stress driving
Stress during driving: the strain response to driving demands — perceived workload, time pressure, congestion, and the physiological and subjective stress reaction, with appraisal and coping (driver stress inventory, demand-resource imbalance, acute stress arousal). The demand-induced strain state, distinct from anxiety_depression_driving (clinical mental-health symptoms), from affect_mood (general mood valence), and from anger_road_rage (hostility toward others); stress_driving is task-demand strain, not disorder, mood, or anger.
Also in Driver Psychology, Style & Traits
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- eeg or eda gsr323
- subjective scale nasa tlx256
- eda gsr240
- respiration188
659 paper(s) · ranked by relevance to this topic
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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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State Driver Stress as a Function of Occupational Stress, Traffic Congestion, and Trait Stress Susceptibility1 ↗ · 2007 · Wickens, Christine M. 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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The Influence of Traffic Congestion, Daily Hassles, and Trait Stress Susceptibility on State Driver Stress: An Interactive Perspective1 ↗ · 2000 · Hennessy, Dwight A. et al. · indexed
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The relative impact of work-related stress, life stress and driving environment stress on driving outcomes · 2011 · Rowden, Peter J. et al. · archived
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How the Autonomic Nervous System and Driving Style Change With Incremental Stressing Conditions During Simulated Driving · 2014 · Lanatà, Antonio et al. · archived
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The acute physiological stress response to driving: A systematic review ↗ · 2017 · Antoun, Michael et al. · indexed
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Attentional Overload, stress, and simulate Driving Performance ↗ · 1996 · Matthews, Gerald et al. · indexed
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Job strain in public transport drivers: Data to assess the relationship between demand-control model indicators, traffic accidents and sanctions · 2018 · Useche, Sergio et al. · archived
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The relationship between traffic congestion, driver stress and direct versus indirect coping behaviours ↗ · 1997 · HENNESSY, DWIGHT A. 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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Detecting Stress During Real-World Driving Tasks Using Physiological Sensors ↗ · 2005 · Healey, J.A. et al. · indexed
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Traffic congestion, driver stress, and driver aggression ↗ · 1999 · Hennessy, Dwight A. 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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Underload and performance impairment: evidence from studies of stress and simulated driving ↗ · 2017 · Matthews, Gerald et al. · indexed
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On-road Stress Analysis for In-car Interventions During the Commute ↗ · 2019 · Balters, Stephanie et al. · indexed
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Work Environment, Stress, and Driving Anger: A Structural Equation Model for Predicting Traffic Sanctions of Public Transport Drivers · 2018 · Montoro, Luis et al. · archived
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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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Effects of Chronic Stress and Acute Stress on Driving Performance ↗ · 2024 · Oliver, Myriam 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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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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Mental workload and driving · 2014 · Paxion, Julie et al. · archived
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Psycho-physiological parameters to evaluate the mental demand during driving ↗ · 2011 · Yoon, Sang-Young et al. · indexed
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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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Driving in an urban environment, the stress response and effects of exercise ↗ · 2018 · Antoun, Michael 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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Individualized stress detection using an unmodified car steering wheel · 2021 · Balters, Stephanie 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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The Influence of Driver Stress, Partial-Vehicle Automation, and Subjective State on Driver Performance ↗ · 2005 · Funke, Gregory J. 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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Individual differences in driver stress vulnerability in a Japanese sample ↗ · 1999 · MATTHEWS, GERALD et al. · indexed
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Towards a transactional ergonomics for driver stress and fatigue ↗ · 2002 · Matthews, Gerald · 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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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · archived
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Stress and Simulated Environments: Insights From Physiological Marker · 2021 · Liebherr, Magnus 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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Heavy vehicle driver workload assessment. Task 4, review of workload and related research · 1996 · Wierwille, W. 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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A Review of Driver Mental Workload in Driver-Vehicle-Environment System · 2011 · Ba, Yutao et al. · archived
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Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
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The dynamics of driving performance in non-optimal human states: Drowsiness, high cognitive load, and acute stress ↗ · 2026 · Bakhchina, Anastasiia Vladimirovna 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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Real-time Driver Cognitive Strain Evaluation System Based on Multivariate Biosignal Analysis · 2022 · Shimizu, Takeshi et al. · archived
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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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Professional and non-professional drivers’ stress reactions and risky driving ↗ · 2009 · Öz, Bahar et al. · indexed
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods - Phase I · 2018 · Kondyli, Alexandra et al. · archived
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An on-road assessment of the impact of cognitive workload on physiological arousal in young adult drivers · 2009 · Reimer, Bryan et al. · archived
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Detecting and Visualizing Context and Stress via a Fuzzy Rule-Based System During Commuter Driving ↗ · 2019 · Dobbins, Chelsea et al. · indexed
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Investigating the effect of drivers’ mental workload on the occurrence of driving anger among urban drivers in Qazvin city ↗ · 2024 · Abdi, Hanieh et al. · indexed
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods –Phase III · 2022 · Kondyli, Alexandra et al. · archived
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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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Stress Vulnerability, Coping and Risk-Taking Behaviors during Simulated Driving ↗ · 2004 · Emo, Amanda K. et al. · indexed
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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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Skin potential response for stress recognition in simulated urban driving ↗ · 2021 · Zontone, Pamela et al. · indexed
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Eliciting Driver Stress Using Naturalistic Driving Scenarios on Real Roads ↗ · 2018 · Baltodano, Sonia et al. · indexed
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A Critical Review of Proactive Detection of Driver Stress Levels Based on Multimodal Measurements ↗ · 2018 · RASTGOO, Mohammad Naim et al. · indexed
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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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Heavy vehicle driver workload assessment. Task 3, task analysis data collection · 1996 · Kiger, Steven et al. · archived
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Modelling the effects of stress on gap-acceptance decisions combining data from driving simulator and physiological sensors · 2018 · Paschalidis, Evangelos 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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Working Conditions, Job Strain, and Traffic Safety among Three Groups of Public Transport Drivers · 2018 · Useche, Sergio A. et al. · archived
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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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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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Micromodel for Objective Estimation of Driver Mental Workload from Task Data ↗ · 1998 · Zeitlin, Lawrence R. · indexed
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A Comparative Analysis of Mental Workload between Train and Bus Drivers · 2018 · Soewardi, Hartomo et al. · archived
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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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Assessing the Impact of an Assistive Driving Device on Mental Workload and Stress During Simulated Driving: A Multivariate Approach ↗ · 2026 · Costantini, Simone 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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Driver Cognitive, Emotional, and Behavioral Responses to Single-Day Highway Work Zones with Unexpected Lane Hazards · 2026 · Pretto, Paolo et al. · archived
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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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Traffic congestion, perceived control, and psychophysiological stress among urban bus drivers. ↗ · 1991 · Evans, Gary W. et al. · indexed
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Comprehensive Modeling and Evaluation of Workload in Driving Simulation Using the VACP Paradigm · 2026 · Aygun, Ayca et al. · archived
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Examining the effects of stress on the driving abilities of paramedic students ↗ · 2019 · Duncliffe, Trevor Hines et al. · indexed
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Effects of steering demand on lane keeping behaviour, self-reports, and physiology. A simulator study ↗ · 2011 · Dijksterhuis, Chris et al. · indexed
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Strategic changes in task performance in simulated car driving as an adaptive response to task demands · 2000 · Cnossen, Fokie et al. · archived
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TASK-INDUCED FATIGUE EFFECTS ON SIMULATED DRIVING PERFORMANCE ↗ · 1998 · Desmond, Paula A. 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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Acclimatizing to automation: Driver workload and stress during partially automated car following in real traffic · 2019 · Heikoop, Daniël D. et al. · archived
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Development of an Evaluation System of Driver Stress Response Based on Visual Simulation ↗ · 2016 · Zhao, Jianyou et al. · indexed
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Impact of Incremental Increases in Cognitive Workload on Physiological Arousal and Performance in Young Adult Drivers ↗ · 2009 · Mehler, Bruce et al. · indexed
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Patterns of driver stress and coping strategies in a Greek sample and their relationship to aberrant behaviors and traffic accidents ↗ · 2006 · Kontogiannis, Tom · indexed
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Task acceptability and workload of driving city streets, rural roads, and expressways : ratings from video clips. · 2007 · Schweitzer, Jason et al. · archived
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Estimates of Driver Mental Workload: A Long-Term Field Trial of Two Subsidiary Tasks ↗ · 1995 · Zeitlin, Lawrence R. · indexed
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Evaluation on Diversity of Drivers’ Cognitive Stress Response using EEG and ECG Signals during Real-Traffic Experiment with an Electric Vehicle ↗ · 2019 · Noh, Yuna 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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Event-related driver stress detection with smartphones in an urban environment: a naturalistic driving study ↗ · 2024 · Zhou, Xin 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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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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Deriving workload from driving behavior and psycho-physiology in work zones ↗ · 2025 · Zhao, Chi et al. · indexed
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Safety in Occupational Driving: Development of a Driver Behavior Scale for the Workplace Context · 2011 · Newnam, Sharon et al. · archived
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Work stress and health problems of professional drivers: a hazardous formula for their safety outcomes ↗ · 2018 · Useche, Sergio A. et al. · indexed
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The role of workload and driver coping styles in predicting bus drivers’ need for recovery, positive and negative affect, and physical symptoms ↗ · 2008 · Machin, M. Anthony et al. · indexed
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A data set of real world driving to assess driver workload ↗ · 2013 · Schneegass, Stefan 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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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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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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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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Measuring workload with electrodermal activity during common braking actions ↗ · 2014 · Collet, C. et al. · indexed
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Defining workload in the context of driver state detection and HMI evaluation ↗ · 2012 · Mehler, Bruce et al. · indexed
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Individual differences in drivers' perceived workload near construction work zones ↗ · 2016 · Shakouri, Mahmoud 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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Sebuah Analisis Tingkat Stres dan Performansi serta Hubungannya pada Kecepatan Respon dan Jumlah Kesalahan Pengemudi Mobil Pribadi di Bandung ↗ · 2020 · Febrianti, Asterina · 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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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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Correcting the Cognitive Bias for Commuting Time to Relieve the Driving Stress Level in Snow Weather Condition: A Naturalistic Driving Study in Harbin, China ↗ · 2024 · Yang, Zifeng et al. · indexed
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Assessment of Driver Stress from Physiological Signals collected under Real-Time Semi-Urban Driving Scenarios ↗ · 2014 · Singh, Rajiv Ranjan et al. · indexed
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Active and passive fatigue in simulated driving: Discriminating styles of workload regulation and their safety impacts. · 2013 · Saxby, Dyani et al. · archived
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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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Impact of Cognitive Workload on Physiological Arousal and Performance in Younger and Older Drivers · 2011 · Son, Joonwoo et al. · archived
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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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Combining driving simulator and physiological sensor data in a latent variable model to incorporate the effect of stress in car-following behaviour · 2019 · Paschalidis, Evangelos et al. · archived
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Age and Gender Differences in Stress Responses during Simulated Driving ↗ · 1999 · Matthews, Gerald 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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Evaluating Effects of Urgent Takeover Requests on Driver Stress through Galvanic Skin Response Analysis ↗ · 2022 · Yin, Weiru 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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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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Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
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Heavy vehicle driver workload assessment. Task 1, task analysis data and protocols review · 1996 · Tijerina, L et al. · archived
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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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The Dimensional Model of Driver Demand: Extension to Auditory-Vocal and Mixed-Mode Tasks ↗ · 2016 · Young, Richard 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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A reasoning-based framework for car driver’s stress prediction ↗ · 2008 · Rigas, George et al. · indexed
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Psychophysiological evidence of mental workload and subjective anxiety from in-vehicle voice message complexity ↗ · 2026 · Restuputri, Dian Palupi et al. · indexed
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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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Sensitivity of Detection Response Task (DRT) to the Driving Demand and Task Difficulty · 2013 · Bruyas, Marie-Pierre et al. · archived
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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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The Effects of ‘Stress Fatigue’ on Performance in a Simulated Driving Situation ↗ · 1970 · HEIMSTRA, N. W. · indexed
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Classification of Drivers' Workload Using Physiological Signals in Conditional Automation · 2021 · Meteier, Quentin et al. · archived
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Fatigue and Stress Due to Prolonged Driving and Changing Task Demands ↗ · 1977 · Riemersma, Johan B. J. 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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Stress-related psychosocial factors at work, fatigue, and risky driving behavior in bus rapid transport (BRT) drivers ↗ · 2017 · Useche, Sergio A. et al. · indexed
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Work stress related lipid disorders and arterial hypertension in professional drivers: A cross-sectional study · 2013 · Djindjić, Nataša et al. · archived
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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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Facets of job effort in bus driver health: Deconstructing "effort" in the effort-reward imbalance model. ↗ · 2007 · Tse, John L. M. 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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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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Development and Evaluation of New Anchors for Ratings of Driving Workload · 2012 · Lin, Brian T W et al. · archived
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Detection of driver stress in real-world driving environment using physiological signals ↗ · 2019 · Wang, Ke 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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Exploring hazard anticipation and stress while driving in light of defensive behavior theory · 2023 · Kerautret, Laora et al. · archived
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Working Stress Analysis of Rail Transit Driver Based on ECR Model ↗ · 2017 · Dong, Shoufang et al. · indexed
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Personalized Driver Workload Estimation in Real-World Driving ↗ · 2018 · Murphey, Yi et al. · indexed
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Automatic stress detection in car drivers based on non-invasive physiological signals using machine learning techniques · 2023 · Siam, Ali I. et al. · archived
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A qualitative exploration of driving stress and driving discourtesy ↗ · 2018 · Scott-Parker, B. 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 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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Understanding the Interactions Between Driving Behavior and Well-Being in Daily Driving: Causal Analysis of a Field Study (Preprint) ↗ · 2022 · Stephan, Paul et al. · indexed
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Automatic Inference of Driving Task Demand from Visual Cues of Emotion and Attention ↗ · 2022 · Soro, Alessandro et al. · indexed
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Revealing driver psychophysiological response to emergency braking in distracted driving based on field experiments ↗ · 2022 · Li, Ying 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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Let Complexity Bring Clarity: A Multidimensional Assessment of Cognitive Load Using Physiological Measures · 2022 · Nilsson, Emma J. et al. · archived
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Development of an Inference System for Drivers’ Driving Style and Workload Sensitivity from their Demographic Characteristics · 2022 · Sato, Toshihisa 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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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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Beside and Behind the Wheel: Factors that Influence Driving Stress and Driving Behavior ↗ · 2021 · Magaña, Víctor Corcoba et al. · indexed
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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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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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Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
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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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Effect of changing driving conditions on driver behavior towards design of a safe and efficient traffic system. · 2013 · Aghazadeh, Fereydoun et al. · archived
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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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The Evolution of Autonomic Space as a Method of Mental Workload Assessment for Driving · 2003 · Lenneman, John K 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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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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Driver Distraction and Stress Detection Systems: A Review ↗ · 2020 · Ghandour, Raymond et al. · indexed
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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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Enhancing Driver Stress Detection through Multimodal Integration of Eye Tracking and Physiological Signals · 2025 · Widayat, Tri Agung et al. · archived
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Recognizing and explaining driving stress using a Shapley additive explanation model by fusing EEG and behavior signals ↗ · 2025 · Yang, Liu 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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On the Fast Lane to Road Rage · 2003 · Drews, Frank A. 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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Improving safety through online driver workload assessment ↗ · 2008 · Younsi, Karine 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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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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Measuring Driver’s Perceived Workload Using Fractal Dimension of Pupil Dilation ↗ · 2020 · Kim, Jung Hyup 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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Traffic conditions and their impact on the functional state of the bus driver ↗ · 2021 · Postranskyy, Taras et al. · indexed
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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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Assessing the relationship between driving skill, driving stress, and driving behavior ↗ · 2024 · Yang, Liu et al. · 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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Identifying Negative Driver States that Share Commonalities for Interventions ↗ · 2025 · Seaman, Sean et al. · indexed
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Mental Workload and Work Stress among Train Drivers and Their Associated Factors: A Cross-Sectional Study in Indonesia · 2025 · Hidayat, Marizca Saras Chitra et al. · 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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A Comparison of Subjective Mental Workload Measures in Driving Contexts ↗ · 2013 · Kim, Ji Yeon et al. · indexed
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Physiological and driving behaviour changes associated to different road intersections · 2020 · Distefano, Natalia · archived
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Hemodynamic Responses during Simulated Automobile Driving in a Monotonous Situation ↗ · 2006 · Yamakoshi, T. 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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Evaluating Emotion Regulation Techniques for Supporting Driving Safety and Performance · 2023 · Susindar, Sahinya et al. · archived
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Work stress, fatigue and risk behaviors at the wheel: Data to assess the association between psychosocial work factors and risky driving on Bus Rapid Transit drivers · 2017 · Useche, Sergio et al. · archived
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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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Scenario Fidelity and Perceived Driver Mental Workload: Can Workload Assessment be Crowdsourced? ↗ · 2023 · Jiang, Haoyan 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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Exploration of driver stress when resuming control from highly automated driving in an emergency situation · 2023 · Kerautret, Laora et al. · archived
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Signal Processing of Multimodal Mobile Lifelogging Data Towards Detecting Stress in Real-World Driving ↗ · 2019 · Dobbins, Chelsea et al. · indexed
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A mobile lifelogging platform to measure anxiety and anger during real-life driving · 2017 · Dobbins, Chelsea et al. · archived
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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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Bus drivers' mental conditions and their relation to bus passengers' accidents with a focus on the psychological stress concept. ↗ · 2008 · Yamada, Yasuyuki et al. · indexed
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2H1-6 The Effect of Driver Engagement in Autonomous Driving based on Flow Experience · 2019 · Park, Jinsang et al. · archived
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XGBoost Algorithm-Based Monitoring Model for Urban Driving Stress: Combining Driving Behaviour, Driving Environment, and Route Familiarity ↗ · 2021 · Lu, Yue 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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Psychophysiological analysis of mental load during driving on rural roads-a quasi-experimental field study ↗ · 1998 · RICHTER, PETER et al. · 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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Investigating the Feasibility of Vehicle Telemetry Data as a Means of Predicting Driver Workload · 2017 · Taylor, Phillip et al. · archived
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Driving Stress Detection Using Multimodal Convolutional Neural Networks with Nonlinear Representation of Short-Term Physiological Signals ↗ · 2021 · Lee, Jaewon et al. · indexed
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Detecting sources of anger in automated driving: driving-related and external factor · 2025 · Maillant, Jordan et al. · archived
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Nonintrusive Biological Signal Monitoring in a Car to Evaluate a Driver’s Stress and Health State ↗ · 2009 · Baek, Hyun Jae 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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Stroop color–word test, arousal, electrodermal activity and performance in a critical driving situation ↗ · 2004 · Collet, Christian et al. · indexed
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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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Driver's mental workload estimation based on empirical physiological indicators ↗ · 2016 · Guo, Weiwei et al. · indexed
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Mind the gap: Drivers underestimate the impact of the behaviour of other traffic on their workload ↗ · 2018 · Teh, Evona et al. · indexed
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Experimental design for a psychophysiological driving simulator study ↗ · 2014 · Higgs, Bryan 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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Comparison of Five Mental Workload Assessment Procedures in a Moving-Base Driving Simulator ↗ · 1979 · Hicks, Thomas G. et al. · indexed
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Validation of the F-DBQ: A short (and accurate) risky driving behavior questionnaire for long-haul professional drivers ↗ · 2021 · Useche, Sergio A. et al. · indexed
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Effects of Searching for Street Parking on Driver Behaviour and Physiology: Results From an On-Road Instrumented Vehicle Study ↗ · 2018 · Ponnambalam, Canmanie Teresa et al. · indexed
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Are subjective outcomes a “missing link” between driving stress and risky driving behaviors of commuters? Assessing the case of a LMIC ↗ · 2022 · Cendales, Boris et al. · indexed
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The Effects of the Driver’s Mental State and Passenger Compartment Conditions on Driving Performance and Driving Stress ↗ · 2020 · Magaña, Víctor Corcoba et al. · indexed
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Towards Driver's State Recognition on Real Driving Conditions ↗ · 2011 · Rigas, George 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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Stress influence on real-world driving identified by monitoring heart rate variability and morphologic variability of electrocardiogram signals: the case of intercity roads ↗ · 2024 · Rostamzadeh, Sajjad 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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Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ et al. · indexed
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PTSD symptoms, driving stress, and anxious driving behavior among novice drivers ↗ · 2023 · Corlătianu, Mălina 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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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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Experiment design for Stress data collection while driving in a simulator ↗ · 2023 · Scherz, Wilhelm Daniel et al. · indexed
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How distracting is chronic pain? The impact of chronic pain on driving behaviour and hazard perception ↗ · 2022 · Vaezipour, Atiyeh 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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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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Perceived stress, mental health, organizational factors, and self-reported risky driving behaviors among truck drivers circulating in France ↗ · 2021 · Delhomme, Patricia et al. · indexed
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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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Effects of Takeover Request Lead Time to Driver Workload in Autonomous Driving ↗ · 2019 · Yun, Yong Deok et al. · indexed
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Driver Mental Stress in Response to Thermal Stress Change during Highway Driving ↗ · 2023 · Song, Donghyun et al. · indexed
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Driving Offences and Emotion Regulation: A Psychometric Analysis of the Emotion Regulation Questionnaire (ERQ) ↗ · 2022 · Pérez-Sánchez, Jennifer 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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Employing consumer electronic devices in physiological and emotional evaluation of common driving activities ↗ · 2017 · Melnicuk, Vadim 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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Comparative analysis of mental workload and performance between young and elderly drivers: Implications for road safety and age-related driving challenges ↗ · 2024 · Entezarizarch, Elham et al. · indexed
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Development of a Steering Entropy Method for Evaluating Driver Workload ↗ · 1999 · Nakayama, Okihiko et al. · indexed
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Quantifying automated vehicle benefits in reducing driving stress: a simulation experiment approach ↗ · 2023 · Khattak, Zulqarnain H. 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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Driving with a congestion assistant; mental workload and acceptance ↗ · 2009 · Brookhuis, Karel A. et al. · indexed
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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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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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Collection and Analysis of Physiological Measures in Driving Research ↗ · 2015 · Gable, Thomas M. 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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Speed maintenance under cognitive load – Implications for theories of driver behaviour · 2011 · Lewis-Evans, Ben et al. · archived
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Driver Behavior in Road Tunnels: Association with Driver Stress and Performance ↗ · 2015 · Miller, Erika E. et al. · indexed
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Mediating role of fatigue driving in the influence of job demand and insecurity on safety incidents among bus drivers · 2025 · Amoadu, Mustapha et al. · archived
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Dual nature of sensation seeking in driving situations: Relationship with risky driving and mental workload · 2018 · Miyazaki, Akio et al. · archived
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IDENTIFYING STRESSORS IN THE WORK OF BUS DRIVERS · 2025 · Menuhova, Tatyana et al. · archived
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Analysis of Autonomic Indexes on Drivers' Workload to Assess the Effect of Visual ADAS on User Experience and Driving Performance in Different Driving Conditions ↗ · 2018 · Ariansyah, Dedy et al. · indexed
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What determines drivers’ speed? A replication of three behavioural adaptation experiments in a single driving simulator study · 2018 · Melman, Timo et al. · archived
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Biosignal Analysis to Assess Mental Stress in Automatic Driving of Trucks: Palmar Perspiration and Masseter Electromyography ↗ · 2015 · Zheng, Rencheng et al. · indexed
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Driving mental workload and performance of ageing drivers ↗ · 2020 · Abd Rahman, Nurul Izzah 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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Modelling the association between psychosocial work factors and risky driving: mediating roles of burnout and engagement · 2026 · Amoadu, Mustapha 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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Prediction of driving stress on high-altitude expressway using driving environment features: A naturalistic driving study in Tibet ↗ · 2024 · Qin, Pengcheng et al. · indexed
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Overload depending on driving experience and situation complexity: Which strategies faced with a pedestrian crossing? · 2015 · Paxion, Julie et al. · archived
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The use of a driving simulator to determine how time pressures impact driver aggressiveness. · 2017 · Knodler, Michael A. et al. · archived
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Hurried driving: Relationship to distress tolerance, driver anger, aggressive and risky driving in college students ↗ · 2013 · Beck, Kenneth H. 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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Inducing driving anger with multi-stage road events in simulator environment ↗ · 2024 · Wang, Yi et al. · indexed
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Road to serenity: Individual variations in the efficacy of unobtrusive respiratory guidance for driving stress regulation ↗ · 2024 · Béquet, A.J. et al. · indexed
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A comparative assessment of subjective experience in simulator and on-road driving under normal and time pressure driving conditions ↗ · 2022 · Pawar, Nishant Mukund et al. · indexed
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Psychophysiological Reactivity of Aggressive Drivers: An Exploratory Study ↗ · 2001 · Malta, Loretta S. et al. · indexed
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Stress Level Detection Based on the Capacitive Electrocardiogram Signals of Driving Subjects ↗ · 2023 · Škorić, Tamara · 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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Automobile Driver Stress Detection By Wearable Glove System · 2018 · D, Hepsiba. et al. · archived
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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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A Real-Time Case Study in Driver Science: Physiological Strain and Related Variables ↗ · 2015 · Potkanowicz, Edward S. · indexed
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Individual Differences and Automation Choice in Simulated Driving ↗ · 2011 · Neubauer, Catherine et al. · indexed
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Perceived impacts of stressful events on train driver performance ↗ · 2024 · Liddell, N.T. 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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Evaluation of Driving-Assistance Systems Based on Drivers' Workload · 2001 · Takada, Yuji et al. · archived
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The interplay between cognitive load and driving in scenarios of daily commuting ↗ · 2022 · Felisberti, Fatima Maria et al. · indexed
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Classifying experienced male drivers’ mental workload on freeway ramps based on heart rate and speed measurements: A real-vehicle experiment ↗ · 2026 · Wang, Jie et al. · indexed
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In-Vehicle Stress Monitoring Based on EEG Signal · 2017 · Begum, Shahina et al. · archived
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The multidimensional driving style inventory—scale construct and validation ↗ · 2003 · Orit Taubman – Ben‐Ari et al. · indexed
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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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Assessment of Drivers' Workload: Performance and Subjective and Physiological Indexes ↗ · 2000 · Brookhuis, Karel A. et al. · indexed
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Stress Events Detection of Driver by Wearable Glove System ↗ · 2016 · Lee, Dae Seok 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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Effects of neuroticism, extraversion, circadian type and age on reported driver stress ↗ · 2002 · Langford, Catherine 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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Traffic and Ratings of Driver Workload: The Effect of the Number of Vehicles and Their Distance Headways ↗ · 2019 · Liu, Ke et al. · indexed
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Max Brake Force as a Measure of Perceived Urgency in a Driving Context ↗ · 2013 · Lewis, Bridget A. et al. · indexed
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A comparative study on the effects of mind-wandering, distraction, and fatigue on driving performance and physiological responses ↗ · 2026 · Chen, Jingrui 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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From Occupational Stress to Crash Risk: A Serial Mediation Model of Driver Fatigue, Cognitive Impairment, and Wellbeing Among Thai Commercial Truck Drivers ↗ · 2026 · Vanichkobchinda, Pongtana et al. · indexed
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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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Driving anxiety and anxiolytics while driving: Their impacts on behaviour and cognition behind the wheel · 2023 · Hidalgo-Muñoz, Antonio R. et al. · archived
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Driver Assistance System for Stress Recognition by Handcrafted Feature Extraction and Convolutional Neural Network ↗ · 2024 · Vaezi, Mahtab et al. · indexed
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Lost Control Driving Home: A Dual-Pathway Model of Self-Control Work Demands and Commuter Driving ↗ · 2021 · Clinton, Michael E. 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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Exploring Physiological Markers of Driver Workload in Response to Road Geometry: A Preliminary Investigation ↗ · 2025 · Bosurgi, Gaetano 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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Attenuated cardiovascular reactivity is related to higher anxiety and fatigue symptoms in truck drivers · 2021 · Guest, Amber et al. · archived
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A Task-Analytic Approach for Estimating Driver Task Demands on Specific Roadway Sections ↗ · 2012 · Lichty, Monica G. 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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The relationship between HRV parameters and stressful driving situation in the real road ↗ · 2007 · Lee, Haet Bit et al. · indexed
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In-Vehicle Information Systems Demand Model (Research Update) · 2000 · Dingus, Tom et al. · archived
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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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Multimodal Recognition of Cognitive Workload for Multitasking in the Car ↗ · 2010 · Putze, Felix et al. · indexed
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Understanding the role of cognitive appraisal and mindfulness in driving-related anger among Chinese drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
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Development of a Low Cost Wearable with Mobile Sensing to Monitor Driving Stress through HRV ↗ · 2020 · Rony, Rahat Jahangir et al. · indexed
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Why Do People Get Angry While Driving? The Qualitative Study for Establishing A New Questionnaire ↗ · 2018 · Abbas, Nadeem · indexed
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Exploring the Role of Driver Emotions and Physiology in Driving Risk Inference: A Multimodal Explainable AI Approach Using Instrumented Vehicle Data ↗ · 2026 · Vullapu, Sai Sesidhar et al. · indexed
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Study on Driver Stress Response Ability on Rural Roads in China ↗ · 2013 · Bian, Haoyi 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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Monitoring driver stress during highway driving using wearable bio-signal sensors ↗ · 2022 · Song, Donghyun et al. · indexed
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Towards Mindless Stress Regulation in Advanced Driver Assistance Systems: A Systematic Review ↗ · 2020 · Béquet, Adolphe J. et al. · indexed
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Review of Studies on Older Drivers’ Behavior and Stress—Methods, Results, and Outlook ↗ · 2021 · Zhao, Yanning 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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Assessment of bus driver's mental workload by Persian Driving Activity Load Index ↗ · 2021 · Babamiri, Mohammad et al. · indexed
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Influences of On-Road Driving Fatigue, Mental Workload on Drivers' Performance ↗ · 2009 · Xu, Xianggang et al. · indexed
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The Impact of Surrounding Road Objects and Conditions on Drivers Abrupt Heart Rate Changes · 2022 · Tavakoli, Arash et al. · archived
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A Novel Adaptive Physio-Behavioral Method for Optimizing Performance: Using Grip Force for Augmenting Driver Training ↗ · 2024 · Sahar, Yotam et al. · indexed
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A simulator study of driving behavior and mental workload in mixed-use arterial road environments ↗ · 2019 · O’Hern, Steve et al. · indexed
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Driver emotion recognition framework based on electrodermal activity measurements during simulated driving conditions · 2016 · Ooi, Jonathan Shi Khai et al. · archived
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Correlation between Aggressive Driving and Work Stress In Female Online Motorbike Taxi Drivers Surabaya ↗ · 2024 · Purnomo, Naufal Edriansah 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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Driver arousal and workload under partial vehicle automation: A pilot study · 2020 · Lohani, M et al. · archived
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Multimodal Driver State Modeling through Unsupervised Learning · 2021 · Tavakoli, Arash et al. · archived
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Road rage and aggressive driving behaviors: The role of state-trait anxiety and self-control ↗ · 2023 · Shamoa-Nir, Lipaz · indexed
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Deep Learning-Based Classification of Stress Levels during Real-World Driving Tasks ↗ · 2022 · Mohd Isam, F.N.H. et al. · indexed
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Measuring Individual Differences in Driver Inattention ↗ · 2014 · Ledesma, Rubén Daniel et al. · indexed
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HARMONY: A Human-Centered Multimodal Driving Study in the Wild · 2021 · Tavakoli, Arash et al. · archived
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Distress Tolerance as a Predictor of Risky and Aggressive Driving ↗ · 2013 · Beck, Kenneth H. 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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Understanding the risk factors of driving dilemmas at urban tunnel exits adjoining diverging areas: A naturalistic study ↗ · 2026 · He, Shiming et al. · indexed
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Driver Stress and Workload Based Experience Analysis to Compute the Effects of Designing and Calibrating In-Car Navigation System ↗ · 2023 · Ahmed, Syed Thouheed et al. · indexed
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The antecedents, experience, and coping strategies of driver boredom in young adult males ↗ · 2016 · Steinberger, Fabius 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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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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Calibrated to drive: Measuring self-assessed driving ability and perceived workload after prolonged sitting and sleep restriction ↗ · 2024 · Tuckwell, Georgia A. 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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Physiological investigation of automobile driver's activation index using simulated monotonous driving ↗ · 2005 · Yamakoshi, T. et al. · indexed
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Investigating the influence of highway median design on driver stress ↗ · 2020 · Meesit, Ratthaphong et al. · indexed
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An investigation on mental stress-profiling of race car drivers during a race ↗ · 2015 · Joosen, Pieter et al. · indexed
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Investigating emotion fluctuations in driving behaviors of online car-hailing drivers using naturalistic driving data ↗ · 2024 · Ma, Yongfeng et al. · indexed
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Deciphering Psychological-Physiological Mappings While Driving and Performing a Secondary Memory Task ↗ · 2005 · Lenneman, John K et al. · indexed
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Analysis of Causal Factor of Driver Fatigue in the Driving in Different Driving Conditions ↗ · 2024 · Adachi, Masataka et al. · indexed
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A feature selection method for driver stress detection using heart rate variability and breathing rate ↗ · 2023 · Parsi, Ashkan 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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Searching for Street Parking: Effects on Driver Vehicle Control, Workload, Physiology, and Glances ↗ · 2020 · Ponnambalam, Canmanie Teresa et al. · indexed
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Fatigue States are Multidimensional: Evidence from Studies of Simulated Driving ↗ · 2007 · Saxby, Dyani 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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Partially automated driving has higher workload than manual driving: An on‐road comparison of three contemporary vehicles with SAE Level 2 features · 2022 · Kim, Jisun 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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Studying the effects of freeway alignment, traffic flow, and sign information on subjective driving workload and performance ↗ · 2019 · Xie, Lian et al. · indexed
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Driving for Real or on a Fixed-Base Simulator: Is It so Different? An Explorative Study ↗ · 2015 · Milleville-Pennel, Isabelle et al. · indexed
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Driver stress in five Spanish-speaking countries: Construct validity of the LatinSET ↗ · 2020 · Dorantes Argandar, Gabriel et al. · indexed
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Exploring sleepiness and stress among London bus drivers: An on-road observational study ↗ · 2024 · Miller, Karl A. et al. · indexed
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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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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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Effects of platooning on signal-detection performance, workload, and stress: A driving simulator study ↗ · 2016 · Heikoop, Daniël D. et al. · indexed
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Cognitive Aspect of Emotion Estimation of a Driver · 2024 · Luo, Jinshan et al. · archived
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An analysis of physiological responses as indicators of driver takeover readiness in conditionally automated driving ↗ · 2023 · Deng, Min et al. · indexed
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Multimodal driver state modeling through unsupervised learning ↗ · 2022 · Tavakoli, Arash et al. · indexed
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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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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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Empirical stress prediction among drivers utilizing wearable sensors and psychometric signals: Towards smart health ↗ · 2023 · Kaur, Karandeep · indexed
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Driver Stress State Evaluation by Means of Thermal Imaging: A Supervised Machine Learning Approach Based on ECG Signal ↗ · 2020 · Cardone, Daniela et al. · indexed
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Detection of Driver Workload Using Wrist-Worn Wearable Sensors: A Feasibility Study ↗ · 2020 · Tanaka, Ryuto 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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Stress Detection Through Electrodermal Activity (EDA) and Electrocardiogram (ECG) Analysis in Car Drivers ↗ · 2019 · Zontone, Pamela 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 Multimodal Dataset of Psychological, Physiological, and Behavioral Responses in Diverse Driving Scenarios ↗ · 2026 · Chai, Bo et al. · indexed
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The Truck Driver Experience: Identifying Psychological Stressors from the Voice of the Driver ↗ · 2017 · Williams, Donnie F. et al. · indexed
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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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Wearable Glove-Type Driver Stress Detection Using a Motion Sensor ↗ · 2017 · Lee, Boon-Giin 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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Driver Cognitive Load Classification Based on Physiological Data—Case Study 7 · 2021 · He, Dengbo et al. · archived
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Road Characteristics and Driver Fatigue: A Simulator Study ↗ · 2007 · Oron-Gilad, Tal et al. · indexed
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Understanding frustration triggers and emotional responses in driving situations ↗ · 2024 · Yazdi, Hannaneh et al. · indexed
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Correlation between subjective driver state measures and psychophysiological and vehicular data in simulated driving ↗ · 2016 · Schmidt, Elisabeth et al. · indexed
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Essential…but also vulnerable? Work intensification, effort/reward imbalance, fatigue and psychological health of Spanish cargo drivers during the COVID-19 pandemic ↗ · 2022 · Montoro, Luís 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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Modelling Psychosocial Work Factors and Risky Driving in Ghana: Mediating Roles of Burnout and Engagement · 2025 · Amoadu, Mustapha et al. · archived
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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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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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An Intelligent Camera-Based Contactless Driver Stress State Monitoring Using Multimodality Fusion ↗ · 2025 · J, Swarubini P et al. · indexed
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Driving anger and risky behaviour during commuting: The roles of time pressure and children’s presence in a naturalistic study from China ↗ · 2026 · Wang, Jinru 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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On‐road experimental study on driving anger identification model based on physiological features by ROC curve analysis ↗ · 2017 · Wan, Ping et al. · indexed
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Driver’s Cognitive Workload and Driving Performance under Traffic Sign Information Exposure in Complex Environments: A Case Study of the Highways in China ↗ · 2017 · Lyu, Nengchao et al. · indexed
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Detecting Moments of Stress from Measurements of Wearable Physiological Sensors ↗ · 2019 · Kyriakou, Kalliopi et al. · indexed
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The multidimensional driving style inventory a decade later: Review of the literature and re-evaluation of the scale ↗ · 2016 · Ben-Ari, Orit Taubman - 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 multimodal and signals fusion approach for assessing the impact of stressful events on Air Traffic Controllers ↗ · 2020 · Borghini, Gianluca et al. · indexed
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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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Mental Workload and its Relation with Fatigue among Urban Bus Drivers · 2017 · Hassanzadeh-Rangi, Narmin et al. · archived
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Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use? · 2025 · Halin, Anaïs et al. · archived
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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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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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Test–Retest Reliability of the Susceptibility to Driver Distraction Questionnaire · 2015 · Marulanda, Susana et al. · archived
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Physiological responses and stress levels of high-speed rail train drivers under various operating conditions - a simulator study in China ↗ · 2022 · Jiao, Yubo et al. · indexed
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Measuring Drivers’ Physiological Response to Different Vehicle Controllers in Highly Automated Driving (HAD): Opportunities for Establishing Real-Time Values of Driver Discomfort ↗ · 2020 · Radhakrishnan, Vishnu 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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Does driving experience delay overload threshold as a function of situation complexity ↗ · 2013 · Paxion, Julie et al. · indexed
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Dynamics of Affective States During Takeover Requests in Conditionally Automated Driving Among Older Adults with and without Cognitive Impairment · 2025 · Hajian, Gelareh et al. · archived
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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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Estimation of driver mental states using autonomic indices ↗ · 2016 · Kuriyagawa, Yukiyo 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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Driving Behavior and Work Stress as Predictors of Road Traffic Accidents in Borno State, Nigeria ↗ · 2023 · Ebiai, Augustine Ejirogene et al. · indexed
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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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Does rush hour see a rush of emotions? Driver mood in conditions likely to exhibit congestion ↗ · 2016 · Morris, Eric A. et al. · indexed
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German taxi drivers' experiences and expressions of driving anger: Are the driving anger scale and the driving anger expression inventory valid measures? ↗ · 2017 · Brandenburg, Stefan et al. · indexed
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Psychometric evidence of the Brazilian version of Driving Cognitions Questionnaire (DCQ) ↗ · 2015 · OliSan, George Oliveira Santos et al. · indexed
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An investigation into physiological responses in driving simulators: An objective measurement of presence ↗ · 2015 · Deniaud, Christophe et al. · indexed
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Effects of cabin thermal conditions and road type on driver workload and performance: A driving simulator study ↗ · 2026 · Lu, Biao et al. · indexed
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Cross-cultural perspective of driving style in young adults: Psychometric evaluation through the analysis of the Multidimensional Driving Style Inventory ↗ · 2020 · Freuli, Francesca et al. · indexed
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Driver’s mental workload prediction model based on physiological indices ↗ · 2017 · Yan, Shengyuan 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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209 The Mental Workload of the Driver by Vehicle Velocity and Acceleration · 2006 · HOSHI, Satofumi et al. · archived
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Evaluating Driver Response to a Sudden Emergency: Issues of Expectancy, Emotional Arousal and Uncertainty ↗ · 2002 · Dilich, Michael A. et al. · indexed
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Heart rate variability, recovery and stress analysis of an elite rally driver and co-driver during a competition period ↗ · 2024 · Di Credico, Andrea 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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Subjective mental workload measurement using video fragments ↗ · 2014 · Christoph, M. et al. · indexed
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Assessment of Driver Movements during Prolonged Driving Using Seat Pressure Measurements ↗ · 2011 · Wang, B. et al. · indexed
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The Influence of Personality, Driver Stress and Driver Behavior as Mediator on Road Accident among bus Driver in Riau Province Indonesia ↗ · 2016 · Fikri, Fikri et al. · indexed
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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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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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Navigation Voice Familiarity Can Affect Driving Stress and Emotions Under Complex Road Conditions: Evidence From An Experimental Study ↗ · 2024 · Hao, Pingting et al. · indexed
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Detection of Real-World Driving-Induced Affective State Using Physiological Signals and Multi-View Multi-Task Machine Learning ↗ · 2019 · Lopez-Martinez, Daniel et al. · indexed
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An Investigation of Measuring Driver Anger with Electromyography ↗ · 2019 · Saikalis, Christopher et al. · indexed
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Speed behaviour and mental workload of small-spacing expressway interchanges based on field driving test ↗ · 2023 · Xu, Jin et al. · indexed
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Mental Workload, Longitudinal Driving Behavior, and Adequacy of Car-Following Models for Incidents in Other Driving Lane ↗ · 2010 · Hoogendoorn, Raymond et al. · indexed
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Autonomic nervous system and subjective ratings of strain in air-traffic control ↗ · 2009 · Collet, C. et al. · indexed
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Emotion induction strategies in driving simulator for validated experiments · 2021 · Nobari, Khazar Dargahi 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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Frustration in the face of the driver · 2018 · Ihme, Klas et al. · archived
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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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Prediction of driver’s workload by means of fuzzy techniques ↗ · 2012 · Pellegrino, Orazio · indexed
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Differentiating risky and aggressive driving: Further support of the internal validity of the Dula Dangerous Driving Index ↗ · 2012 · Richer, Isabelle et al. · indexed
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Use of principles of prenosological diagnosis for assessing the functional state of the body under stress conditions as exemplified by bus drivers ↗ · 2009 · Baevskii, R. M. et al. · indexed
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Multimodal Assessment of Mental Workload During Automated Vehicle Remote Assistance: Modeling of Eye-Tracking-Related, Skin Conductance, and Cardiovascular Indicators · 2025 · Walocha, Fabian et al. · archived
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Interactive effects of task load and music tempo on psychological, psychophysiological, and behavioural outcomes during simulated driving ↗ · 2022 · Karageorghis, Costas I. 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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The Influence of Sleep Quality, Safety Culture and Cabin Ergonomics on Work-Related Stress and Burnout of Bus Drivers in Lahore · 2018 · Batool, Zahara et al. · archived
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Penggunaan Pendekatan Cardiovascular Load (CVL) dan Subjective Workload Assessment Technique (SWAT) Dalam Menganalisis Beban Kerja Driver Online · 2023 · Semnasti, Akmal Suryadi et al. · archived
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The use of a driving simulator to determine how time pressures impact driver aggressiveness ↗ · 2017 · Fitzpatrick, Cole D. 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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Driving Simulator System to Evaluate Driver’s Workload Using ADAS in Different Driving Contexts ↗ · 2017 · Caruso, Giandomenico 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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Wearable Device-Based System to Monitor a Driver’s Stress, Fatigue, and Drowsiness ↗ · 2018 · Choi, Minho et al. · indexed
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The Effect of Experience and Gender of Drivers' on Situation Awareness and Mental Workload ↗ · 2007 · Hao, Xueqin et al. · indexed
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Psychological work characteristics, psychological workload and associated psychological and cognitive requirements of train drivers ↗ · 2014 · Zoer, Ilona 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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Driver workload classification through neural network modeling using physiological indicators ↗ · 2013 · Hoogendoorn, Raymond 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 Relationship Between Physical And Mental Workload On Job Fatigue In Maxim Car Drivers In Kupang City In 2024 · 2024 · Misam Selan, Arwadi et al. · archived
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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’S MENTAL WORKLOAD: TASK PERFORMANCE AND MENTAL WORKLOAD ↗ · 2015 · Makhtar, Ahmad Khushairy 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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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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Physiological correlates of discomfort in automated driving ↗ · 2019 · Beggiato, Matthias 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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Vehicle Integrated Non-Intrusive Monitoring of Driver Biological Signals ↗ · 2011 · Watson, Todd et al. · indexed
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Capturing Driver Response to In-Vehicle Human-Machine Interface Technologies Using Facial Thermography ↗ · 2009 · Reyes, Michelle L 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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Indices for characterizing driving style and their relevance to car following behavior ↗ · 2007 · Ishibashi, Motonori et al. · indexed
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Physiological and psychological performance measurement for the practical driving test ↗ · 2024 · Rusch, Tobias et al. · indexed
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The development of driving behavior questionnaire to determine roadway capacity ↗ · 2018 · Safrilah et al. · indexed
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The Psychosocial Environment of Commercial Driving: Morbidities, Hazards, and Productivity of Truck and Bus Drivers ↗ · 2011 · Apostolopoulos, Yorghos 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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The consequences of an increase in heavy goods vehicles for passenger car drivers’ mental workload and behaviour: A simulator study · 2008 · de Waard, Dick et al. · archived
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Assessing the Impact of AR-Assisted Warnings on Roadway Worker Stress Under Different Workload Conditions · 2024 · Banani Ardecani, Fatemeh et al. · archived
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Average heart rate for driver monitoring systems · 2016 · Biondi, F et al. · archived
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Cerebral haemodynamics during simulated driving: Changes in workload are detectable with functional near infrared spectroscopy · 2021 · Bloomfield, Peter M. et al. · archived
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Topic Modeling Analysis of Driving Fears: Individual Variations and Emotional Responses ↗ · 2025 · Rasouli, Shiva et al. · indexed
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Job content, psychological well-being, burnout and fatigue driving among heavy goods vehicle drivers in Ghana · 2025 · Amoadu, Mustapha et al. · archived
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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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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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Keep Calm and Ride Along: Passenger Comfort and Anxiety as Physiological Responses to Autonomous Driving Styles ↗ · 2020 · Dillen, Nicole et al. · indexed
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A multimodal physiological dataset for driving behaviour analysis · 2024 · Tao, Xiaoming et al. · archived
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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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Driver experience and cognitive workload in different traffic environments ↗ · 2006 · Patten, Christopher J.D. et al. · indexed
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Occupational Stress Factors Among Driving Instructors in a Malaysian Driving School ↗ · 2025 · Norizan, Mohamad Nurfairuz et al. · indexed
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Subjective driving experience recorded live: A naturalistic driving approach ↗ · 2026 · Simon, Katharina et al. · indexed
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Using Smartbands, Pupillometry and Body Motion to Detect Discomfort in Automated Driving · 2018 · Beggiato, Matthias et al. · archived
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A study on the cognitive workload characteristics according to the driving behavior in the urban road ↗ · 2018 · Kim, HyunSuk et al. · indexed
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Individual Differences in Resilience and Affective Response during Simulated UAV Operations ↗ · 2015 · Wohleber, Ryan W. et al. · indexed
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Correlation between Individual Characteristics, Work Monotony, and Mental Workload with Work Stress ↗ · 2023 · Savitri, Ainayya Rizky et al. · indexed
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Detecting emotional stress from facial expressions for driving safety ↗ · 2014 · Gao, Hua et al. · indexed
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Workload in Train Driving Job: Affecting Factors and Improvement Recommendations ↗ · 2017 · Hassanzadeh-Rangi, Narmin et al. · indexed
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Evaluation of Physiological and Psychological Stress in Head Driver Leading Self-Driving Truck ↗ · 2021 · YUDA, Emi et al. · indexed
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Individual differences in BEV drivers’ range stress during first encounter of a critical range situation ↗ · 2016 · Franke, Thomas et al. · indexed
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Assessment of subjective stress in the municipal police force of the city of Rome ↗ · 2002 · Pancheri, P. et al. · indexed
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Analysis of the driver's stress level while driving in Truck Platooning ↗ · 2025 · Gandini, Paolo et al. · indexed
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The impact of spiral tunnel characteristics on driver HRV and stress perception: A naturalistic driving experiment ↗ · 2025 · Han, Lei et al. · indexed
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PREDICTING THE MENTAL STRESS LEVEL OF DRIVERS IN A BRAKING CAR PROCESS USING ARTIFICIAL INTELLIGENCE ↗ · 2022 · Sugiono, Sugiono et al. · indexed
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Towards an emotional stress test: a reliable, non-subjective cognitive measure of anxious responding ↗ · 2016 · Aylward, Jessica et al. · indexed
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ROStopbox: A Human-Centered Vehicle Environment Data Acquisition System ↗ · 2024 · Schneider, Daniel et al. · indexed
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Physiological responses of race car drivers in authentic and simulated motor-racing ↗ · 2025 · Holland, Justin et al. · indexed
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Driving against the clock: Investigating the impacts of time pressure on taxi and non-professional drivers’ safety and compliance ↗ · 2025 · Hussain, Qinaat et al. · indexed
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Psychophysiological stress response to urban traffic: the effect of speed limits, road surface type, and greenery ↗ · 2025 · de Barros, Ablenya Grangeiro et al. · indexed
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Validation of the Virtual Reality Stroop Room:Effects of Inhibiting Interfering Information Under Time Pressure and Task-Switching Demands ↗ · 2024 · Ringgold, Veronika et al. · indexed
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Evaluation of Driver Stress Load in Freeway Tunnel Based on LightGBM and SHAP Methods ↗ · 2024 · Ge, Hongcheng et al. · indexed
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An evaluation of a lane support system for bus rapid transit on narrow shoulders and the relation to bus driver mental workload ↗ · 2006 · Ward, Nicholas et al. · indexed
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Commuting in West Yorkshire: Associations between traffic climate, commuting stress, and travel satisfaction ↗ · 2026 · Ozturk, Ibrahim et al. · indexed
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Cortisol stress response predicts 9-year risky driving convictions in male first-time driving-while-impaired offenders ↗ · 2019 · Brown, Thomas G. et al. · indexed
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Relationship between salivary Chromogranin-A and stress induced by simulated monotonous driving ↗ · 2009 · Yamakoshi, Takehiro et al. · indexed
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DriE-Cog dataset: A multimodal physiological–behavioural dataset for intelligent driving emergency response ↗ · 2026 · Zhang, Hongqiang et al. · indexed
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Assessing the Effectiveness of Increased F<sub>I</sub>O<sub>2</sub>for Enhancing Driver's Activation State Using Simulated Monotonous Driving ↗ · 2005 · Kusakabe, M. et al. · indexed
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Analysis physical workload, mental workload, and work stress on teachers at Public Special School of Surakarta ↗ · 2024 · Pitaloka, Fitri Rahmawati Dyah et al. · indexed
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Effect of acute stress on working memory in pilots: Investigating the modulatory role of memory load ↗ · 2024 · Liang, Yaowei et al. · indexed
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Dataset of physiological signals in the use of advanced driver assistance systems (ADAS) ↗ · 2026 · de Castro, Gabriel Martins et al. · indexed
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Disentangling cognitive and emotional load in interpreting: multimodal evidence from physiological and prosodic data ↗ · 2025 · Kumcu, Alper et al. · indexed
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Psychophysiological Computational Modeling for Stress Management in VR Driving Simulation ↗ · 2025 · Ram, Adivi Sai Raghu et al. · indexed
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Identifying the Subtypes and Characteristics of Mental Workload Among Chinese Physicians in Outpatient Practice: A Latent Profile Analysis ↗ · 2021 · Li, Dehe et al. · indexed
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Influence of Subway-train Driver Job Stress on the Safety Behavior by Self-efficacy ↗ · 2017 · Ahn, Chang-Kyu et al. · indexed
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Time Pressure's Impact on Taxi Drivers' Driving Speed: A Driving Simulator Study ↗ · 2024 · Snober, Husam et al. · indexed
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Autonomic activity and obesity response to driving activity ↗ · 2019 · Dixit, Prashanth et al. · indexed
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Increased catecholamine levels in urine in subjects exposed to road traffic noise ↗ · 2001 · Babisch, W. et al. · indexed
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The relationship between mental workload and nurse stress levels in hospitals ↗ · 2023 · Fikri, Zahid et al. · indexed
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Demand-Driven Traffic Assignment Problem Based on Travel Time Reliability ↗ · 2006 · Shao, Hu et al. · indexed
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Relationship Between Hardiness Personality and Work Stress in Female Online Motorcycle Riders in Surabaya ↗ · 2024 · Kusumawati, Resti et al. · indexed
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Relationship between Blood Magnesium Level, Physical Fitness and Stress Level in Online Driver ↗ · 2024 · Chondro, Fransisca et al. · indexed
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Redox Implications of Extreme Task Performance: The Case in Driver Athletes ↗ · 2022 · Reid, Michael B. · indexed
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Classification of speech under stress and cognitive load in USAR operations ↗ · 2013 · Charfuelan, Marcela et al. · indexed
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The Effect of Mental Workload, Stress, and Learning Motivation on Student Learning Achievement during Online Courses ↗ · 2021 · Dewi, Dyah Santhi et al. · indexed
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The effect of competition on heart rate during kart driving: A field study ↗ · 2011 · Matsumura, Kenta et al. · indexed
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Examining the effect of level of stress on firefighters’ time-to-decision in virtual reality ↗ · 2013 · Keren, Nir et al. · indexed
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Serum Concentrations of Angiotensin, C-Reactive Protein, Interleukin-8, and Tumor Necrosis Factor-α in Train Driver Population ↗ · 2016 · Zhu, Ziwei et al. · indexed
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University Students Stress Detection During Final Report Subject by Using NASA TLX Method and Logistic Regression ↗ · 2025 · Khairah, Alfita et al. · indexed
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Airway driving pressure in ARDS patients. Any relationship with lung stress? ↗ · 2016 · Chiumello, Davide · indexed
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Machine‑Learning Prediction of Academic Stress from Working Memory Load and Neuroticism Facets ↗ · 2026 · Maree Brucki, Belinda et al. · indexed
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Stress responses of horses transported long-distance by road to and from a jumping competition in a tropical climate. ↗ · 2025 · Sanigavatee, K et al. · indexed
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A methodology for road traffic resilience analysis and review of related concepts ↗ · 2017 · Calvert, Simeon C. et al. · indexed
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The Effect of Air Traffic Controller Work Stress on Decision-Making Quality in the Tower and Approach/Terminal Units of the Jakarta Air Traffic Service Center ↗ · 2026 · Sari, Dara Puspita et al. · indexed
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Simultaneous Off-Line Demand-Supply Calibration for Simulation-Based Dynamic Traffic Assignment Models ↗ · 2007 · Balakrishna, R. Geetha et al. · indexed
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Road Network Resilience: How to Identify Critical Links Subject to Day-to-Day Disruptions · 2018 · Gauthier, Pauline et al. · archived
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Carer stress in Fetal Alcohol Spectrum Disorders: the implications of data from the UK national specialist FASD clinic for training carers ↗ · 2020 · Mohamed, Zameer et al. · indexed
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Socioeconomic Status, Subjective Social Status, and Perceived Stress: Associations with Stress Physiology and Executive Functioning ↗ · 2015 · Ursache, Alexandra et al. · indexed
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Peak of the Day or the Daily Grind: Commuting and Subjective Well-Being ↗ · 2000 · Smith, Oliver · indexed
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Drivers of respiratory health care demand in Acre state, Brazilian Amazon: a cross-sectional study ↗ · 2022 · Morello, Thiago et al. · indexed
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Subjective Stress and Diurnal Salivary Cortisol in Adults with Frequent Cannabis Use ↗ · 2026 · Donner, Julia et al. · indexed
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Stochastic Dynamic Programming in the Real-World Control of Hybrid Electric Vehicles ↗ · 2015 · Vagg, Christopher et al. · indexed
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Loneliness as a driver of allostatic load: mechanisms linking social disconnection to physiological dysregulation and health disparities ↗ · 2025 · Warren, Alison · indexed
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An Analytical Method for Supply-Demand Situation Awareness of Power Systems Based on Classification of Action Levels to Balance Supply and Demand ↗ · 2021 · Tanabe, Ryuya et al. · indexed
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Hydrodynamic Kelvin-Voigt Model Transportation System ↗ · 2020 · Pihnastyi, Oleh Mykhailovych et al. · indexed
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Emergence of spatial heterogeneity in crop water stress under soil drying: Evidence from UAV thermal imagery and physiological measurements ↗ · 2026 · Sakaguchi, Atsushi et al. · indexed
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Factors driving availability of COVID-19 convalescent plasma: Insights from a demand, production and supply model ↗ · 2020 · Russell, W. Alton et al. · indexed
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Managing Overwhelm: Practical Strategies for Feeling in Control When Faced with a Heavy Workload, ↗ · 2025 · Westover, Jonathan H. · indexed
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Abstract IA03: Polyploidy, DNA damage response driver or gatekeeper of chronic liver diseases ↗ · 2022 · Desdouets, Chantal · indexed
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New Driving Unit for the Direct Measurement of Yield Stress with a Stress Controlled Rheometer ↗ · 2008 · Shahnazian, Hamid et al. · indexed
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Climate change-induced stress in the honey bee Apis mellifera L.- a genetic review ↗ · 2025 · Sagastume, Soledad et al. · indexed
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How should I treat a coronary “traffic jam”? A triple kissing balloon in distal left main trifurcation ↗ · 2011 · Testa, Luca et al. · indexed