload on long-latency auditory-evoked-potential, salivary cortisol, and immunoglobulin A ↗ · 2011 · Ying, Lean et al. · indexed
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Individual training prescribed by heart rate variability, heart rate and well-being scores in experienced cyclists ↗ · 2025 · Alfonso, Carla et al. · indexed
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In a Concurrent Memory and Auditory Perception Task, the Pupil Dilation Response Is More Sensitive to Memory Load Than to Auditory Stimulus Characteristics ↗ · 2019 · Zekveld, Adriana A. et al. · indexed
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Assessing cognitive load using oculometrics to identify deceit during interviews ↗ · 2018 · Mitre‐Hernandez, Hugo et al. · indexed
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Exploring eye-tracking data as an indicator of situational awareness in nursing students during a cardiorespiratory arrest simulation ↗ · 2024 · Caloca-Amber, Sandra et al. · indexed
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Effect of Simulation-Based Training and Neurofeedback Interventions on Radiation Technologists’ Workload, Situation Awareness, and Performance ↗ · 2021 · Mazur, Lukasz M. et al. · indexed
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Latent profile analysis of mental workload among emergency department nurses: a cross-sectional study ↗ · 2025 · Hao, Xiaoyan et al. · indexed
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Automated Pupil Dilation Tracking System Using Computer Vision for Task-Evoked Pupillary Response Analysis: A Low-Cost System Feasibility Study ↗ · 2026 · Jasińska, Hanna et al. · indexed
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Evaluating the effect of immersive virtual reality technologies on cognitive load, situation awareness, and engagement using eye movements ↗ · 2026 · Islam, Fabiha et al. · indexed
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Cognitive load in translating ideological texts: An eye-tracking study of translators' pupil diameter ↗ · 2025 · Allameh Tabataba’i University et al. · indexed
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The Impact of Interrupting Nurses on Mental Workload in Emergency Departments ↗ · 2018 · Kim, Jung Hyup et al. · indexed
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Using IoT devices for sensor-based monitoring of employees' mental workload: Investigating managers’ expectations and concerns ↗ · 2022 · Pütz, Sebastian et al. · indexed
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Motor and Cognitive Load Effects on Attention in School-Aged Children: a Dual-Task Study Using Digital Assessment ↗ · 2025 · Montelaghi, Alice et al. · indexed
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Impact of the PEARLS Healthcare Debriefing cognitive aid on facilitator cognitive load, workload, and debriefing quality: a pilot study ↗ · 2022 · Meguerdichian, Michael et al. · indexed
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Relations Between Heart Rate, Reaction Speed, and Subjective Effort at Different Work Loads on a Bicycle Ergometer ↗ · 1975 · Sjöberg, Hans · indexed
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Beyond self-report: Measuring visual, auditory, and tactile mental imagery using a mental comparison task ↗ · 2024 · Suggate, Sebastian Paul · indexed
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Auditory Verbal Working Memory Load Effects on a Simulator-Induced Spatial Disorientation Event ↗ · 2019 · Lewkowicz, Rafał et al. · indexed
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Three Indirect Tasks Assessing Implicit Threat Associations and Behavioral Response Tendencies ↗ · 2010 · Reinecke, Andrea et al. · indexed
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Modified Cooper Harper Scales for Assessing Unmanned Vehicle Displays ↗ · 2008 · Donmez, Birsen et al. · indexed
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Recovery of Cognitive Performance Following Multi-Stressor Military Training ↗ · 2022 · Tait, Jamie L. et al. · indexed
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Assessment of Cognitive Load during Hand Gesture Based Computer Interaction Using Galvanic Skin Response Attached to Foot ↗ · 2025 · Lohar, Durgesh et al. · indexed
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The relationship among working period, work shift, and workload to work fatigue in air traffic controllers at Sultan Hasanuddin Airport ↗ · 2021 · Russeng, Syamsiar S. et al. · indexed
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Multi-modal Recognition of Mental Workload Using Empirical Mode Decomposition and Semi-Supervised Learning ↗ · 2019 · Zhang, Jianhua et al. · indexed
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Emotional words impact the mind but not the body: Evidence from pupillary responses ↗ · 2011 · Bayer, Mareike et al. · indexed
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Pupil diameter differentiates expertise in dental radiography visual search ↗ · 2019 · Castner, Nora et al. · indexed
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What does the dot‐probe task measure? A reverse correlation analysis of electrocortical activity ↗ · 2018 · Thigpen, Nina et al. · indexed
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Impact of Posture on Heart Rate Variability of Individuals under Mental Workload Conditions ↗ · 2022 · Govindan, Lavanya et al. · indexed
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Measurement and Analysis of Mental Workload of Marine Team in Observing Hospital Management System ↗ · 2017 · Gopikrishna, Y. · indexed
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Combining HIIT Plus Cognitive Task Increased Mental Fatigue but Not Physical Workload in Tennis Players ↗ · 2023 · Díaz-García, Jesús et al. · indexed
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Assessment of Mental Workload Nurses in COVID-19 Pandemic ↗ · 2023 · Afshari, Davood et al. · indexed
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Instantaneous mental workload assessment using time–frequency analysis and semi-supervised learning ↗ · 2020 · Zhang, Jianhua et al. · indexed
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Neural Measures of Dynamic Changes in Attentive Tracking Load ↗ · 2011 · Drew, Trafton et al. · indexed
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High‐frequency assessment methods to detect subtle change in cognitive worsening ↗ · 2024 · Aschenbrenner, Andrew J. · indexed
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Physiological and behavioural responses of modification psychomotor task in the virtual reality on cycling ↗ · 2021 · Zainuddin, Nurul Farha et al. · indexed
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Employee Acceptability of Wearable Mental Workload Monitoring in Industry 4.0: A Pilot Study on Motivational and Contextual Framing ↗ · 2019 · Van Acker, Bram B. et al. · indexed
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Non-Invasive Detection of Respiration and Heart Rate with a Vehicle Seat Sensor ↗ · 2018 · Wusk, Grace et al. · indexed
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Measuring Cognitive Load and Stress in Collaborative Robotics ↗ · 2025 · Manuri, Federico et al. · indexed
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Comparative Analysis of Teleportation and Joystick Locomotion in Virtual Reality Navigation with Different Postures: A Comprehensive Examination of Mental Workload ↗ · 2024 · Kazemi, Reza et al. · indexed
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The effectiveness of a virtual reality attention task to predict depression and anxiety in comparison with current clinical measures ↗ · 2021 · Voinescu, Alexandra et al. · indexed
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Cooperation objective evaluation in aviation: validation and comparison of two novel approaches in simulated environment ↗ · 2024 · Capotorto, Rossella et al. · indexed
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Default nudges modulate the temporal profile of pupil-linked arousal during decision-making under cognitive load ↗ · 2026 · Erfanian, Mercede et al. · indexed
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The cognitive workload of air pistol shooters on the aiming task ↗ · 2021 · Vardar, Tonguç et al. · indexed
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Effects of chest movements while sitting on Navon task performance and stress levels ↗ · 2023 · Arima, Yoshiko · indexed
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An evaluation of the required number of training sessions of neuropsychological assessments on portable mobile devices · 2025 · Jansen, Jim et al. · archived
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Managing Digital Notifications and Stress: Evidence from a Hybrid Laboratory and Field Study on Cognitive Load, HRV, and Well-being ↗ · 2025 · Mukhdoom, Husnain et al. · indexed
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CLACIR: Dataset for Cognitive Load and Canine Intervention Recognition from Physiological Signals ↗ · 2026 · Arce, Walker S. et al. · indexed
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Research of Radar Controllers' Workload in Fuzzy Synthetic Evaluation Model ↗ · 2013 · Tang, Wei Zhen · indexed
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Psychophysiological and Dual-Task Effects of Biofeedback and Neurofeedback Interventions in Airforce Pilots: A Pilot Study ↗ · 2025 · Fuentes-García, Juan Pedro et al. · indexed
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Predicting Human Reliability based on Individual’s Resting Period: Effect of Physical Workload Rate ↗ · 2022 · Wahyuning, Caecilia Sri et al. · indexed
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Phenomenology of Visuo-spatial Working Memory Task Performance ↗ · 2021 · Oblak, Aleš et al. · indexed
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ANALISIS BEBAN KERJA FISIK DAN MENTAL PETUGAS CLEANING SERVICE MENGGUNAKAN METODE WORK SAMPLING DAN NASA-TLX (STUDI KASUS: UPT STASIUN BESAR LEMPUYANGAN) ↗ · 2019 · Widiastuti, Retno et al. · indexed
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Heart rate variability predicts 8-year risk of cardiovascular disease: The Taiwan Bus Driver Cohort Study (TBDCS) ↗ · 2020 · Wang, Ying-Chuan et al. · indexed
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A Metascientific Empirical Review of Cognitive Load Lie Detection ↗ · 2022 · Neequaye, David A. · indexed
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A free, easy-to-use, computer-based simple and four-choice reaction time programme: The Deary-Liewald reaction time task ↗ · 2010 · Deary, Ian J. et al. · indexed
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Effect of working memory load on tactile n-back task ↗ · 2020 · Rodrigues da Silva, Luciana et al. · indexed
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Effects of Mental Workload on Objective and Subjective Measures of Postural Stability ↗ · 2003 · DiDomenico, Angela et al. · indexed
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Teaching Athletes Cognitive Skills: Detecting Cognitive Load in Speech Input ↗ · 2010 · Ruiz, Natalie et al. · indexed
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Subjective mental workload in Spanish emergency nurses. A study on predictive factors ↗ · 2023 · Soto-Castellón, María Belén et al. · indexed
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Evaluation of learning environments for object-oriented programming: measuring cognitive load with a novel measurement technique ↗ · 2015 · Uysal, Murat Pasa · indexed
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Classifying Mental Workload Levels Using Semi-Supervised Learning Technique ↗ · 2020 · Zhang, Jianhua et al. · indexed
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Psychophysics in a Web browser? Comparing response times collected with JavaScript and Psychophysics Toolbox in a visual search task · 2015 · de Leeuw, Joshua R. et al. · archived
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Brain activation and pupil response during covert performance of the Stroop Color Word task ↗ · 1999 · Brown, Gregory G. et al. · indexed
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No evidence of association between HRV and training load in a pool of professional athletes before, during, and after the first COVID-19 lockdown. ↗ · 2021 · Javaloyes, Alejandro et al. · indexed
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The Effect of a Powered Lower-Body Exoskeleton on Physical and Cognitive Warfighter Performance ↗ · 2018 · Bequette, Blake et al. · indexed
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Mental Workload and Stress Perceived by Novice Operators in the Laparoscopic and Robotic Minimally Invasive Surgical Interfaces ↗ · 2012 · Klein, Martina I. et al. · indexed
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Analysis of Employees Mental Workload with Multiple Tasks in Halal Product Process Assistance Services Using the Rating Scale Mental Effort (RSME) Method at BBSPJIKB Yogyakarta ↗ · 2025 · Sinaga, Stefania et al. · indexed
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Mental fatigue caused by prolonged cognitive load associated with sympathetic hyperactivity ↗ · 2011 · Mizuno, Kei et al. · indexed
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Frequency-Dependent Light Stimulation Effects on Performance During Vigilance Tasks on a Laptop ↗ · 2020 · Victor, Luis Hector et al. · indexed
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Analysis of the Mental Workload of Police Helicopter Pilots on Police Operations Assignment in Papua: NASA-TLX Method Approach ↗ · 2025 · Ariyanto, Stefanus T.W et al. · indexed
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Pupillary Indices of Cognitive Workload in (In-)Efficient Reference Production ↗ · 2026 · Tourtouri, Elli et al. · indexed
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Reflective PPG Sensor Measures Heart Rate Through Clothing During Driving ↗ · 2025 · Radomski, Adrian et al. · indexed
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Evaluasi Performansi dan Tingkat Kelelahan dalam Upaya Optimisasi Capaian Pembelajaran Sistem Praktikum di Perguruan Tinggi X · 2018 · Febrianti, Asterina et al. · archived
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Visualization of turn-taking and mental workload in collaborative working environment ↗ · 2014 · Oyama, Katsunori et al. · indexed
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Pulse controlled driver safety awareness system: A pilot study ↗ · 2018 · Çeliker, Denizhan et al. · indexed
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Pupil diameter reflects uncertainty in attentional selection during visual search ↗ · 2015 · Geng, Joy J. et al. · indexed
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Heart rate variability, mood and performance: a pilot study on the interrelation of these variables in amateur road cyclists ↗ · 2022 · Alfonso, Carla et al. · indexed
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The influence of the respiratory cycle on reaction times in sensory-cognitive paradigms · 2022 · Johannknecht, Michelle et al. · archived
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QRTEngine: An easy solution for running online reaction time experiments using Qualtrics · 2014 · Barnhoorn, Jonathan S. et al. · archived
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Virtual reality and smartphone utilisation for the examination and enhancement of working memory load for visual and auditory dual tasking ↗ · 2025 · Theunissen, Tjeu P. M. et al. · indexed
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A Quick Review of Infrared Thermography Studies on Children and Adolescents' Mental Health (Preprint) ↗ · 2024 · Zhao, Jing et al. · indexed
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Deep Learning Forecast of Perceptual Load Using fNIRS Data ↗ · 2024 · Grimaldi, Nicolas et al. · indexed
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Cognitive skills assessment during robot‐assisted surgery: separating the wheat from the chaff ↗ · 2014 · Guru, Khurshid A. et al. · indexed
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Effects of virtual reality and test environment on user experience, usability, and mental workload in the evaluation of a blood pressure monitor ↗ · 2023 · Hinricher, Niels et al. · indexed
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A Robust Algorithm for respiration rate monitoring during cognitive load using PPG Signals ↗ · 2024 · Pavithran, Muthu et al. · indexed
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Pupil size asymmetries are modulated by an interaction between attentional load and task experience ↗ · 2017 · Wahn, Basil et al. · indexed
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Effect of cognitive load on eye-target synchronization during smooth pursuit eye movement ↗ · 2011 · Contreras, R. et al. · indexed
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Reality-based interaction affecting mental workload in virtual reality mental arithmetic training ↗ · 2019 · Jost, Patrick et al. · indexed
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Cognitive load dissociates explicit and implicit measures of body ownership and agency ↗ · 2021 · Qu, Jue et al. · indexed
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Do We Need Biomedical Interventions to Maintain Crew Performance under Sustained Attention? ↗ · 2021 · Feltman, Kathryn et al. · indexed
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Pupil diameter changes non-monotonically with perceptual learning ↗ · 2012 · Hayes, T. R. et al. · indexed
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DRESSMAN a thermal comfort measurement device for drivers and pilots ↗ · 2006 · Schwab, Rudolf et al. · indexed
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The trail making test as a measure of sustained attention in children ↗ · 2000 · Escalona, A · indexed
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Measuring the contribution to cognitive load of each predicted vocoder speech parameter in DNN-based speech synthesis ↗ · 2019 · Govender, Avashna et al. · indexed
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Inter-and intra-individual coupling between pupillary, electrophysiological, and behavioral responses in a visual oddball task ↗ · 2020 · LoTemplio, Sara et al. · indexed
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Modulation of a Rubber Hand Illusion by Different Levels of Mental Workload: An EEG Study ↗ · 2025 · Tonoyan, Yelena et al. · indexed
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Relationships Between Training Load, Perceived Cognitive Load and Sleep in Student-Athletes ↗ · 2026 · Apinis-Deshaies, Amélie et al. · indexed
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Impact of Stimulation Duration in taVNS—Exploring Multiple Physiological and Cognitive Outcomes ↗ · 2024 · Bömmer, Till et al. · indexed
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The 5-Choice Serial Reaction Time Task: A Task of Attention and Impulse Control for Rodents ↗ · 2014 · Asinof, Samuel K. et al. · indexed
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The Role Of Mental Fatigue In Modulating Reaction Time Among Athletes ↗ · 2024 · Migliaccio, Gian Mario · indexed
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Task-evoked pupillary response to completely intelligible accented speech ↗ · 2019 · McLaughlin, Drew J. et al. · indexed
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Students’ Technology, Cognitive, and Content Knowledge (TSCCK) Instructional Model Effect on Cognitive Load and Learning Achievement ↗ · 2022 · Wu, Qiong et al. · indexed
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Modeling digital main control room operator’s resilience under extreme conditions: An Experiment design scheme ↗ · 2021 · Hanguan, Wen et al. · indexed
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Implementation of the Multiple Errands Test in a NeuroVR-supermarket: a Possible Approach ↗ · 2010 · Simona, Raspelli et al. · indexed
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The Relation between Mental Workload and Face Temperature in Flight Simulation ↗ · 2024 · Bonyad, Amin et al. · indexed
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A Review of Cognitive Support Systems in the Operating Room ↗ · 2023 · Zhang, Zhong Shi et al. · indexed
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The Mental Workload Analysis on Female Educators During Covid-19 Pandemic Using Nasa-TLX Method ↗ · 2023 · Andivas, Marulan et al. · indexed
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Predictive Validity of Selection and Training for Ab Initio Air Traffic Controllers ↗ · 2025 · Seemüller, Anna et al. · indexed
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Rate of Increase in Workload Determines the Mobilization Rate But Not the Degree of Increase in ECG Parameters ↗ · 2018 · Poderienė, Kristina et al. · indexed
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<scp>ERP</scp> and pupil responses to deviance in an oddball paradigm ↗ · 2014 · Kamp, Siri-Maria et al. · indexed
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The road to assessing clinical trial-associated workload. ↗ · 2014 · Good, Marjorie J. et al. · indexed
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The study of the relationship between mental workload of nurses and maintaining human dignity of patients ↗ · 2023 · Rousta, Afsaneh et al. · indexed
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A Cognitive Efficiency Approach to Assessing Workload-Performance Tradeoffs in Human-Autonomy Teams ↗ · 2025 · Mullins, T'kara et al. · indexed
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Capturing Mental Workload Through Physiological Sensors in Human–Robot Collaboration: A Systematic Literature Review ↗ · 2025 · Pereira, Eduarda et al. · indexed
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Smartphone-based heart rate variability biofeedback training improves premenstrual and depressive symptoms as well as anxiety/stress symptoms and attentional executive control: a pilot study ↗ · 2023 · Blaser, Berenike Lisa et al. · indexed
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A Theoretical Appraisal of the Dependence of Respiratory Sinus Arrhythmia on Gradual Vagal Blockade ↗ · 2004 · Pyetan, E. et al. · indexed
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A New Low Power Photoplethysmography Signal Acquisition System For Mental Stress Estimation ↗ · 2021 · Pandey, Rajeev Kumar et al. · indexed
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A crew task allocation and sequencing method considering workload distribution and minimum task completion time ↗ · 2024 · Sun, Jianhua et al. · indexed
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A Virtual Versus an Augmented Reality Cooking Task Based-Tools: A Behavioral and Physiological Study on the Assessment of Executive Functions ↗ · 2019 · Chicchi Giglioli, Irene Alice et al. · indexed
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Staffs’ physiological responses to irrelevant background speech and mental workload in open-plan bank office workspaces ↗ · 2023 · Golmohammadi, Rostam et al. · indexed
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Eyes wide open: Object-scene congruency and the pupillary response ↗ · 2025 · Agrawal, Annika et al. · indexed
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Analysing Noisy Driver Physiology Real-Time Using Off-the-Shelf Sensors: Heart Rate Analysis Software from the Taking the Fast Lane Project ↗ · 2019 · Van Gent, Paul et al. · indexed
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Gender Perception of Static Contents Based on Pupil Dilation in Cognitive Response ↗ · 2023 · Isiaka, Fatima et al. · indexed
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A Method of Filter Implementation Using Heterogeneous Computing System for Driver Health Monitoring ↗ · 2021 · Sinnapolu, Giribabu et al. · indexed
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Single-Trial Relationships Between the Error-Related Negativity, Pe, Error-Related Positivity, and Pupillary Responses ↗ · 2026 · Strayer, David L. · indexed
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Task-evoked pupil response for accurately-recognized accented speech ↗ · 2019 · McLaughlin, Drew Jordan et al. · indexed
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Pengaruh Proses Bubut Baja AISI 4140 terhadap Mental Workload dengan Metode NASA-TLX ↗ · 2021 · Indramayu, Politeknik Negeri et al. · indexed
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Task-evoked pupil response for accurately recognized accented speech ↗ · 2020 · McLaughlin, Drew J. et al. · indexed
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Tourette Syndrome: Complementary Insights from Measures of Cognitive Control, Eyeblink Rate, and Pupil Diameter ↗ · 2015 · Tharp, Jordan A. et al. · indexed
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Student-Athletes’ Perceptions of the Serial 7s Dual-Task Concussion Testing Paradigm ↗ · 2026 · Wood, Tyler A. et al. · indexed
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Patterns and Predictors of Mental Workload Among Student Nurses: A Latent Profile Analysis ↗ · 2025 · Gan, Yanmei et al. · indexed
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An Evaluation of the Autonomic Nervous Activity and Psychomotor Vigilance Level for Smells in the Work Booth ↗ · 2024 · Yuda, Emi et al. · indexed
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Exploring Virtual Reality for the Assessment and Rehabilitation of Executive Functions ↗ · 2018 · Pedroli, Elisa et al. · indexed
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Effect Of Mental Workload And Moral Sensitivity On Nurse Performance In The Acute Inpatient Room Of The Prof. Dr. M. Ildrem Mental Hospital, Medan ↗ · 2024 · Esther Simatupang et al. · indexed
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Virtual Reality Adaptation Using Electrodermal Activity to Support the User Experience ↗ · 2022 · Chiossi, Francesco et al. · indexed
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Penilaian Beban Kerja Mental Menggunakan Nasa TLX Bagi Pengemudi Ojek Online di Kedungkandang Kota Malang · 2023 · Septiari, Renny et al. · archived
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Mental health assessment in undergraduate students using DASS21 and Visual Working Memory Task ↗ · 2021 · Baboo, Gautam Kumar et al. · indexed
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Virtual reality programs targeting executive functions and social cognition evaluation and/or rehabilitation in children with ADHD or ASD—A narrative review · 2025 · Doulou, Filippia et al. · archived
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Reduced mental load in learning a motor visual task with virtual 3D method ↗ · 2017 · Dan, A. et al. · indexed
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Design and Realization of a Wearable Necklace for the Assessment of Driver Well-Being Through Heart Rate and Blood Oxygen Saturation Monitoring ↗ · 2024 · Affanni, Antonio et al. · indexed
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Analysis of Mental Workload in Online Shopping: Are Augmented and Virtual Reality Consistent? ↗ · 2017 · Zhao, Xiaojun et al. · indexed
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Technique and applications of device driver dynamic loading ↗ · 1993 · Liu, Yuan-Kwei et al. · indexed
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Time‐variant modelling of heart rate responses to exercise intensity during road cycling ↗ · 2012 · Lefever, Joris et al. · indexed
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Assessment of attentional function and impulsivity using 5-choice serial reaction time task/3-choice serial reaction time task ↗ · 2009 · Ohmura, Yu et al. · indexed
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Giving aromatherapy to reduce mental workload of human resources department employees of company X ↗ · 2024 · Irmawati, Ayu · indexed
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The Effect of Mental Workload on Nurses' Caring Behaviors: The Mediating Role of Secondary Traumatic Stress - A Cross-Sectional Correlational Study ↗ · 2025 · Baghaei, Rahim et al. · indexed
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EEG and eye-fixation related potentials in children with ADHD ↗ · 2024 · Buczkowicz, Piotr et al. · indexed
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Mental Workload Analysis of Student Members of the Mosque Management Committee at Campus X Using NASA-TLX ↗ · 2026 · Alfani, Musaddad et al. · indexed
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Montefinese M, Vinson D, Ambrosini E. Pupil response to false memory modulated by feature similarity (PrePrint) ↗ · 2017 · Montefinese, Maria et al. · indexed
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Cross‐national comparison and validation of the Alzheimer's Disease Assessment Scale: results from the European Harmonization Project for Instruments in Dementia (EURO‐HARPID) ↗ · 2004 · Verhey, Frans R.J. et al. · indexed
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Alleviating premenstrual symptoms with smartphone-based heart rate variability biofeedback training: a pilot study ↗ · 2024 · Blaser, Berenike Lisa et al. · indexed
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Development of physical-based demand response-enabled residential load models ↗ · 2012 · Shao, Shengnan et al. · indexed
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Cognitive Load Management: An Invaluable Tool for Safe and Effective Surgical Training ↗ · 2023 · Howie, Emma E et al. · indexed
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P-053 RETURNING TO WORK ON TRAIN DRIVER WITH BILATERAL CENTRAL SEROUS CHORIORETINOPATHY: A CASE REPORT ↗ · 2024 · Septiawan, Eka Surya et al. · indexed
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Intraindividual reaction time variability, respiratory sinus arrhythmia, and children's externalizing problems ↗ · 2020 · Zhang, Runzhu et al. · indexed
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Research on torque measurement in flight test for all-moving horizontal tail based on spiral driver ↗ · 2024 · Min, Meng et al. · indexed
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Dual-task cost of the Enhanced Gait Variability Index in community-dwelling older adults ↗ · 2022 · Tiernan, Chad et al. · indexed
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Cognitive Load Reduction: Practical Interventions to Mitigate Implicit Bias ↗ · 2023 · Costa, Mary · indexed
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Operator workload analysis on coconut tree climbing using portable coconut climbing equipment ↗ · 2021 · Dhafir, M et al. · indexed
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AI-based Cognitive Load and Drowsiness Detection using Eye Images ↗ · 2026 · Telrandhe, Ayushi Vinod et al. · indexed
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Artifact Correction in Short-Term HRV during Strenuous Physical Exercise ↗ · 2020 · Królak, Aleksandra et al. · indexed
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Transcranial Doppler ultrasonic assessment of middle cerebral artery blood flow velocity changes during verbal and visuospatial cognitive tasks ↗ · 1994 · Hartje, Wolfgang et al. · indexed
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Nursing Education and Mental Workload of Academicians During Coronavirus Pandemic ↗ · 2024 · YILMAZ, Kübra et al. · indexed
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Is Motivation Associated with Mental Fatigue during Padel Trainings? A Pilot Study ↗ · 2021 · Díaz-García, Jesús et al. · indexed
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Interactions Between Visual Working Memory, Attention, and Color Categories: a Pupillometry Study ↗ · 2021 · Wilschut, Thomas et al. · indexed
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Mapping cerebral pulse pressure and arterial compliance over the adult lifespan with optical imaging · 2017 · Tan, Chin Hong et al. · archived
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Effect of Exercise Intensity on Psychomotor Vigilance During an Incremental Endurance Exercise in Under-19 Soccer Players ↗ · 2022 · González-Fernández, Francisco Tomás et al. · indexed
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Development of Virtual Reality Continuous Performance Test Utilizing Social Cues for Children and Adolescents with Attention-Deficit/Hyperactivity Disorder ↗ · 2019 · Eom, Hyojung et al. · indexed
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Analisis Beban Kerja Mental Mahasiswa saat Perkuliahan Online Synchronous dan Asynchronous Menggunakan Metode Rating Scale Mental Effort ↗ · 2020 · Didin, Fatin Saffanah et al. · indexed
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Effect of Workload and Pedalling Rate on Physiological Response for Male Worker ↗ · 2025 · Patil, Prithviraj et al. · indexed
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A Comparison of the Autism Treatment Evaluation Checklist (ATEC) and the Childhood Autism Rating Scale (CARS) for the Quantitative Evaluation of Autism ↗ · 2013 · Geier, David A. et al. · indexed
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An HD-tDCS-EEG study on individual differences in the stability of sustained attention ↗ · 2025 · Okazaki, Yuka et al. · indexed
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Signal Quality Index Based on Template Cross-Correlation in Multimodal Biosignal Chair for Smart Healthcare ↗ · 2021 · Hong, Seunghyeok et al. · indexed
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Cognitive assessment at bedside for iPad: A preliminary validation of a novel cognitive test for stroke patients ↗ · 2016 · Willer, Lasse et al. · indexed
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INITIAL EXPERIENCE USING THE THORATEC® MOBILE COMPUTER IN CONJUNCTION WITH THE TLC-II VENTRICULAR ASSIST DEVICE DRIVER ↗ · 2003 · Sobieski, M et al. · indexed
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Baseline respiratory sinus arrhythmia and heart rate responses during sustained visual attention in preterm infants from 3 to 6 months of age ↗ · 1994 · RICHARDS, JOHN E. · indexed
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A Systematic Review on Functional Near-Infrared Spectroscopy Concurrent With Quantitative Balance Assessment ↗ · 2023 · Baradaran, Yasaman et al. · indexed
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Variations of Trail Runner’s Fitness Measures across a Season and Relationships with Workload ↗ · 2021 · Matos, Sérgio et al. · indexed
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The 1600-M Run and Multistage 20-M Shuttle Run as Predictive Tests of Aerobic Capacity in Children ↗ · 1992 · Anderson, Gregory S. · indexed
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Device for easily measuring of the torque of an implant hand driver ↗ · 2016 · Sato, Yuji et al. · indexed
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Eye-Tracking and Biometric Feedback in UX Research: Measuring User Engagement and Cognitive Load ↗ · 2026 · Majumder, Aaditya Shankar · indexed
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Fluid responsiveness in ARDS: current evidence, knowledge gaps, and future directions — a scoping review of the literature ↗ · 2026 · Alvarado-Sánchez, Jorge Iván et al. · indexed
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“Association of Cognitive Load and Cognitive Fatigue in Artificial Intelligence Dependent Research Scholars” ↗ · 2025 · Tambe, Dr.Tejaswini · indexed
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Measurement of Total Dissolved Solids and Total Suspended Solids in Water Systems: A Review of the Issues, Conventional, and Remote Sensing Techniques ↗ · 2023 · Adjovu, Godson Ebenezer et al. · indexed
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AI-driven prediction of plant physiological traits in hemp using UAV-based multispectral imagery ↗ · 2026 · Sidhu, Harjot et al. · indexed
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COVID-19 and VILI: developing a mobile app for measurement of mechanical power at a glance ↗ · 2021 · Senzi, Angelo et al. · indexed
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Assessment of Bilateral Asymmetry in Cycling Using a Commercial Instrumented Crank System and Instrumented Pedals ↗ · 2014 · Bini, Rodrigo R. et al. · indexed
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Cognitive Load Optimization for Contact Center Agents Using Real-Time Monitoring and AI-Driven Workload Balancing ↗ · 2023 · Arcot, Siva Venkatesh · indexed
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Influence of mental workload on the performance of anesthesiologists during induction of general anesthesia: a patient simulator study ↗ · 2016 · Sato, Hitoshi · indexed
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Supine and sitting maximal workload difference and response to long‐term enalapril therapy in congestive heart failure ↗ · 1985 · Pöyhönen, Lauri · indexed
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Optimal workload allocation for performance evaluation on multi-core automotive ECUs ↗ · 2017 · Paranjape, Sneha et al. · indexed
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Enhancing Retail Loyalty App UX Evaluation: A Multimethod Approach Combining Surveys, EEG, and Eye Tracking ↗ · 2026 · Berčík, Jakub et al. · indexed
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Effects of immersive virtual reality classrooms on students' academic achievement, motivation and cognitive load in science lessons ↗ · 2022 · Liu, Ruixue et al. · indexed
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Peak Space Motion Artifact Cancellation Applied to Textile Electrode Waist Electrocardiograms Recorded During Outdoors Walking and Jogging ↗ · 2022 · Hopenfeld, Bruce · indexed
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INFLUENCE OF CHEWING PROCESS ON RESPIRATORY SINUS ARRHYTHMIA ↗ · 2024 · D.A., Dimitriev et al. · indexed
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Quantum cascade laser driver in multiple trace gas monitoring ↗ · 2019 · Hongzhu, Xi et al. · indexed
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Driver-Driven relationship between the Tokyo Stock Exchange Indices-TOPIX and NIKKEI ↗ · 2018 · Joseph, T Treesa et al. · indexed
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Low-Frequency Anodal Transcranial Pulsed Current Stimulation (0.5–5 Hz): Effects on EEG Band Amplitude, Interhemispheric Coherence, and Cognitive Performance ↗ · 2026 · Malekahmad, Mona et al. · indexed
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Stress lactate in mitochondrial myopathy under constant, unadjusted workload ↗ · 2004 · Finsterer, J. et al. · indexed
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Bipolar waveform generator for time limited response when driving RC loads ↗ · 2007 · van der Merwe, P.J. et al. · indexed
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Wait, what? Assessing stereotype incongruities using the N400 ERP component ↗ · 2009 · White, Katherine R. et al. · indexed
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A 100ps GaAs Pin Driver Suitable for High-Speed Test Systems ↗ · 1987 · Taylor, Stewart S. · indexed
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Optimal Pressure Regulation of the Pneumatic Ventricular Assist Device With Bellows‐Type Driver ↗ · 2009 · Lee, Jung Joo et al. · indexed
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A Near-Infrared Heart Rate Sensor IC With Very Low Cutoff Frequency using Current Steering Technique ↗ · 2005 · Wong, A. et al. · indexed
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AI Adaptive Metacognitive Scaffolding for English for Academic Purposes (EAP) Reading: A Cognitive Load-Optimized Framework for Higher Education EAP Instruction ↗ · 2026 · Zhang, Jiagang et al. · indexed
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Systematic review of the mechanisms driving effective blood flow during adult CPR ↗ · 2014 · Georgiou, Marios et al. · indexed
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Nutrient load acts as a driver of gut microbiota load, community composition and metabolic functionality in the simulator of the human intestinal microbial ecosystem ↗ · 2021 · Minnebo, Yorick et al. · indexed
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Nano emulsified diesel - biodiesel blend selection through a MCDM technique ↗ · 2020 · Swathi, Aakula et al. · indexed
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Facial thermography during nasal provocation tests with histamine and allergen ↗ · 1993 · Seppey, M. et al. · indexed
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On Resistance Calculation for Autonomous Underwater Vehicles ↗ · 2011 · Song, Fang Xi et al. · indexed
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IGBT Junction Temperature Measurement via Quasi-threshold Voltage Under Constant Current Source Driver ↗ · 2020 · Wang, Kaihong et al. · indexed
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Liquid Refractive Index Measurement System Based on Electrowetting Lens ↗ · 2019 · Li, Shi-Long et al. · indexed
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Ocean ventilation as a driver of interannual variability in atmospheric potential oxygen ↗ · 2008 · Hamme, Roberta C. et al. · indexed
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Alternative approach to the DART mission by the use of gravity assist maneuvers with the Moon and solar sails ↗ · 2023 · Ribeiro, Rebeca S. et al. · indexed
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Elaboration of nanoparticles for theranostic applications : In vivo imaging and drug delivery ↗ · 2026 · Ahmed, Naveed · indexed
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Inhibition of Uncoupling Protein 2 Attenuates Cardiac Hypertrophy Induced by Transverse Aortic Constriction in Mice ↗ · 2015 · Ji, Xiao-Bing et al. · indexed