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.
160 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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Sensitivity of Physiological Measures of Acute Driver Stress: A Meta-Analytic Review · 2021 · Kerautret, Laora et al. · archived
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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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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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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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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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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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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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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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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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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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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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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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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods - Phase I · 2018 · Kondyli, Alexandra et al. · archived
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods –Phase III · 2022 · Kondyli, Alexandra et al. · archived
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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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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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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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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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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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Traffic congestion, perceived control, and psychophysiological stress among urban bus drivers. ↗ · 1991 · Evans, Gary W. 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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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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Sensitivity of Detection Response Task (DRT) to the Driving Demand and Task Difficulty · 2013 · Bruyas, Marie-Pierre 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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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 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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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 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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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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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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Individualized stress detection using an unmodified car steering wheel · 2021 · Balters, Stephanie et al. · archived
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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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Recherche d’indicateurs électrodermaux pour l’analyse de la charge mentale en conduite automobile ↗ · 2009 · Clarion, Antoine · indexed
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Reliable but multi-dimensional cognitive demand in operating partially automated vehicles · 2024 · Lohani, M et al. · archived
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Assessment of Drivers’ Mental Workload by Multimodal Measures during Auditory-Based Dual-Task Driving Scenarios ↗ · 2024 · Huang, Jiaqi et al. · indexed
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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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Cardiac Measures of Driver Workload during Simulated Driving with and without Visual Occlusion ↗ · 2003 · Backs, Richard W et al. · indexed
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Development and Evaluation of New Anchors for Ratings of Driving Workload · 2012 · Lin, Brian T W et al. · archived
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Exploring hazard anticipation and stress while driving in light of defensive behavior theory · 2023 · Kerautret, Laora 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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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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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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IDENTIFYING STRESSORS IN THE WORK OF BUS DRIVERS · 2025 · Menuhova, Tatyana et al. · archived
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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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On the Fast Lane to Road Rage · 2003 · Drews, Frank A. et al. · archived
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Driver State Classification: Identifying High Cognitive Load and Drowsiness Through Driver Performance · 2026 · Ayas, Suzan et al. · archived
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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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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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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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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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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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Experimental design for a psychophysiological driving simulator study ↗ · 2014 · Higgs, Bryan 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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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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Let Complexity Bring Clarity: A Multidimensional Assessment of Cognitive Load Using Physiological Measures · 2022 · Nilsson, Emma J. et al. · archived
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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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Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ 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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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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Development of a Steering Entropy Method for Evaluating Driver Workload ↗ · 1999 · Nakayama, Okihiko 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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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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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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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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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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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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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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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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Safety in Occupational Driving: Development of a Driver Behavior Scale for the Workplace Context · 2011 · Newnam, Sharon et al. · archived
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In-Vehicle Stress Monitoring Based on EEG Signal · 2017 · Begum, Shahina et al. · archived
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Extending the Detection Response Task to Simultaneously Measure Cognitive and Visual Task Demands ↗ · 2016 · Strayer, David L. · indexed
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Driver mental workload measurement trends and cognitive impacts: a literature review ↗ · 2026 · Faidah, Uyun Nadzirotul 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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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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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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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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The Impact of Surrounding Road Objects and Conditions on Drivers Abrupt Heart Rate Changes · 2022 · Tavakoli, Arash et al. · archived
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Objective stress factors, accidents, and absenteeism in transit operators: A theoretical framework and empirical evidence. ↗ · 1998 · Greiner, Birgit A. et al. · indexed
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Measuring driving styles · 2015 · van Huysduynen, Hanneke Hooft 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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Distress Tolerance as a Predictor of Risky and Aggressive Driving ↗ · 2013 · Beck, Kenneth H. 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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Multimodal Features for Detection of Driver Stress and Fatigue: Review · 2020 · Němcová, Andrea et al. · archived
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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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Fatigue States are Multidimensional: Evidence from Studies of Simulated Driving ↗ · 2007 · Saxby, Dyani 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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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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Stressful Work, Psychological Job Strain, and Turnover: A 2-Year Prospective Cohort Study of Truck Drivers. ↗ · 2004 · de Croon, E. M. 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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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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Mental Workload of Common Voice-Based Vehicle Interactions across Six Different Vehicle Systems · 2014 · AAA Foundation for Traffic Safety · 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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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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Detecting driver stress and hazard anticipation using real‐time cardiac measurement: A simulator study ↗ · 2022 · Kerautret, Laora et al. · indexed
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Review of Relationships Between Steering Wheel Reversal Rate and Driving Task Demand ↗ · 1980 · Macdonald, Wendy A. 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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Heavy vehicle driver workload assessment. Task 2, standard vehicle configuration/specifications · 1996 · Turanski, Alan et al. · archived
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Test–Retest Reliability of the Susceptibility to Driver Distraction Questionnaire · 2015 · Marulanda, Susana 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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Does driving experience delay overload threshold as a function of situation complexity ↗ · 2013 · Paxion, Julie 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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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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Subjective mental workload measurement using video fragments ↗ · 2014 · Christoph, M. et al. · indexed
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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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Driving Simulator System to Evaluate Driver’s Workload Using ADAS in Different Driving Contexts ↗ · 2017 · Caruso, Giandomenico et al. · indexed
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Analyzing Driver Drowsiness: From Causes to Effects · 2020 · Soares, Sónia et al. · archived
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Road traffic offending, stress, age, and accident history among male and female drivers ↗ · 1996 · Simon, Frances 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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Indices for characterizing driving style and their relevance to car following behavior ↗ · 2007 · Ishibashi, Motonori 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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Topic Modeling Analysis of Driving Fears: Individual Variations and Emotional Responses ↗ · 2025 · Rasouli, Shiva 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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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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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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Demand-Driven Traffic Assignment Problem Based on Travel Time Reliability ↗ · 2006 · Shao, Hu et al. · indexed
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Burnout and health status in Italian air traffic controllers. ↗ · 1994 · Dell'Erba, G 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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Simultaneous Off-Line Demand-Supply Calibration for Simulation-Based Dynamic Traffic Assignment Models ↗ · 2007 · Balakrishna, R. Geetha et al. · indexed
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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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Peak of the Day or the Daily Grind: Commuting and Subjective Well-Being ↗ · 2000 · Smith, Oliver · indexed
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Stochastic Dynamic Programming in the Real-World Control of Hybrid Electric Vehicles ↗ · 2015 · Vagg, Christopher et al. · indexed