Theoretical Contribution
theory or model
A verbal psychological theory or explanatory model: attention and workload theories, multiple resource theory, situation awareness frameworks, arousal and effort models, risk homeostasis, task-capability models. The contribution is a conceptual explanation of WHY drivers behave as they do, advanced or tested by the paper. Distinct from a runnable simulation (computational_model) and from classification schemes (conceptual_framework).
4707 paper(s) · newest first · see also all information types
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Attention Selection and Multitasking in Everyday Driving: A Conceptual Model ↗ · 2017 · Engström, Johan et al. · indexed
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Mental workload and driving · 2014 · Paxion, Julie et al. · archived
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A Review of Driver Mental Workload in Driver-Vehicle-Environment System · 2011 · Ba, Yutao et al. · archived
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Multiple Resources and Mental Workload · 2008 · Wickens, Christopher D. · archived
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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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Heavy vehicle driver workload assessment. Task 4, review of workload and related research · 1996 · Wierwille, W. et al. · archived
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Multitasking While Driving: Central Bottleneck or Problem State Interference? ↗ · 2022 · Held, Moritz et al. · indexed
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Examining Driver Alertness as a Mediator between Work Fatigue and Driver Behaviours among Malaysian Drivers ↗ · 2025 · Joseph, Asong et al. · indexed
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Modelling level 1 situation awareness in driving: A cognitive architecture approach · 2024 · Rehman, Umair et al. · archived
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Malleable Attentional Resources Theory: A New Explanation for the Effects of Mental Underload on Performance · 2002 · Young, Mark S. et al. · archived
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Traffic psychology theories: Towards understanding driving behaviour and safety efforts ↗ · 2005 · Summala, Heikki · indexed
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Effects of Cognitive Load on Driving Performance: The Cognitive Control Hypothesis · 2017 · Engström, Johan et al. · archived
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · 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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A proposed psychological model of driving automation ↗ · 2000 · Stanton, Neville A. et al. · indexed
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Minimum Required Attention: A Human-Centered Approach to Driver Inattention ↗ · 2017 · Kircher, Katja et al. · indexed
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Paying attention behind the wheel: a framework for studying the role of attention in driving ↗ · 2004 · Trick *, Lana M. 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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Attentional Overload, stress, and simulate Driving Performance ↗ · 1996 · Matthews, Gerald 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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An Empirical Model of Driver Workload Dynamics at Unsignalized Intersections ↗ · 2026 · Wang, Yiyun et al. · indexed
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Attention selection and task interference indriving: an action-oriented view ↗ · 2009 · Engström, Johan et al. · indexed
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Exploring the effect of cognitive load in scenarios of daily driving · 2024 · Felisberti, Fatima M. et al. · archived
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Human Performance in Vehicle Driving · 2026 · Abendroth, Bettina 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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Secondary task and risky driving behavior: a test of the mediating effect of situation awareness ↗ · 2015 · Hartono, Budi et al. · indexed
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Prediction of Driver's Cognitive Workload using Cognitive Architecture : ACT-R · 2012 · Lim, Soo-Yong et al. · archived
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Inferring Hidden Attentional States in Driving: A Bayesian Approach to Modeling Distraction and Secondary Task Engagement. ↗ · 2026 · Dheeraj Kashyap L et al. · indexed
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Behavioral Research and Practical Models of Drivers' Attention · 2021 · Kotseruba, Iuliia et al. · archived
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A generic multi-scale framework for microscopic traffic simulation part II – Anticipation Reliance as compensation mechanism for potential task overload · 2020 · Calvert, Simeon C. 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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A theoretical model of human-automation interaction grounded in resource allocation policy during automated driving ↗ · 2018 · Yamani, Yusuke et al. · indexed
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Editorial: Cognitive Mechanisms for Safe Road Traffic Systems · 2022 · Vecchiato, Giovanni et al. · archived
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A generic multi-level framework for microscopic traffic simulation—Theory and an example case in modelling driver distraction · 2018 · Lint, Hans van et al. · archived
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The effect of driver cognitive abilities and distractions on situation awareness and performance under hazard conditions · 2016 · Kaber, David B. et al. · archived
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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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The multitasking motorist and the attention economy · 2021 · Strayer, DL et al. · archived
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Is improved lane keeping during cognitive load caused by increased physical arousal or gaze concentration toward the road center? · 2018 · Li, Penghui et al. · archived
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Applicability of risky decision-making theory to understand drivers' behaviour during transitions of control in vehicle automation · 2019 · GONÇALVES, Rafael Cirino et al. · archived
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Towards a social psychology-based microscopic model of driver behavior and decision-making : modifying Lewin's field theory · 2014 · Berthaume, Andrew Leo et al. · archived
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Model for Situation Awareness and Driving: Application to Analysis and Research for Intelligent Transportation Systems ↗ · 2001 · Matthews, Michael L. et al. · indexed
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Computational Models for Workload Analysis of Driving Tasks ↗ · 2021 · Handley, Holly et al. · indexed
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Description of the Integrated Driver Model · 1995 · Levinson, William H. et al. · archived
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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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Toward an Integrated Model of Driver Behavior in Cognitive Architecture ↗ · 2001 · Salvucci, Dario D. et al. · 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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Inferring Hidden Attentional States in Driving: A Bayesian Approach to Modeling Distraction and Secondary Task Engagement ↗ · 2025 · Kashyap, Lekhapriya Dheeraj et al. · indexed
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The psychology of driving automation: a discussion with Professor Don Norman ↗ · 2007 · Stanton, Neville A. et al. · indexed
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Cognitive workload measurement and modeling under divided attention. · 2019 · Strayer, David L. et al. · archived
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Adaptation Longitudinal Driving Behavior, Mental Workload, and Psycho-Spacing Models in Fog ↗ · 2011 · Hoogendoorn, Raymond G. et al. · indexed
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Relationship between workload and mind-wandering in simulated driving · 2017 · Zhang, Yuyu et al. · archived
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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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Drivers with limited perception: model and application to traffic simulation · 2014 · Ketenci, Utku 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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Exploring differences in the impact of auditory and visual demands on driver behavior ↗ · 2012 · Yang, Yan et al. · indexed
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High perceptual load causes inattentional blindness and deafness in drivers ↗ · 2015 · Murphy, Gillian et al. · indexed
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Modeling Driver Behavior as Sequential Risk-Taking Task ↗ · 2008 · Hamdar, Samer H. 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 TWO DIFFERENT MENTAL TASKS ON VISUAL SEARCH BEHAVIOUR WHILE DRIVING ↗ · 1999 · Recarte, Miguel A. 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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TASK-INDUCED FATIGUE EFFECTS ON SIMULATED DRIVING PERFORMANCE ↗ · 1998 · Desmond, Paula A. et al. · indexed
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A computational model for driver's cognitive state, visual perception and intermittent attention in a distracted car following task ↗ · 2018 · Pekkanen, Jami et al. · indexed
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TRAFFIC SAFETY AND INDIVIDUAL DIFFERENCES IN DRIVERS' ATTENTION AND INFORMATION PROCESSING CAPACITY ↗ · 1993 · Shinar, David · indexed
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Metacognition and self‐regulation on the road: A qualitative approach to driver attention and distraction ↗ · 2022 · Love, Steven et al. · indexed
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Structural Equation Modeling of Drivers’ Situation Awareness Considering Road and Driver Factors ↗ · 2020 · Yang, Yanqun et al. · indexed
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Computational Model of Situation Awareness for Decision Making in Driving ↗ · 2018 · Mustapha, Rabi 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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Tracing the physiological response and behavioral performance of drivers at different levels of mental workload using driving simulators ↗ · 2020 · Zokaei, Mojtaba et al. · indexed
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Defining Driver Distraction · 2008 · Lee, John et al. · archived
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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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Construction and Analysis of Driver Takeover Behavior Modes Based on Situation Awareness Theory ↗ · 2024 · Chen, Haolin et al. · indexed
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Task difficulty, risk, effort and comfort in a simulated driving task—Implications for Risk Allostasis Theory ↗ · 2009 · Lewis-Evans, Ben et al. · indexed
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Mental Workload Modeling of Time-Critical Tasks in Autonomous Driving Based on a Multi-source Information Fusion Approach ↗ · 2022 · Ding, Yaonan et al. · indexed
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Multiple Resource Modeling of Task Interference in Vehicle Control, Hazard Awareness and In-vehicle Task Performance · 2003 · Horrey, William J. et al. · archived
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Micromodel for Objective Estimation of Driver Mental Workload from Task Data ↗ · 1998 · Zeitlin, Lawrence R. · indexed
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Driver behavior and mental workload for takeover safety in automated driving: ACT-R prediction modeling approach ↗ · 2024 · Oh, Hyungseok 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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Psychological constructs in driving automation: a consensus model and critical comment on construct proliferation ↗ · 2015 · Heikoop, Daniël D. et al. · indexed
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Semiotics and mental models: modeling automobile driver behavior ↗ · 2002 · Goodrich, M.A. et al. · indexed
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SPIDER 2.0: Driver Distraction and Visual Attention · 2025 · Strayer, David L. · 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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Driver Distraction: Are We Mistaking a Symptom for the Problem? ↗ · 2013 · Curry, David et al. · indexed
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Vision-Language Hazard Reasoning for Driver Distraction and Workload Estimation ↗ · 2025 · Ng, Shu-Kay et al. · indexed
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On the importance of working memory in the driving safety field: A systematic review ↗ · 2023 · Zhang, Huiming et al. · indexed
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Behavioral Transportation: The Role of Psychological, Cognitive, and Social Factors in Distracted Driving Behavior ↗ · 2023 · Gabaldon, Janeth · indexed
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Assessing cognitive distraction in the automobile · 2015 · Strayer, DL et al. · archived
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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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Investigating the interplay between cognitive workload and situation awareness during full driving automation ↗ · 2025 · Sahoo, P et al. · indexed
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Modelling driver behaviour: a rationale for multivariate statistics ↗ · 2012 · de Winter, J.C.F. 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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Using an Integrated Cognitive Architecture to Model the Effect of Environmental Complexity on Drivers’ Situation Awareness ↗ · 2019 · Rehman, Umair et al. · indexed
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What's skill got to do with it? Vehicle automation and driver mental workload ↗ · 2007 · Young, M. S. et al. · indexed
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State of science: mental workload in ergonomics · 2014 · Young, Mark S. et al. · archived
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Driver’s Mental Workload Measurement Concerning Cognitive Channels ↗ · 2020 · Chen, Weiya et al. · indexed
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Psychological elements in car-following models: Mental workload in case of incidents in the other driving lane ↗ · 2010 · Hoogendoorn, Raymond et al. · indexed
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Engaging the human operator: a review of the theoretical support for the vigilance decrement and a discussion of practical applications ↗ · 2019 · Neigel, Alexis R. et al. · indexed
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Commercial motor vehicle driving performance: An examination of attentional resources and control using a driving simulator. ↗ · 2017 · McManus, Benjamin et al. · indexed
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The Elephant in the Road: Auditory Perceptual Load Affects Driver Perception and Awareness ↗ · 2017 · Murphy, Gillian et al. · indexed
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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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Driver Adaptive Task Allocation: A Field Driving Study · 2017 · Lei, S. et al. · archived
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Dynamic workload measurement and modeling: Driving and conversing · 2023 · Castro, SC et al. · archived
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Volume 1: Urban Driver Mental Frameworks and Implications · 2023 · Eluru, Naveen et al. · archived
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Analysis of Hurried Driving Behaviors Based on Collision Risk and Attention Allocation ↗ · 2010 · WADA, Takahiro 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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Risk control is not risk adjustment: the zero-risk theory of driver behaviour and its implications ↗ · 1988 · Summala, Heikki · indexed
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Driver inattention and highway safety · 1985 · Sussman, E. D. et al. · archived
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HIERARCHICAL MODEL OF BEHAVIOURAL ADAPTATION AND TRAFFIC ACCIDENTS ↗ · 1997 · Summala, Heikki · indexed
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Attentional Demand as a Function of Contextual Factors in Different Traffic Scenarios ↗ · 2019 · Liu, Zhuofan et al. · indexed
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Perceptual Load in Different Regions of the Visual Scene and Its Relevance for Driving · 2015 · Marciano, Hadas et al. · archived
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Modeling Mental Workload and Task Performance for Indirect Vision Driving ↗ · 2001 · Smyth, Christopher C. · indexed
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DRIVER’S MENTAL WORKLOAD: TASK PERFORMANCE AND MENTAL WORKLOAD ↗ · 2015 · Makhtar, Ahmad Khushairy et al. · indexed
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Driver State Modeling through Latent Variable State Space Framework in the Wild · 2022 · Tavakoli, Arash et al. · archived
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Estimating Attentional State of a Driver: Interacting Effects of Task Demands and Cognitive Capacities ↗ · 2018 · Choe, Seonggyu et al. · indexed
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Driver Workload Metrics Project: Task 2 Final Report ↗ · 2006 · U.S. Department of Transportation · 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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Identifying Mental Frameworks Underlying Driver Behavior in Urban Contexts [Summary] · 2024 · Carver, DeWayne et al. · archived
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From distraction to support: evolving perspectives on driver attention support and the case for a holistic, context-aware framework ↗ · 2026 · Reimer, Bryan et al. · indexed
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Effects of subjective driving workload on hazard perception performance in older drivers: A driving simulation study ↗ · 2025 · Zhou, Yiwen et al. · indexed
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Evaluation of Strategies for Integrated Classification of Visual-Manual and Cognitive Distractions in Driving · 2016 · Zhang, Yu et al. · archived
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Investigating explanations in conditional and highly automated driving: The effects of situation awareness and modality · 2022 · Zhang, Qiaoning et al. · archived
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Investigating Explanations in Conditional and Highly Automated Driving: The Effects of Situation Awareness and Modality · 2022 · Zhou, Feng · archived
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Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
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Mapping between cognitive theories and psycho-physiological models of attention system performance ↗ · 2023 · Guidetti, Oliver A et al. · indexed
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Impacts of risk perceptions on driver responses in assisted driving scenarios: a moderated mediation model ↗ · 2026 · Liu, Yang et al. · indexed
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Towards a transactional ergonomics for driver stress and fatigue ↗ · 2002 · Matthews, Gerald · 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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Collective risk but individual safety · 1988 · RUMAR, KÁRE · archived
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Forecasting Markers of Habitual Driving Behaviors Associated With Crash Risk ↗ · 2020 · Panagopoulos, George et al. · indexed
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VALIDATION OF AN ATTENTION-BASED MODEL OF DRIVER PERFORMANCE IN REAR- END COLLISION SITUATIONS ↗ · 2001 · Brown, Timothy L. et al. · indexed
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Towards Operationalizing Driver Distraction · 2013 · Foley, James P 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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Big Brother As Driver: New Demands and Problems for the Man at the Wheel ↗ · 1970 · Sheridan, Thomas B. · indexed
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On the Philosophical Foundations of the Distracted Driver and Driving Distraction ↗ · 2008 · Hancock, Peter A. et al. · indexed
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The Implementation of Driver Model Based on the Attention Transfer Process ↗ · 2017 · Zhao, ShuanFeng et al. · indexed
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Perceptual Load Induces Inattentional Blindness in Drivers ↗ · 2016 · Murphy, Gillian et al. · indexed
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Prevention of road accidents in non-expert drivers: Theory of Mind and driving style · 2024 · Nori, Raffaella et al. · archived
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From Driver to Supervisor: Comparing Cognitive Load and EEG-Based Attentional Resource Allocation Across Automation Levels · 2023 · Figalova, Nikol et al. · archived
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Potential for driver attention monitoring system development · 1985 · Bishop, H. et al. · archived
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From Driver to Supervisor: Comparing Cognitive Load and EEG-based Attentional Resource Allocation across Automation Levels · 2023 · Figalova, Nikol et al. · archived
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A cognitive constraint model of dual-task trade-offs in a highly dynamic driving task ↗ · 2007 · Brumby, Duncan P. 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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Effects of Cognitive Tasks on Drivers' Eye Behavior and Performance ↗ · 2003 · Zheng, Xianjun Sam et al. · indexed
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The Impact of Load on Dynamic versus Static Situational Knowledge While Driving ↗ · 2009 · Clegg, Benjamin A. · indexed
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Understanding Driving: Applying Cognitive Psychology to a Complex Everyday Task ↗ · 2001 · Shipp, Melvin D. · indexed
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Predicting risky driving behaviours using the theory of planned behaviour: A meta-analysis ↗ · 2024 · Somoray, Klaire et al. · indexed
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Modeling cognitive load effects of conversation between a passenger and driver · 2017 · Strayer, David L. et al. · archived
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Heavy vehicle driver workload assessment. Task 3, task analysis data collection · 1996 · Kiger, Steven et al. · archived
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A Field Study on the Impact of Variations in Short-Term Memory Demands on Drivers’ Visual Attention and Driving Performance Across Three Age Groups ↗ · 2012 · Reimer, Bryan 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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Distraction from multiple in-vehicle secondary tasks: vehicle performance and mental workload implications ↗ · 2004 · Lansdown, Terry C et al. · indexed
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The Relationship between Driver Distraction and Mental Workload ↗ · 2017 · Schaap, Nina et al. · indexed
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Is Attention Really Effort? Revisiting Daniel Kahneman's Influential 1973 Book Attention and Effort · 2018 · Bruya, Brian et al. · archived
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Event-related potentials as indices of mental workload while using an in-vehicle information system · 2018 · Solís-Marcos, I. et al. · archived
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The “field of safe travel” revisited: interpreting driving behaviour performance through a holistic approach ↗ · 2017 · Papakostopoulos, Vassilis et al. · indexed
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Cognitive load, working memory capacity and driving performance: A preliminary fNIRS and eye tracking study · 2023 · Broadbent, David P. et al. · archived
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An On-Road Investigation of Vehicle Feedback and Its Role in Driver Cognition: Implications for Cognitive Ergonomics ↗ · 2001 · Walker, Guy H. et al. · indexed
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Hierarchical Task Analysis for Driving under Divided Attention ↗ · 2019 · Yang, Xiaonan et al. · indexed
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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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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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Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
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Driver’s mental workload prediction model based on physiological indices ↗ · 2017 · Yan, Shengyuan et al. · indexed
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Identification of Countermeasures for Unsafe Driving Actions. Volume 2, a Review of Selected Literature · 1981 · Marks, M. E. (Mary E.) et al. · archived
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SITUATION AWARENESS: WHAT IT IS AND WHY IT MATTERS FOR ITS ↗ · 1999 · Harbluk, Joanne L. et al. · indexed
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The Impact of N-back-Induced Mental Workload and Time Budget on Takeover Performance · 2025 · Goodridge, Courtney Michael et al. · archived
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Driver Distraction Injury Prevention Countermeasures‚ÄîPart 2 · 2008 · Regan, Michael 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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Driver Distraction Assessment Using Driver Modeling ↗ · 2013 · Hermannstadter, Peter et al. · indexed
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A new theory of driver vision pressure energy field and its application in driver behaviour decision‐making model ↗ · 2021 · Li, Yi et al. · indexed
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Exploring factors in Human Cognition that affect Human Performance during Takeover in Autonomous Driving · 2024 · Liu, Zijing et al. · archived
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80 MPH and out-of-the-loop: Effects of real-world semi-automated driving on driver workload and arousal · 2018 · Biondi, FN et al. · archived
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Cognitive States Matter: Design Guidelines for Driving Situation Awareness in Smart Vehicles ↗ · 2020 · Park, Daehee et al. · indexed
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The Interaction of Cognitive Load and Attention-Directing Cues in Driving ↗ · 2009 · Lee, Yi-Ching et al. · indexed
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Drivers’ Visual Attention Characteristics under Different Cognitive Workloads: An On-Road Driving Behavior Study ↗ · 2020 · Ma, Yanli et al. · indexed
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Automotive automation: effects, problems and implications for driver mental workload ↗ · 2017 · Young, Mark S. et al. · indexed
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Examining cognitive interference and adaptive safety behaviours in tactical vehicle control ↗ · 2007 · Horrey, William J. et al. · indexed
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Comprehensive Review of Driver Behaviour Studies in Traffic Safety Research · 2026 · rapri, Priyanka · archived
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Individual differences in drivers' perceived workload near construction work zones ↗ · 2016 · Shakouri, Mahmoud et al. · indexed
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The Risks of Road Rage: An Investigation Into the Influences of Driving‐Related Anger on Driver Attention ↗ · 2025 · Love, Steven et al. · indexed
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Developing a Checklist for Cognitive Characteristics of Driving Scenarios in Dual-Task Studies: The Case of Cell Phone Use While Driving · 2019 · Pouyakian, Mostafa et al. · archived
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Predicting driver adaptability: a computational rationality model for attention allocation in lateral vehicle control ↗ · 2026 · Hautaoja, Toni · indexed
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Driver Workload and Secondary Task Modality while Driving on Horizontal Curves ↗ · 2017 · Jeong, Heejin et al. · indexed
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Task-induced fatigue states and simulated driving performance ↗ · 2002 · Matthews, Gerald et al. · indexed
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Towards Context-Aware Modeling of Situation Awareness in Conditionally Automated Driving · 2024 · Avetisyan, Lilit et al. · archived
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Active Inference Models of AV Takeovers: Relating Model Parameters to Trust, Situation Awareness, and Fatigue ↗ · 2024 · Wei, Ran 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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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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Cognitive load and task switching in drivers: Implications for road safety in semi-autonomous vehicles ↗ · 2024 · Xu, Jinhui 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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Assessment of driver’s attentional resource allocation to visual, cognitive, and action processing by brain and eye signals ↗ · 2022 · Kimura, Motohiro et al. · indexed
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Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
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Incorporating the Theory of Planned Behaviour into Distracted Driving: Influencing Factors and Intervention Effects ↗ · 2023 · Zhang, L. et al. · indexed
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Driving Under Involuntary Distraction and Varied Perceptual Loads ↗ · 2016 · Hoekstra-Atwood, Liberty et al. · indexed
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Theoretical Review of the Secondary Task Methodology for Evaluating Intelligent Automobile Displays ↗ · 1987 · Noy, Y. Ian · indexed
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Assessing Interference from Mental Workload Using a Naturalistic Simulated Driving Task: A Pilot Study ↗ · 2006 · Horrey, William J. 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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Modeling Drivers’ Lateral Motion Control · 2015 · Ni, Daiheng · archived
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Examining the Role of Driver Perception in Takeover Time: Application of Task-Capability Interface Theory ↗ · 2024 · Liang, Kexin et al. · indexed
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Dual-Task Modeling of Driving Lateral Control with a Motor Distraction Task ↗ · 2014 · Wang, Cuie et al. · indexed
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Driving Simulator Based Interactive Experiments : Understanding Driver Behavior, Cognition and Technology Uptake under Information and Communication Technologies · 2018 · Agrawal, Shubham et al. · archived
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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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A Validation Study on a Subjective Driving Workload Prediction Tool ↗ · 2014 · Hwang, Yoonsook et al. · indexed
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Effect of High-Altitude Environment on Driving Safety: A Study on Drivers’ Mental Workload, Situation Awareness, and Driving Behaviour ↗ · 2020 · Wang, Xinyan et al. · indexed
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Exploration of Contributing Factors of Different Distracted Driving Behaviors · 2019 · Shi, Jing et al. · archived
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An empirical assessment of driver motivation and emotional states in perceived safety margins under varied driving conditions · 2012 · Zhang, Yu et al. · archived
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An Investigation of Factors Affecting Driver Alertness · 1970 · Sussman, E. Donald et al. · archived
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Measuring Distraction at the Levels of Tactical and Strategic Control: The Limits of Capacity-Based Measures for Revealing Unsafe Visual Sampling Models · 2011 · Kujala, Tuomo et al. · archived
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Recognition of lane change intention based on driver’s mental workload ↗ · 2026 · Zhong, Shiyu et al. · indexed
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A Closed-Loop Model of Operator Visual Attention, Situation Awareness, and Performance Across Automation Mode Transitions ↗ · 2016 · Johnson, Aaron W. et al. · indexed
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Mental Workload, Task Demand and Driving Performance: What Relation? ↗ · 2014 · da Silva, Fátima Pereira · indexed
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Attention and automation: New perspectives on mental underload and performance ↗ · 2002 · Young, Mark S. et al. · indexed
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Toward a Theory of Visual Information Acquisition in Driving ↗ · 2022 · Wolfe, Benjamin et al. · indexed
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Electrophysiological and performance variations following driving events involving an increase in mental workload · 2019 · Loeches De La Fuente, Hugo et al. · archived
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A Review of Near-Collision Driver Behavior Models · 2012 · Markkula, Gustav et al. · archived
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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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Driver State Classification: Identifying High Cognitive Load and Drowsiness Through Driver Performance · 2026 · Ayas, Suzan et al. · archived
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Task-Difficulty Homeostasis in Car Following Models: Experimental Validation Using Self-Paced Visual Occlusion · 2017 · Pekkanen, Jami et al. · archived
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Driving mental workload and performance of ageing drivers ↗ · 2020 · Abd Rahman, Nurul Izzah et al. · indexed
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An eye tracking investigation of attention mechanism in driving behavior under emotional issues and cognitive load ↗ · 2023 · Wang, Quan et al. · indexed
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SPORTING PERFORMANCE, PRESSURE AND COGNITION: INTRODUCING ATTENTIONAL CONTROL THEORY ↗ · 2016 · Eysenck, Michael W · indexed
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A Metric To Quantify Attentional Workload In Dual Task Driving Conditions ↗ · 2017 · Weir, David H. et al. · indexed
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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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Theory-based Models of Attention in Visual Workspaces ↗ · 2016 · Steelman, Kelly S. et al. · indexed
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A Strategically Timed Verbal Task Improves Performance and Neurophysiological Alertness During Fatiguing Drives · 2013 · Atchley, Paul et al. · archived
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The Effects of Visual and Cognitive Distraction on Driver Situation Awareness · 2011 · Rogers, Meghan L. et al. · archived
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An analysis of the effect of roadway design on driver's workload ↗ · 2009 · Pellegrino, O. · indexed
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Review of Risk Communication Strategies And Existing Alcohol-Impaired and Distracted Driving Safety Messages: Technical Report · 2023 · Zakrajsek, Jennifer et al. · archived
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Challenges for older drivers: Workload and risky behavior in simulated six-lane urban bidirectional road conflict scenarios ↗ · 2026 · Zhou, Yiwen 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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When is more actually better? expert opinions on assessment of situation awareness in relation to safe driving · 2024 · Zwart, Rins de et al. · archived
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DEVELOPING A MODEL OF DRIVER PERFORMANCE, SITUATION AWARENESS, AND COGNITIVE LOAD CONSIDERING DIFFERENT LEVELS OF PARTIAL VEHICLE AUTONOMY ↗ · 2022 · Cossitt, Jessie E. et al. · indexed
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The effects of conversation on working memory and situation awareness in simulated driving · 2018 · Heenan, Adam · archived
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Explaining human interactions on the road by large-scale integration of computational psychological theory · 2023 · Markkula, Gustav et al. · archived
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Modeling drivers' visual attention allocation while interacting with in-vehicle technologies. ↗ · 2006 · Horrey, William J. et al. · indexed
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Integrative Framework and Future Prospects for Remote Driving Workload Research ↗ · 2025 · Luo, Fan et al. · indexed
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Cognitive Attention Models for Driver Engagement in Intelligent and Semi-autonomous Vehicles · 2018 · Lee, John D. et al. · archived
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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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Assessing the Impact of Age on Cognitively Induced Visual Tunneling · 2013 · Reimer, Bryan · archived
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Evaluating the moderating effect of in-vehicle warning information on mental workload and collision avoidance performance ↗ · 2022 · Chai, Chen et al. · indexed
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USING ARTIFICIAL POTENTIAL FIELDS TO MODEL DRIVER SITUATIONAL AWARENESS ↗ · 2022 · Jensen, Emily 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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Situational awareness in the automotive domain - Effects on driving performance and driver's behavior ↗ · 2023 · Pečečnik, Kristina Stojmenova · 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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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
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From Concept to Representation: Modeling Driving Capability and Task Demand with a Multimodal Large Language Model ↗ · 2025 · Zhou, Haoran et al. · indexed
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A Review of Occlusion as a Tool to Assess Attentional Demand in Driving · 2021 · Kujala, Tuomo 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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Automatic detection of driver's awareness with cognitive task from driving behavior ↗ · 2016 · Chakraborty, Basabi et al. · indexed
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A prediction model of the mental workload of pilots based on improved multiple resource theory ↗ · 2025 · Pei, Huining et al. · indexed
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Modelling driver behaviour as a continuum between defensive and neutral states ↗ · 2026 · Al-Haideri, Rulla 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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Driver behavior on road work zones: a systematic review · 2023 · Silveira, Renato Luiz 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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Literature Review of Behavioral Adaptations to Advanced Driver Assistance Systems · 2016 · AAA Foundation for Traffic Safety · archived
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THE IMPACT OF COGNITIVE DISTRACTION ON DRIVER VISUAL BEHAVIOUR AND VEHICLE CONTROL ↗ · 2002 · Harbluk, Joanne L. et al. · indexed
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Highly Automated Driving, Secondary Task Performance, and Driver State · 2012 · Merat, Natasha et al. · archived
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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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Understanding Driver Cognition and Decision-Making Behaviors in High-Risk Scenarios: A Drift Diffusion Perspective · 2025 · Huang, Heye et al. · archived
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Modeling driver-vehicle interaction in automated driving Modellierung der Fahrer-Fahrzeug-Interaktion beim automatisierten Fahren · 2022 · Nobari, Khazar Dargahi et al. · archived
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Driving-related factors affecting mind-wandering behind the wheel: a systematic review ↗ · 2025 · Traficante, Sergio 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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Using tactile displays to maintain situational awareness during driving ↗ · 2013 · Howard, M. et al. · indexed
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Real-Time Driver Cognitive Workload Recognition: Attention-Enabled Learning With Multimodal Information Fusion ↗ · 2024 · Yang, Haohan et al. · indexed
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Raising Awareness for Confusion - Stimulating the Discussion About Robustness of Mode Awareness Assessment in Automated Driving · 2025 · Plum, Lena et al. · archived
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Improving Driver Situation Awareness Prediction using Human Visual Sensory and Memory Mechanism · 2021 · Zhu, Haibei et al. · archived
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Classifying driver workload using physiological and driving performance data ↗ · 2014 · Solovey, Erin T. 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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The Driving Process in Traffic Psychology: Digital Needs to Re-Explore Theory ↗ · 2024 · Størseth, Fred · indexed
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Multimodal Machine Learning Framework for Driver Mental Workload Classification: A Comparative and Interpretable Approach ↗ · 2026 · Shao, Xiaojun et al. · indexed
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Preventing mind-wandering during driving: Predictions on potential interventions using a cognitive model ↗ · 2024 · Held, Moritz 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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A MODEL FOR EVALUATING DRIVERS' MEAN SPEED : USING PSYCHOLOGICAL AND DRIVING SIMULATOR DATA · 2023 · javanbakht, navid et al. · archived
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How Demanding is "Just Driving?" A Cognitive Workload - Psychophysiological Reference Evaluation · 2019 · Mehler, Bruce et al. · archived
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Personalized Driver Workload Estimation in Real-World Driving ↗ · 2018 · Murphey, Yi et al. · indexed
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Evaluation of a Method to Estimate Driving Workload in Real Time: Watching Video Clips Versus Simulated Driving · 2011 · Green, Paul et al. · archived
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Computational Models for In-Vehicle User Interface Design: A Systematic Literature Review · 2024 · Lorenz, Martin et al. · archived
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Linking the Detection Response Task and the AttenD Algorithm Through Assessment of Human–Machine Interface Workload · 2017 · Lee, Joonbum et al. · archived
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Visual Attention in Driving: The Effects of Cognitive Load and Visual Disruption ↗ · 2007 · Lee, Yi-Ching et al. · indexed
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Spare visual capacity and driver inattention in lateral vehicle control ↗ · 2025 · Sarkar, Abhishek et al. · indexed
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Modeling Drivers' Risk Perception via Attention to Improve Driving Assistance · 2024 · Biswas, Abhijat et al. · archived
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DriveSAM: Cognitive Perspective on Driving Maneuvers Based on Drivers’ Attention Using Eye Gaze Data · 2023 · Kwakye, Kelvin et al. · archived
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What Drivers Know and Think They Know During Takeover: Effects of Spatial Risk, Temporal Risk, and NDRT on Situation Awareness ↗ · 2026 · Lo, Wei-Hsiang et al. · indexed
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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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Various Degrees of Mental Workload and Its Effect on Driver Reaction Time ↗ · 2013 · Shi, Jianjun et al. · indexed
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Driving Context Sensitivity: An Endogenous Concept for Capturing Intra-driver Heterogeneity ↗ · 2026 · Mohammadian, Saeed 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 prediction of situation awareness during automated driving: a gaze and EEG-based approach ↗ · 2025 · Lim, Chiho 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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Modeling and Analysis of Microscopic Risk Avoidance Behavior of Homogeneous Driver Groups Under Risk Scenarios ↗ · 2024 · Zheng, Lili et al. · indexed
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A Stochastic Delay Differential Equation Model of Multitasking While Driving ↗ · 2026 · Trommler, Daniel et al. · indexed
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Modeling of Stimulus-Response Secondary Tasks with Different Modalities while Driving in a Computational Cognitive Architecture ↗ · 2017 · Jeong, Heejin et al. · indexed
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Understanding Driver's Situation Awareness in Highly Automated Driving ↗ · 2022 · Kim, Young Woo 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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A Stochastic Delay Differential Equation Model of Multitasking While Driving ↗ · 2026 · Trommler, Daniel et al. · indexed
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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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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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Measuring cognitive distraction in the automobile · 2013 · Strayer, DL et al. · archived
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Predictors of Mind-Wandering While Driving · 2017 · Rodd, Heather E K et al. · archived
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Cognitive Driver Distraction Improves Straight Lane Keeping: A Cybernetic Control Theoretic Explanation ↗ · 2016 · Boer, Erwin R. 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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Mind-Wandering Tends to Occur under Low Perceptual Demands during Driving · 2016 · Lin, Chin-Teng et al. · archived
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Investigating the influence of working memory capacity when driving behavior is combined with cognitive load: An LCT study of young novice drivers ↗ · 2013 · Ross, Veerle et al. · indexed
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Gaze Entropy Metrics for Mental Workload Estimation are Heterogenous During Hands-Off Level 2 Automation · 2023 · Goodridge, Courtney Michael et al. · archived
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Model-Based Analysis and Classification of Driver Distraction Under Secondary Tasks ↗ · 2010 · Ersal, Tulga et al. · indexed
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Simulator Study of Involuntary Driver Distraction Under Different Perceptual Loads ↗ · 2017 · Hoekstra-Atwood, Liberty et al. · indexed
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The "Out-of-the-Loop" concept in automated driving: proposed definition, measures and implications · 2018 · Merat, Natasha et al. · archived
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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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Driver’s Attention Allocation and Mental Workload at Different Random Hazard Points on Prairie Highway ↗ · 2022 · Lyu, Zhen et al. · indexed
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The Effects of Extra Cognitive Workload on Drivers’ Driving Performance under Smooth Car-Following Drive and Critical Situations ↗ · 2020 · Zhai, Junda et al. · indexed
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An examination of sustained attention during complex multitasking scenarios · 2025 · Rann, Jonathan C. et al. · archived
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A comparison of the driving behavior between remunerated and volunteer drivers · 2010 · Newnam, Sharon et al. · archived
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A Computational Model of Attention/Situation Awareness ↗ · 2002 · McCarley, Jason S. et al. · indexed
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Psychological attentional characteristics based on TEST2DRIVE test battery and age as a factor of drivers distraction in LCT and 3VPT simulator scenarios · 2018 · Tarnowski, Adam et al. · archived
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From Awareness to Intent: Mitigating Silent Driving System Failures through Prospective Situation Awareness Enhancing Interfaces · 2026 · Wang, Jiyao et al. · archived
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Determinants of risky driving behaviors in professional bus drivers: A questionnaire investigation ↗ · 2026 · Gao, Zhibo et al. · indexed
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Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving · 2023 · Radhakrishnan, Vishnu et al. · archived
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Working Stress Analysis of Rail Transit Driver Based on ECR Model ↗ · 2017 · Dong, Shoufang 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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DEV: A Driver-Environment-Vehicle Closed-Loop Framework for Risk-Aware Adaptive Automation of Driving · 2025 · Halin, Anaïs et al. · archived
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A Contextual Multimodal System for Increasing Situation Awareness and Takeover Quality in Conditionally Automated Driving · 2023 · Capallera, Marine et al. · archived
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Physiological Indicators of Driver Workload During Car-Following Scenarios and Takeovers in Highly Automated Driving · 2021 · Radhakrishnan, Vishnu et al. · archived
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Driver's arousal and workload under partial vehicle automation · 2020 · Strayer, DL et al. · archived
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Driver's arousal and workload under partial vehicle automation · 2020 · Cooper, JM et al. · archived
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A Driver Model as Development Tool for Vehicle Handling Design ↗ · 2021 · Schuller, Juergen et al. · indexed
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Effects of Conversation on Situation Awareness and Working Memory in Simulated Driving ↗ · 2014 · Heenan, Adam et al. · indexed
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THE INFLUENCE OF DISTRACTORS ON VISUAL ATTENTION AND SAFETY-RELATED BEHAVIORS WHILE DRIVING ↗ · 2025 · ODACHOWSKA-ROGALSKA, Ewa et al. · indexed
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Ambient Light Conveying Reliability Improves Drivers’ Takeover Performance without Increasing Mental Workload · 2022 · Figalová, Nikol et al. · archived
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Improving Driver Situation Awareness Prediction using Human Visual Sensory and Memory Mechanism ↗ · 2021 · Zhu, Haibei et al. · indexed
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A Systematic Review of In-Vehicle Physiological Indices and Sensor Technology for Driver Mental Workload Monitoring · 2023 · Sriranga, Ashwini Kanakapura et al. · archived
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Analyzing the Influencing Factors and Workload Variation of Takeover Behavior in Semi-Autonomous Vehicles ↗ · 2022 · Zhang, Hui 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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APLICABILIDADE DE MODELOS DE TOMADA DE DECISÃO DE RISCO PARA ENTENDER O COMPORTAMENTO DE MOTRISTAS DURANTE RETOMADAS DE CONTROLE EM AUTOMAÇÃO VEICULAR ↗ · 2019 · Gonçalves, Rafael Cirino et al. · indexed
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Driving Performance, Adaptation, and Cognitive Workload Costs of Logo Panel Detection as Mediated by Driver Age · 2017 · Lau, Mei Ying et al. · archived
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Driver inattention monitoring system based on multimodal fusion with visual cues to improve driving safety ↗ · 2016 · Li, Xuanpeng et al. · indexed
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Are drivers aware of their behavior changes when using In-Vehicle systems ↗ · 2012 · Yang, Yan et al. · indexed
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The Impact of N-back-Induced Mental Workload and Time Budget on Takeover Performance ↗ · 2024 · Goodridge, Courtney Michael et al. · indexed
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Effect of Secondary Tasks on Police Officer Cognitive Workload and Performance Under Normal and Pursuit Driving Situations ↗ · 2021 · Zahabi, Maryam et al. · indexed
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Modeling Intradriver Steering Variability Based on Sensorimotor Control Theories ↗ · 2018 · Kolekar, Sarvesh et al. · indexed
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Predicting Relative Crash Risk from the Attentional Effects of the Cognitive Demand of Visual-Manual Secondary Tasks ↗ · 2017 · Young, Richard A. · indexed
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Correlation of Work Fatigue and Mental Workload in Train Drivers: A Cross-sectional Study · 2023 · Hassanzadeh-Rangi, Narmin et al. · archived
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HammerDrive: A Task-Aware Driving Visual Attention Model ↗ · 2022 · Amadori, Pierluigi Vito et al. · indexed
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Mind over motor mapping: Driver response to changing vehicle dynamics ↗ · 2018 · Bruno, Jennifer L. et al. · indexed
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Drivers’ Workload Electroencephalogram Characteristics in Cognitive Tasks Based on Improved Multiscale Sample Entropy ↗ · 2023 · Liu, Ruiwei et al. · indexed
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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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Effects of mobile phone use on driving performance in a multiresource workload scenario ↗ · 2019 · Niu, Jianwei et al. · indexed
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Characterizing alterations in attention networks under high mental workload · 2026 · Wu, Lin et al. · archived
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“Pay attention to that aggressive vehicle”: The effect of Aggressive Vehicle Warning Systems on driving behavior and perceived workload · 2024 · Wang, Yi et al. · archived
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Automation Expectation Mismatch: Incorrect Prediction Despite Eyes on Threat and Hands on Wheel ↗ · 2018 · Victor, Trent et al. · indexed
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Behavior-Aware Knowledge-Embedded Model for Driver Attention Prediction ↗ · 2025 · Zhou, Yuchen et al. · indexed
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Neural Correlates of Simulated Driving While Performing a Secondary Task: A Review ↗ · 2019 · Palmiero, Massimiliano et al. · indexed
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Modeling Intradriver Steering Variability Based on Sensorimotor Control Theories ↗ · 2018 · Abbink, David A. · indexed
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This is your brain on autopilot: Neural indices of driver workload and engagement during partial vehicle automation · 2023 · McDonnell, AS et al. · archived
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Should I stay or should I go? Evidence accumulation drives decision making in human drivers ↗ · 2020 · Zgonnikov, Arkady et al. · indexed
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Influencing Factors and Variation of Subjective Workload in the Process of Takeover During Autonomous Driving ↗ · 2021 · Ma, Yinbo et al. · indexed
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How different mental workload levels affect the take-over control after automated driving ↗ · 2016 · Bueno, M. et al. · indexed
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Factors influencing emotional driving: examining the impact of arousal on the interplay between age, personality, and driving behaviors · 2025 · Shangguan, Zhegong et al. · archived
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CogDriver: The Longest-Running Autonomous Driving Cognitive Model Exhibits Human Factors ↗ · 2025 · Wasta, Christian et al. · indexed
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Cognitive Distraction: Something to Think About · 2013 · AAA Foundation for Traffic Safety · archived
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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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Assessment of the SEEV Model to Predict Attention Allocation at Intersections During Simulated Driving ↗ · 2013 · Cassavaugh, Nicholas D et al. · indexed
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Modeling driver behavior in critical traffic scenarios for the safety assessment of automated driving ↗ · 2023 · Fries, Alexandra et al. · indexed
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The Effect of Voice Interactions on Drivers’ Guidance of Attention ↗ · 2007 · Lee, Yi-Ching et al. · indexed
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The Impact of Systematic Variation of Cognitive Demand on Drivers' Visual Attention across Multiple Age Groups ↗ · 2010 · Reimer, Bryan et al. · indexed
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A Taxonomy and Review of Algorithms for Modeling and Predicting Human Driver Behavior · 2025 · Bhattacharyya, Raunak et al. · archived
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The Effect of Cognitive Load on Drivers’ Visual Search Strategies During Partially Automated Driving in an Urban Environment ↗ · 2025 · Qin, Hao 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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A Study of How Drivers’ Subjective Workload and Driving Performance Change under Varying Levels of Automation and Critical Situations ↗ · 2019 · Zhai, Junda et al. · indexed
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The driver’s instantaneous situation awareness when the alarm rings during the take-over of vehicle control in automated driving ↗ · 2022 · Niu, Jianwei et al. · indexed
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Vigilance, Workload, and Boredom: Two Competing Models ↗ · 2002 · Alikonis, Caroline R. et al. · indexed
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Individual Susceptibility to Vigilance Decrement in Prolonged Assisted Driving Revealed by Alert-State Wearable EEG Assessment ↗ · 2023 · Seet, Manuel et al. · indexed
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Cognitive Distraction While Multitasking in the Automobile ↗ · 2011 · Strayer, David L. et al. · indexed
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Modeling the Impact of Automation on Driver Distraction: A Queuing Theory Approach ↗ · 2025 · Parker, Jah’inaya et al. · indexed
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Investigating the impact of static roadside advertising on drivers' situation awareness ↗ · 2017 · Young, Kristie L. et al. · indexed
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Prediction of Mental Workload in Single and Multiple Tasks Environments ↗ · 2000 · Xie, Bin et al. · indexed
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Exploring how physio-psychological states affect drivers’ takeover performance in conditional automated vehicles ↗ · 2025 · Wang, Ange et al. · indexed
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Towards understanding the development of driver's mental model of a Lane Departure Warning system while driving ↗ · 2014 · AZIZ, Tabinda 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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Analysis on Impact Mechanism of Interruption Theory Based Automated Driving Takeover Performance ↗ · 2024 · Li, Lin et al. · indexed
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Influence of Driving Experience on Distraction Engagement in Automated Vehicles · 2019 · He, Dengbo et al. · archived
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Risk Representation, Perception, and Propensity in an Integrated Human Lane-Change Decision Model ↗ · 2022 · Jiang, Longsheng et al. · indexed
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An In-Vehicle Digital Representation Model for Identifying the Channel and Level of Driver Workload Based on EEG Signals ↗ · 2025 · Liu, Tiancheng et al. · indexed
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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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Fatigue and mental underload further pronounced in L3 conditionally automated driving: Results from an EEG experiment on a test track · 2023 · Figalová, Nikol et al. · archived
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Situation Awareness Classification Using Multi-modal Sensing in Automated Driving ↗ · 2021 · Liang, Nade et al. · indexed
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Wakefulness-Keeping Effect and Driving Safety by Active Action While Driving · 2017 · Ibe, Tatsuro et al. · archived
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Multimodal Recognition of Cognitive Workload for Multitasking in the Car ↗ · 2010 · Putze, Felix et al. · indexed
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Driver distraction and its effects on partially automated driving performance: A driving simulator study among young-experienced drivers ↗ · 2022 · Zangi, Noa et al. · indexed
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Characterization of Human Driving Behaviors in Shared Vehicle Control Based on Level-k Cognitive Modeling ↗ · 2025 · Dudek, Aleksandra et al. · indexed
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Evaluating Pro- and Re-Active Driving Behavior by Means of the EEG · 2018 · Wascher, Edmund et al. · archived
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Cognitive Workload Estimation through Lateral Driving Performance ↗ · 2011 · Son, Joonwoo et al. · indexed
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The effects of information relevancy on driving behavior ↗ · 2020 · Nilsson, Henrik et al. · indexed
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Situational Awareness, Drivers Trust in Automated Driving Systems and Secondary Task Performance · 2019 · Petersen, Luke et al. · archived
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CAR DRIVER BEHAVIOR DURING PRE-CRASH SITUATION: ANALYSIS WITH THE BCD MODEL ↗ · 2011 · Pacaux‐Lemoine, Marie‐Pierre et al. · indexed
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Multitasking: does task-switching add to the effect of dual-tasking on everyday-like driving behavior? ↗ · 2025 · Asuako, Piesie A. G. et al. · indexed
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Detection of Driver Fatigue Caused by Sleep Deprivation · 2009 · Yang, Ji Hyun et al. · archived
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Look who's talking now: Implications of AV's explanations on driver's trust, AV preference, anxiety and mental workload · 2019 · Haspiel, Jacob · archived
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How Does Explanation-Based Knowledge Influence Driver Take-Over in Conditional Driving Automation? ↗ · 2021 · Zhou, Huiping et al. · indexed
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Task-Based AR-HUD in Autonomous Driving: Enhancing Driver Agency, Engagement, Attention, and Takeover Performance · 2026 · Sun, Bingxin et al. · archived
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Driver Vigilance Decrement is More Severe During Automated Driving than Manual Driving ↗ · 2022 · Greenlee, Eric T. et al. · indexed
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Miles away: determining the extent of secondary task interference on simulated driving ↗ · 2007 · Young, Mark S. et al. · indexed
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The Manchester driver behaviour questionnaire: self-reports of aberrant behaviour among Czech drivers · 2014 · Šucha, Matúš et al. · archived
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Effects of Cognitive Distraction on Checking Traffic Conditions for Changing Lanes ↗ · 2009 · Zhou, Huiping et al. · indexed
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A challenge to the assumed generalizability of prediction and countermeasure for risky driving: Different factors predict different risky driving behaviors ↗ · 2007 · Fernandes, Ralston et al. · indexed
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Evaluating the Effect of Fatigue on Driver’s Performance · 2024 · Jirgl, Miroslav et al. · archived
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The effects of task demand on crew performance in simulated military land vehicles ↗ · 2015 · Hoggan, Benjamin L et al. · indexed
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Cognitive workload and driving behavior in persons with hearing loss · 2013 · Thorslund, Birgitta et al. · archived
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Situation Awareness in Individuals, Teams and Systems: An Overview of Situation Awareness Models and Their Utility for Road Safety Research and Practice ↗ · 2018 · Salmon, Paul M. et al. · indexed
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The Impact of Cognitive Workload on Driving Performance and Visual Attention in Younger and Older Drivers ↗ · 2013 · Son, Joonwoo et al. · indexed
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Stabilising the Foreground: A Formal Theory of Cognitive Effort ↗ · 2026 · Bhardwaj, Kshiteesh · indexed
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Model-based analysis of driver distraction by infotainment systems in automotive domain ↗ · 2017 · Broccia, Giovanna · indexed
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Finding Workload in the Wild: Recovering Latent Cognitive Dynamics Jointly from Eye Metrics and Driving Telemetry ↗ · 2026 · Yamashita, Jumpei et al. · indexed
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The effect of cognitive load on Detection-Response Task (DRT) performance during day- and night-time driving: A driving simulator study with young and older drivers ↗ · 2023 · Ozturk, Ibrahim et al. · indexed
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Situational Awareness Assessment of Drivers Boosted by Eye-Tracking Metrics: A Literature Review ↗ · 2024 · Arias-Portela, Claudia Yohana 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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Traffic Violations and Errors: The Effects of Sensation Seeking and Attention · 2005 · Ayvaşık, H Belgin et al. · archived
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Investigating Responsibility in the Driving Context: Associations with Driving Anger Expressions and Driver Behaviors ↗ · 2023 · Çetin, Aysu 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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Model-Based Estimation and Prediction of Task-Imposed Mental Workload ↗ · 1983 · Madni, Azad M. et al. · indexed
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Analysis of driver behavior at grade-separated intersections to support design ↗ · 2024 · Liu, Y. et al. · indexed
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Fluctuating Attentional Demand in a Simulated Driving Assessment: The Roles of Age and Driving Complexity ↗ · 2011 · Stinchcombe, Arne et al. · indexed
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Driver Situation Awareness for Regaining Control from Conditionally Automated Vehicles: A Systematic Review of Empirical Studies ↗ · 2024 · Tan, Xiaomei et al. · indexed
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The Effects of Mental Fatigue on Effort Allocation: Modeling and Estimation ↗ · 2021 · Wang, Zhide et al. · indexed
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Driving context influences drivers' decision to engage in visual–manual · 2015 · Tivesten, Emma et al. · archived
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Understanding school zone driving behavior using structural equation modeling based on the extended theory of planned behavior · 2025 · Khan, Muhammad Hakim et al. · archived
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Context-Dependent Modulations of Spatial Attention: A Simulated Driving Task ↗ · 2024 · Britt, Noah et al. · indexed
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Cognitive workload evaluation in visual-auditory navigation system through EEG measurement in driving performance using driving simulator ↗ · 2023 · Hendradewa, Andrie Pasca et al. · indexed
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The Impact of Environmental Features on Drivers’ Situation Awareness Using Real-World Driving Scenarios ↗ · 2023 · Xing, Yilun et al. · indexed
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Discrete task switching in overload: A meta-analyses and a model · 2015 · Wickens, Christopher D. et al. · archived
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The reforms of the driving license in Europe and researches in this field: how to train the driver, how to educate the men and women? · 2010 · Assailly, Jean-Pascal · archived
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Driver inattention monitoring system for intelligent vehicles: A review ↗ · 2009 · Dong, Yanchao 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 verbal tasks on driving simulator performance ↗ · 2022 · Rann, Jonathan C. et al. · indexed
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Dissociating eye movements and workload on lateral lane position variability · 2010 · Medeiros-Ward, N et al. · archived
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Distribution of Attention, Situation Awareness and Workload in a Passive Air Traffic Control Task: Implications for Operational Errors and Automation ↗ · 1998 · Endsley, Mica R. et al. · indexed
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Cognitive Load During Automation Affects Gaze Behaviours and Transitions to Manual Steering Control ↗ · 2019 · Wilkie, Richard et al. · indexed
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SS3: A design of the cognitive process model for a car driver considering quantitatively expressed distraction ↗ · 2014 · Harada, Taku et al. · indexed
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Analysis of Driver Workload on Risk Perception in Non-Safety-Critical Situations with Partial Automation ↗ · 2025 · Nobari, Khazar Dargahi et al. · indexed
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Can You Hazard a Guess?: Evaluating the Effect of Augmented Reality Cues on Driver Hazard Prediction ↗ · 2024 · Goodge, Thomas Alexander et al. · indexed
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STUDY OF TARGET VISIBILITY ON THE ROAD WITH DRIVING AS WORKLOAD ↗ · 2019 · CAO, DEWEI et al. · indexed
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Women drivers' behavior in well-known versus less familiar locations ↗ · 2007 · Rosenbloom, Tova et al. · indexed
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Continuing to drive while sleepy: The influence of sleepiness countermeasures, motivation for driving sleepy, and risk perception ↗ · 2014 · Watling, Christopher N. et al. · indexed
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An Assessment of Driver Drowsiness, Distraction, and Performance in a Naturalistic Setting · 2011 · Barr, Lawrence et al. · archived
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Mental workload when driving in a simulator: Effects of age and driving complexity ↗ · 2009 · Cantin, Vincent et al. · indexed
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The effect of navigation modalities on driver performance, workload and user experience: a simulator study · 2026 · Norell, Marius Brudvik et al. · archived
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Risk assessment of driver performance in the oil and gas transportation industry: Analyzing the relationship between driver vigilance, attention, reaction time, and safe driving practices ↗ · 2024 · Al-Mekhlafi, Al-Baraa Abdulrahman et al. · indexed
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Improving safety through online driver workload assessment ↗ · 2008 · Younsi, Karine et al. · indexed
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Analysis of Neurophysiological Correlates of Mental Fatigue in Both Monotonous and Demanding Driving Conditions · 2025 · Dello Iacono, Francesca et al. · archived
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Quantifying the Individual Differences of Driver' Risk Perception with Just Four Interpretable Parameters · 2022 · Chen, Chen et al. · archived
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Human cognitive reliability analysis on driver by driving simulator ↗ · 2010 · Nakayasu, Hidetoshi 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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Mapping drivers’ mental models of adaptive cruise control to performance ↗ · 2021 · Gaspar, John et al. · indexed
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A modular soft barrier model combines uncertainty and reward to predict human eye movements in a two-task driving environment ↗ · 2013 · Johnson, L. 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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Impact of Temporary Browsing Restrictions on Drivers’ Situation Awareness When Interacting with In-Vehicle Infotainment Systems · 2022 · Meyer, Jason et al. · archived
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Situation awareness and driving performance in a simulated navigation task ↗ · 2007 · Ma, Ruiqi et al. · indexed
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The Effects of Distraction on Anticipatory Driving · 2018 · He, Dengbo et al. · archived
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Evaluating the Impact of Processing Spoken Words on Driving ↗ · 2012 · Rossi, Riccardo et al. · indexed
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The Effect of Automated Driving Levels and Road Type on Driver’s Performances in Secondary Tasks and Situation Awareness ↗ · 2024 · The Korean Data Analysis Society et al. · indexed
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Towards a Human-Centred Cognitive Model of Visuospatial Complexity in Everyday Driving · 2020 · Suchan, Jakob · archived
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How to keep drivers engaged while supervising driving automation? A literature survey and categorisation of six solution areas ↗ · 2019 · Cabrall, Christopher D. D. et al. · indexed
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A dynamic closed-looped and multidimensional model for Mental Workload evaluation ↗ · 2016 · Kostenko, A. et al. · indexed
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Auditory and Visual Peripheral Detection Tasks and the Lane Change Test with High and Low Cognitive Load ↗ · 2014 · Chong, Isis et al. · indexed
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Driver Workload Management During Cell Phone Conversations Chip Wood, · 2005 · Hurwitz, Joshua et al. · archived
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Theoretical interpretation of drivers’ gaze strategy influenced by optical flow ↗ · 2021 · Okafuji, Yuki et al. · indexed
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Driving through the Mind: Investigating Driver Cognitive Impairment with Physiological Measures of Mental Workload ↗ · 2024 · Raza, Mansoor et al. · indexed
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Contrasting models of driver behaviour in emergencies using retrospective verbalisations and network analysis ↗ · 2015 · Banks, Victoria A. et al. · indexed
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Zonal adaptive workload management systems: Limiting secondary tasks while driving ↗ · 2008 · Fang Chen et al. · indexed
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The influence of switching task goals on driver’s vigilance decrement · 2019 · Kinosada, Yasunori · archived
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Ergonomics Intervention in Automobile Driver Communication in a Developing Country ↗ · 2014 · Pillai, Sajan S. et al. · indexed
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Personalizing driver safety interfaces via driver cognitive factors inference · 2024 · Sumner, Emily S. et al. · archived
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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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Measuring driver awareness based on correlation between gaze behavior and risks of surrounding vehicles ↗ · 2012 · Mori, Masataka 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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Visual Attention and Roadway Landmark Identification in At-Risk Older Drivers, · 2001 · Crowe, Amy et al. · archived
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Nonuniform Changes in the Distribution of Visual Attention from Visual Complexity and Action: A Driving Simulation Study ↗ · 2015 · Park, George D et al. · indexed
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Threat-cued or action-cued? Effects of attention guidance strategy on decision-support in automated driving under complex takeover situations ↗ · 2026 · Dou, Jinzhen et al. · indexed
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How reinforcement sensitivity and perceived risk influence young drivers’ reported engagement in risky driving behaviors ↗ · 2013 · Harbeck, Emma et al. · indexed
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The social accident: A theoretical model and a research agenda for studying the influence of social and cultural characteristics on motor vehicle accidents ↗ · 2007 · Factor, Roni et al. · indexed
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Visual and Cognitive Demands of a Large Language Model-Powered In-vehicle Conversational Agent · 2026 · Monk, Chris et al. · archived
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Driver Attention Assessment Using Physiological Measures from EEG, ECG, and EDA Signals ↗ · 2023 · Aminosharieh Najafi, Taraneh et al. · indexed
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The effects of social interactions with in-vehicle agents on a driver's anger level, driving performance, situation awareness, and perceived workload ↗ · 2015 · Jeon, Myounghoon et al. · indexed
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Multiple factors on driving load in mountain area at night based on factor analysis · 2024 · Li, Hao et al. · archived
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Revealing the effects of increased workload and distraction on the pilot's situation awareness neurobehavioral activities ↗ · 2023 · Li, Qinbiao et al. · indexed
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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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Dissociating Eye Movements and Workload on Lateral Lane Position Variability ↗ · 2010 · Medeiros-Ward, Nathan et al. · indexed
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PW 2362 Exploring the concept of ‘pragmatic driving’ as explanation of driver behaviour ↗ · 2018 · King, Mark · indexed
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Situation awareness: Valid or fallacious? · 2015 · Carsten, Oliver et al. · archived
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Above and Beyond Intention: The Role of Habits, Perceived Risk and Anticipated Regret in Mobile Phone Use While Driving ↗ · 2026 · Demir, Sila et al. · indexed
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Development of Situational Awareness Enhancing System for Manual Takeover of AV · 2023 · Li, Yujie et al. · archived
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Age-Related Limits of 3D Spatial Attention in Dual-Task Driving · 2011 · Pierce, Russell et al. · archived
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Cooperation between drivers and automation: implications for safety ↗ · 2008 · Hoc, Jean-Michel et al. · indexed
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Human factors perspectives on highly automated driving · 2020 · Navarro, Jordan et al. · archived
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A study on designing driver's operation support system using driving environment-driver-vehicle interaction model ↗ · 2002 · Takahashi, H. · indexed
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Physiological responses related to moderate mental load during car driving in field conditions ↗ · 2015 · Wiberg, Henrik et al. · indexed
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Exploring the Central Executive in Situation Awareness ↗ · 2010 · Soliman, Abdrabo Moghazy · indexed
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SYNTHESIS OF HUMAN FACTORS RESEARCH ON OLDER DRIVERS AND HIGHWAY SAFETY, Volume I: Older Driver Research Synthesis · 1999 · Staplin, Loren et al. · archived
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Policy Framing and Behavioural Structure in Road Pricing: A Comparative Structural Equation Model Analysis of Congestion and Safety Narratives ↗ · 2026 · Barrera-Jimenez, Humberto · indexed
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Measuring the Effect of Mental Workload on Risk Perception Using Eye Movement Techniques: A Review ↗ · 2025 · Jiang, Jiaxin · indexed
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Effect of Distracting Factors on Driving Performance: A Review · 2022 · Sorum, Neero Gumsar et al. · archived
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Cognitive Distraction While Driving: A Critical Review of Definitions and Prevalence in Crashes ↗ · 2012 · Young, Richard · indexed
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Visual attention in realistic driving situations: Attentional capture and hazard prediction ↗ · 2021 · Muela, Ismael et al. · indexed
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Risk quantification and prediction of non-driving-related tasks on drivers' critical intervention behavior in autonomous driving scenarios ↗ · 2024 · Wang, Junhua et al. · indexed
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Analysis of Driving Behavior and Workload of Elderly Drivers on Freeways ↗ · 2020 · OH, Minsoo et al. · indexed
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Boring But Demanding: Using Secondary Tasks to Counter the Driver Vigilance Decrement for Partially Automated Driving ↗ · 2023 · Mishler, Scott et al. · indexed
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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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Driving performance impairments due to hypovigilance on monotonous roads · 2011 · Larue, Grégoire S. et al. · archived
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Affordance-based computational model of driver behavior on highway systems: A Colored Petri Net approach ↗ · 2007 · Thiruvengada, Hari 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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Driving Under Cognitive Control: The Impact of Executive Functions in Driving ↗ · 2024 · Pergantis, Pantelis et al. · indexed
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Audiovisual messages may improve the processing of traffic information and driver attention during partially automated driving: An EEG study · 2024 · Pi-Ruano, Marina et al. · archived
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Modeling of takeover variables with respect to driver situation awareness and workload for intelligent driver assistance ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Classification of advanced driver assistance systems according to their impact on mental workload ↗ · 2024 · Liebherr, Magnus et al. · indexed
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Effects of state motivation in overload and underload vigilance task scenarios ↗ · 2019 · Neigel, Alexis R. et al. · indexed
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Effects of Talking and Visual Attention Load on Driving Behavior ↗ · 2017 · Beck, Melissa et al. · indexed
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Modeling driver lane changing control with the queuing network-model human processor ↗ · 2012 · Bi, Lu-Zheng et al. · indexed
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Change in Mental Models of ADAS in Relation to Quantity and Quality of Exposure · 2023 · AAA Foundation for Traffic Safety · archived
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Change in Mental Models of ADAS in Relation to Quantity and Quality of Exposure · 2023 · Pradhan, Anuj K. et al. · archived
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Getting away with texting: Behavioural adaptation of drivers engaging in visual-manual tasks while driving · 2018 · Oviedo-Trespalacios, Óscar · archived
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Multimodal Sensing and Computational Intelligence for Situation Awareness Classification in Autonomous Driving ↗ · 2023 · Liang, Nade et al. · indexed
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Visualization Factor Distraction During the Driving Task in a Real Reality Environment Using EEG Analysis · 2022 · Zulfakur, Nursyuhadah et al. · archived
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A Curvilinear Effect of Mental Workload on Mental Effort and Behavioral Adaptability: An Approach With the Pre-Ejection Period ↗ · 2019 · Mallat, Charlotte et al. · indexed
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Computational Modeling of Driver Distraction by Integrating Cognitive and Agent-Based Traffic Simulation Models ↗ · 2014 · Nourzad, Seyed Hossein Hosseini et al. · indexed
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Truck Driver Safety: Factors Influencing Risky Behaviors on the Road—A Systematic Review · 2025 · Fonseca, Tiago et al. · archived
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Predicting the monitoring/reading of communications on a smartphone among young drivers using an extended theory of planned behaviour · 2020 · Murphy, Georgia et al. · archived
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Do management practices support or constrain safe driving behaviour? A multi-level investigation in a sample of occupational drivers ↗ · 2017 · Newnam, Sharon et al. · indexed
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Studying Driver’s Perception Arousal and Takeover Performance in Autonomous Driving ↗ · 2022 · Wang, Qiuhong et al. · indexed
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Modeling Driver Response to Imperfect Vehicle Control Automation ↗ · 2015 · Seppelt, Bobbie D. et al. · indexed
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Towards models of cooperation versus competition to analyze car driver behaviors ↗ · 2005 · Vanderhaegen, F. et al. · indexed
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Using electroencephalography to analyse drivers’ different cognitive workload characteristics based on on-road experiment · 2023 · Liu, Ruiwei et al. · archived
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Validation of the attention-related driving errors scale in novice adolescent drivers ↗ · 2021 · Gresham, Bria et al. · indexed
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The Influence of Visual-Manual Distractions on Anticipatory Driving · 2022 · He, Dengbo et al. · archived
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External and internal risk of the user in road safety and the necessity for a control process ↗ · 2011 · Colonna, Pasquale et al. · indexed
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Situation Awareness in Remote Operators of Autonomous Vehicles: Developing a Taxonomy of Situation Awareness in Video-Relays of Driving Scenes · 2021 · Mutzenich, Clare et al. · archived
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What drives technology-based distractions? A structural equation model on social-psychological factors of technology-based driver distraction engagement ↗ · 2016 · Chen, Huei-Yen Winnie et al. · indexed
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Measuring Driver Adaptation to In-Vehicle Information Systems: Disassociation of Subjective and Objective Situation Awareness Measures ↗ · 1999 · Lee, John D. · indexed
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Investigating the Relationship and Predictive Modeling Between Mental Workload and Task Performance in Multitasking Human–Computer Interaction Environments ↗ · 2025 · Li, Kuntong et al. · indexed
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Modeling Driver Behavior during Automated Vehicle Platooning Failures · 2021 · McDonald, Anthony D et al. · archived
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An enhanced vehicle control model for assessing highly automated driving safety · 2020 · Monkhouse, Helen E. et al. · archived
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IMPACTS OF DISTRACTION ON DRIVING: AN ANALYSIS OF PHYSICAL, COGNITIVE, AND EMOTIONAL DISTRACTION ↗ · 2015 · Sterkenburg, Jason · indexed
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CoCAtt: A Cognitive-Conditioned Driver Attention Dataset (Supplementary Material) · 2022 · Shen, Yuan et al. · archived
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Passenger and cell phone conversations in simulated driving. ↗ · 2008 · Strayer, David L. et al. · indexed
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Driver performance modelling and its practical application to railway safety ↗ · 2005 · Hamilton, W. Ian et al. · indexed
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Driver-Pedestrian Perceptual Models Demonstrate Coupling: Implications for Vehicle Automation ↗ · 2022 · Domeyer, Joshua E. et al. · indexed
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Active inference as a model of collision avoidance behavior in human drivers. · 2026 · Schumann, JF et al. · archived
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How to assess situation awareness while driving with automation? Impact of visual attention during AD mode on measures of situation awareness ↗ · 2025 · Metz, Barbara et al. · indexed
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Situational Action Theory to Understand Risky Driving Behaviours in Beach Environments · 2024 · Anderson, Levi et al. · archived
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The crosstalk hypothesis: Why language interferes with driving. ↗ · 2012 · Strayer, David L. et al. · indexed
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Attention Factors Compared to Other Predictors of Simulated Driving Performance Across Age Groups ↗ · 2011 · Barks, Richard et al. · indexed
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Modeling Social Situation Awareness in Driving Interactions ↗ · 2024 · Klein, Navit et al. · indexed
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Modeling and analysis of driver behaviour under shared control through weighted visual and haptic guidance · 2022 · Wang, Zheng et al. · archived
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Understanding the Psychological Factors Underlying Smartphone Related Distracted Driving: Exploratory Analysis Using a Nationwide Survey · 2018 · Konduri, Karthik et al. · archived
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Situation awareness on the road: review, theoretical and methodological issues, and future directions ↗ · 2012 · Salmon, Paul M. et al. · indexed
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Measurement and modelling of driver learning of steering control during successive obstacle avoidance manoeuvres ↗ · 2024 · Fieldhouse, Harry et al. · indexed
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Effects of Traffic Conditions on Driver Takeover Performance and Situational Awareness ↗ · 2023 · Jia, Lesong et al. · indexed
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Evidence accumulation modelling in the wild: understanding safety-critical decisions · 2022 · Boag, Russell J. et al. · archived
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Using the Attention Network Test to predict driving test scores ↗ · 2009 · Weaver, Bruce et al. · indexed
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Contemporary issues in road user behavior and traffic safety ↗ · 2005 · Hennessy, Dwight A. et al. · indexed
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Power law model for subjective mental workload and validation through air traffic control human-in-the-loop simulation · 2021 · Fürstenau, Norbert et al. · archived
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Understanding the psychosocial factors influencing the risky behaviour of young drivers · 2009 · Bridie Scott‐Parker et al. · archived
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Drivers’ Attention to Dash-based Human-Machine Interfaces: The Effect of Partial Automation and Cognitive Load ↗ · 2025 · Qin, Hao et al. · indexed
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In-Vehicle Interface Adaptation to Environment-Induced Cognitive Workload · 2022 · Meiser, Elena et al. · archived
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The role of perceptual and cognitive load on inattentional blindness: A systematic review and three meta-analyses ↗ · 2021 · Matias, Jérémy et al. · indexed
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The effects of driver fatigue, gender, and distracted driving on perceived and observed aggressive driving behavior: A correlated grouped random parameters bivariate probit approach · 2019 · Fountas, Grigorios et al. · archived
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Approaches for loss of vigilance in vehicle automation: a meta-analytical study ↗ · 2017 · Gonçalves, Rafael Cirino et al. · indexed
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Can we talk about Speed? The Effect of Verbal Protocols on Driver Speed and Perceived Workload ↗ · 2015 · Thomas, Miles et al. · indexed
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Driver pre-accident operation mode study based on vehicle-vehicle traffic accidents ↗ · 2011 · Jiangqiang Gong et al. · indexed
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Study on the Driver Visual Workload in High-Density Interchange-Merging Areas Based on a Field Driving Test ↗ · 2024 · Zhang, Yue et al. · indexed
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Driver Vigilance in Automated Vehicles: Hazard Detection Failures Are a Matter of Time ↗ · 2018 · Greenlee, Eric T. 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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A risk field-based metric correlates with driver’s perceived risk in manual and automated driving: A test-track study · 2021 · Kolekar, Sarvesh et al. · archived
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The activation of eco-driving mental models: Can text messages prime drivers to use their existing knowledge and skills? · 2017 · Pampel, Sanna M. et al. · archived
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Effects of Cognitive Appraisal and Mental Workload Factors on Performance in an Arithmetic Task ↗ · 2015 · Galy, Edith 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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Comprehensive Evaluation of Freeway Driving Risks Based on Fuzzy Logic ↗ · 2023 · Xie, Lian et al. · indexed
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The Visual Scanning Behavior and Mental Workload of Drivers at Prairie Highway Intersections With Different Characteristics ↗ · 2022 · Lyu, Zhen et al. · indexed
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Estimation of mental workload during automobile driving based on the measurement of eye and head movement · 2019 · CHIHARA, Takanori et al. · archived
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Secondary task boundaries influence drivers' glance durations ↗ · 2015 · Lee, Ja Young et al. · indexed
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Effects of Non-Driving Cognitive Activity on Driver's Eye Movement and Their Individual Difference ↗ · 2008 · ITOH, Makoto et al. · indexed
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Explaining Takeover Requests: The Role of Hazard Type and Explanation Strategy in Conditionally Automated Driving ↗ · 2025 · Jeong, Subin et al. · indexed
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Analyzing Driver Drowsiness: From Causes to Effects · 2020 · Soares, Sónia et al. · archived
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The distraction potential of driving a partially automated vehicle through a construction zone · 2025 · Biondi, F et al. · archived
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Integration of TPB and TAM Frameworks to Assess Driving Assistance Technology-Mediated Risky Driving Behaviors Among Young Urban Chinese Drivers ↗ · 2025 · Li, Ruiwei et al. · indexed
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Effects of non-driving related tasks during autonomous driving · 2023 · Horáková, Miroslava · archived
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Analyzing driver behavior under naturalistic driving conditions: A review ↗ · 2021 · Singh, Harpreet et al. · indexed
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Enhancing Automated Vehicle Safety Through Testing with Realistic Driver Models · 2023 · Garcia, Alfredo et al. · archived
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Effects of cognitive and visual loads on driving performance after take-over request (TOR) in automated driving ↗ · 2020 · Choi, Damee et al. · indexed
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The Impact of Physical Exercise on Driver Attention Reaction Time and Decision Making ↗ · 2025 · Xianyou, Yan et al. · indexed
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Prevalence of drowsy driving and modeling its intention: An Indonesian case study ↗ · 2023 · Rahmadiyani, Rani et al. · indexed
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Brain-based limitations in attention and secondary task engagement during high-fidelity driving simulation among young adults ↗ · 2020 · Banz, Barbara C. et al. · indexed
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Feature absence–presence and two theories of lapses of sustained attention ↗ · 2010 · Helton, William S. et al. · indexed
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Advancements and Insights in Assessing Cognitive Load During Driving: A Comprehensive Narrative Review ↗ · 2026 · Zhang, Peijiang et al. · indexed
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Generalized Dynamic Cognitive Hierarchy Models for Strategic Driving Behavior · 2022 · Sarkar, Atrisha et al. · archived
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Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
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Characterisation of motorway driving style using naturalistic driving data ↗ · 2020 · Itkonen, Teemu H. et al. · indexed
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Pupil dilation as indicative of cognitive workload while driving a car: effects of cell phone use and driver experience in young adults · 2021 · Carizio, Bethânya G. et al. · archived
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Using psychophysiological metrics for understanding drivers’ mental workload and visual attention when overtaking automated truck platoons ↗ · 2026 · Lin, Zijian et al. · indexed
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Cardiac Autonomic Control During Simulated Driving With a Concurrent Verbal Working Memory Task ↗ · 2009 · Lenneman, John K. et al. · indexed
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Interpretable Quantification of Scene-Induced Driver Visual Load: Linking Eye-Tracking Behavior to Road Scene Features via SHAP Analysis ↗ · 2025 · Ni, Jie et al. · indexed
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Applying Adaptive Gain Theory to Pupillary Dynamics During Hands-Off L2 Driving Under High Cognitive Load ↗ · 2026 · Goodridge, Courtney Michael et al. · indexed
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Exploration of Social-Psychological Factors Leading to Distracted e-Bike Riding Among Delivery Workers · 2024 · Wu, Genhao 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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Mental Workload Modeling in an Integrated Cognitive Architecture ↗ · 2011 · Cao, Shi et al. · indexed
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Predicting Driver Fatigue in Monotonous Automated Driving with Explanation using GPBoost and SHAP ↗ · 2021 · Zhou, Feng et al. · indexed
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Electroencephalography Sample Entropy of Driver Passive Fatigue Threshold in Automated Driving · 2021 · Zhang, Yijing et al. · archived
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Predicting Driver Fatigue in Automated Driving with Explainability · 2021 · Zhou, Feng et al. · archived
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Systematic Review of Research on Driver Distraction in the Context of Advanced Driver Assistance Systems ↗ · 2021 · Pradhan, Anuj K. · indexed
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Using Multilevel Hidden Markov Models to Understand Driver Hazard Avoidance during the Takeover Process in Conditionally Automated Vehicles · 2023 · Wang, Manhua et al. · archived
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The dynamic interplay between tonic and phasic arousal shapes attention to optimize performance ↗ · 2024 · Grandjean, Aurélie et al. · indexed
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Using Situation Awareness and Workload to Predict Performance in Submarine Track Management: A Multilevel Approach ↗ · 2018 · Loft, Shayne et al. · indexed
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Getting drivers to do the right thing: a review of the potential for safely reducing energy consumption through design ↗ · 2014 · McIlroy, Rich C. et al. · indexed
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Driving Performance and Driver Workload at High Speeds: Results from On-Road and Test Track Studies ↗ · 2010 · Chrysler, Susan T. et al. · indexed
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Assessment of speech dialog systems using multi-modal cognitive load analysis and driving performance metrics ↗ · 2009 · Kleinschmidt, Tristan et al. · indexed
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Does anticipation training affect drivers' risk taking? ↗ · 2006 · McKenna, Frank P. et al. · indexed
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Psychophysiological Measures of Driver Distraction and Workload While Intoxicated ↗ · 2005 · Rakauskas, Michael E et al. · indexed
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Cognitive and Perceptual Factors in Aging and Driving Performance · 2001 · Rinalducci, Edward J et al. · archived
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The vigilance decrement: its first 75 years · 2025 · Klein, Raymond M. et al. · archived
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Driving through the Concept Gridlock: Unraveling Explainability Bottlenecks in Automated Driving ↗ · 2024 · Echterhoff, Jessica et al. · indexed
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Illuminating Safety: Can Light Cues Enhance Situation Awareness During Take-Overs in Conditional Automated Driving? ↗ · 2024 · Kuhlmann, Kerstin et al. · indexed
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Consistency of neuropsychological and driving simulator assessment after neurological impairment ↗ · 2020 · Cizman Staba, Ursa et al. · indexed
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The Relationship between Norms and Risky Driving Behavior: A Systematic Review ↗ · 2020 · HARITH, Siti Hawa et al. · indexed
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Steering Control Characteristics of Human Driver Coupled with an Articulated Commercial Vehicle ↗ · 2014 · Taheri, Siavash · indexed
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Intelligent Monitoring and Adaptive Competence Assignment for Driver and Vehicle ↗ · 2007 · Mueller, Fabian et al. · indexed
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Models of automation proportion in human-in-the-loop systems and operator situation awareness responses ↗ · 2025 · Liu, Y. et al. · indexed
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Prediction of driver alertness levels on mountain roads using machine learning models: A naturalistic driving study in China ↗ · 2025 · Liu, Tong et al. · indexed
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Pilot Test for the Relationship between Drivers’ Hazard Perception Ability and Cognitive Traits of Empathizing-Systemizing ↗ · 2019 · Danno, Mikio · indexed
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Multinomial Logistic Regression Model for Predicting Driver's Drowsiness Using Behavioral Measures ↗ · 2015 · Murata, Atsuo et al. · indexed
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Respiration and Heart Rate Modulation Due to Competing Cognitive Tasks While Driving ↗ · 2019 · Hidalgo-Muñoz, Antonio R. et al. · indexed
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A machine learning model to predict the severity of road traffic injury based on aberrant driving behaviors and driver characteristics ↗ · 2026 · Abdolrazaghi, Alireza et al. · indexed
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Together Distracted? The Effect of Driver-Passenger Collaboration on Workload, Glance Behavior, and Driving Performance ↗ · 2022 · Berger, Melanie et al. · indexed
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Mental Models of Driver Monitoring Systems: Perceptions of Monitoring Capabilities in an Online, U.S.-based Sample ↗ · 2022 · Nees, Michael A. et al. · indexed
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Effect of Listening to Music as a Function of Driving Complexity: A Simulator Study on the Differing Effects of Music on Different Driving Tasks ↗ · 2015 · Wang, Dong-Yuan Debbie et al. · indexed
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Moving attention from the road: A new methodology for the driver distraction evaluation using machine learning approaches ↗ · 2009 · Tango, Fabio et al. · indexed
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Metacognitive Strategy Training Improves Driving Situation Awareness ↗ · 2009 · Soliman, Abdrabo Moghazy 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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Managing Driving Modes in Automated Driving Systems · 2022 · Ríos Insua, David et al. · archived
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Shared control versus traded control in driving: a debate around automation pitfalls · 2022 · Winter, Joost de et al. · archived
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Effects of roadside distractors on performance of drivers with and without attention deficit tendencies ↗ · 2018 · Shaw, F. Atiyya et al. · indexed
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A Pilot Investigation of the Impact of Cognitive Demand on Turn Signal Use during Lane Changes in Actual Highway Conditions across Multiple Age Groups ↗ · 2011 · Donmez, Birsen et al. · indexed
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Steering a Driving Simulator Using the Queueing Network-Model Human Processor (QN-MHP) · 2003 · Tsimhoni, Omer et al. · archived
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Mental workload, situational awareness, and safety culture in high-speed craft navigation: A multidimensional analysis of Turkish bridge officers ↗ · 2025 · Kartoglu, Cem et al. · indexed
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Equilibrium of Control in Automated Vehicles: Driver Engagement Level and Automation Capability Levels ↗ · 2022 · Degani, Asaf et al. · indexed
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Speech-Based Interaction with In-Vehicle Computers: The Effect of Speech-Based E-Mail on Drivers' Attention to the Roadway ↗ · 2001 · Lee, John D. et al. · indexed
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Study on Intelligent Vehicle Control Considering Driver Perception of Driving Environment ↗ · 1999 · Takahashi, Hiroshi et al. · indexed
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Driver state monitoring and assisted intervention based on deep learning ↗ · 2026 · Thanh, Nguyen Le Chau et al. · indexed
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Driver Model for Take-Over-Request in Autonomous Vehicles ↗ · 2023 · Barisic, Ankica et al. · indexed
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Driver Distraction Detection Based on the True Driver’s Focus of Attention ↗ · 2022 · Huang, Tao et al. · indexed
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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation ↗ · 2022 · Regan, Michael A. et al. · indexed
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Motor Performance, Mental Workload and Self-Efficacy Dynamics during Learning of Reaching Movements throughout Multiple Practice Sessions ↗ · 2019 · Shuggi, Isabelle M. et al. · indexed
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Effects of roadway factors and demographic characteristics on drivers’ perceived complexity of simulated roadway videos ↗ · 2018 · Shaw, F. Atiyya et al. · indexed
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Driving and Multitasking: The Good, the Bad, and the Dangerous ↗ · 2016 · Nijboer, Menno et al. · indexed
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Notice of Removal A driver model as the supervisory controller in a vehicle system: Human factors integration to control ↗ · 2015 · Togai, Kazuhide et al. · indexed
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Adaptive Driver Vigilance Monitoring System for Enhanced Road Safety · 2025 · Bodhale, U. N. et al. · archived
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A review of physiological measures for mental workload assessment in aviation ↗ · 2023 · Luzzani, G. et al. · indexed
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Heterogeneous overtaking and learning styles with varied EEG patterns in a reinforced driving task ↗ · 2022 · Zhao, Shuo et al. · indexed
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Factors influencing intentions to text while driving among Polish drivers ↗ · 2018 · Przepiórka, Aneta et al. · indexed
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Supporting operator reliance on automation through continuous feedback · 2009 · Seppelt, Bobbie · archived
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Differences of drivers’ reaction times according to age and mental workload ↗ · 2007 · Makishita, Hiroshi et al. · indexed
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Automation-Related “Complacency”: Theory, Empirical Data, and Design Implications ↗ · 2001 · Metzger, Ulla et al. · indexed
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Framing automation of driving tasks: Effects on risk perception and consumers’ understanding of different levels of vehicle automation across four European countries ↗ · 2025 · Harms, Ilse M. et al. · indexed
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Design of Educational Material and Public Awareness Campaigns for Improving Work Zone Driver Safety · 2022 · Chahine, Ricardo et al. · archived
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Towards linking driving complexity to crash risk · 2020 · Zurlinden, Hendrik et al. · archived
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Toward a Rational and Mechanistic Account of Mental Effort ↗ · 2017 · Shenhav, Amitai et al. · indexed
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Attention and Performance · 2001 · Pashler, Harold et al. · archived
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Hierarchical ordered logistic regression analysis of urban rail transit driver fatigue determinants: impact of emotion regulation and sleep patterns · 2026 · Du, Juanli et al. · archived
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Integrated driving risk surrogate model and car-following behavior for freeway risk assessment ↗ · 2024 · Wu, Renfei 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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A Driver Direction Control Model and its Application in the Simulation of Driver-Vehicle-Road Closed-Loop System ↗ · 2000 · Guan, Hsin et al. · indexed
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Impact of Situation Awareness Variations on Multimodal Physiological Responses in High-Speed Train Driving ↗ · 2024 · Dong, Wenli et al. · indexed
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Brain Waves Measurement Based Evaluation of Mental Workload Related to Visual Information While Driving ↗ · 2011 · Gheorghe, Lucian Andrei et al. · indexed
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The Virtual Driver: Integrating Task Planning and Cognitive Simulation with Human Movement Models ↗ · 2007 · Tsimhoni, Omer et al. · indexed
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Exploring the impact of the passenger's display on driver workload and driving performance ↗ · 2024 · Ma, Jun et al. · indexed
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Collective Driver Attention: Towards a Comprehensive Visual Understanding of Traffic Scenes ↗ · 2023 · Moradi, Morteza et al. · indexed
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Technologies for Risk Mitigation and Support of Impaired Drivers ↗ · 2022 · Ahlstrom, Christer et al. · indexed
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Distraction ‘on the buses’: A novel framework of ergonomics methods for identifying sources and effects of bus driver distraction ↗ · 2011 · Salmon, Paul M. et al. · indexed
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Study on Decision Mechanism of Driving Behavior Based on Decision Tree ↗ · 2008 · Yang, Xinyue · indexed
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Visual attention as a predictor of on-road driving performance of older drivers ↗ · 2007 · Baldock, Matthew Robert Justin et al. · indexed
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Should I Stay or Should I Go? Cognitive Modeling of Left-Turn Gap Acceptance Decisions in Human Drivers · 2022 · Zgonnikov, Arkady et al. · archived
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How are distractibility and hazard prediction in driving related? Role of driving experience as moderating factor ↗ · 2019 · Castro, Candida et al. · indexed
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C-46WMS-IV Index Scores in Relation to Total Driving Adverse Events on a Driving Simulator ↗ · 2017 · Strong, A et al. · indexed
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Real-time performance modelling of a Sustained Attention to Response Task ↗ · 2010 · Larue, Grégoire S. et al. · indexed
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Designing for Situation Awareness: An Approach to User-Centered Design · 2003 · Endsley, Mica R. et al. · archived
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Monotony of road environment and driver fatigue: a simulator study ↗ · 2003 · Thiffault, Pierre et al. · indexed
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Small Talk, Big Impact? LLM-based Conversational Agents to Mitigate Passive Fatigue in Conditional Automated Driving · 2026 · Cockram, Lewis et al. · archived
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The effect of prolonged conditionally automated driving on fatigue, physiological activity, and takeover performance: a driving simulator experiment ↗ · 2026 · Coyne, Rory et al. · indexed
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Combined Driver Distraction and Intention Algorithm for Maneuver Prediction and Collision Avoidance ↗ · 2018 · Gillmeier, Katharina et al. · indexed
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Safety of Public Transportation Occupational Drivers: Risk Perception, Attitudes, and Driving Behavior ↗ · 2010 · Ma, Ming et al. · indexed
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The weights of drivers’ on-route concerns in car-following behaviours ↗ · 2025 · Salehikalam, Arsalan et al. · indexed
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METHODOLOGY FOR PREDICTING ERRORS BY A CANDIDATE DRIVER IN THE ANALYSIS OF ROAD SITUATIONS ↗ · 2024 · Ageev, Evgeny Viktorovich et al. · indexed
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Exploring Factors Related to Drivers' Mental Model of and Trust in Advanced Driver Assistance System · 2024 · Huang, Chunxi et al. · archived
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The effectiveness and efficacy of driving interventions with ADHD: a Dutch perspective · 2024 · Noordhuis, Roy et al. · archived
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Driver behavior analysis through speech emotion understanding ↗ · 2010 · Kamaruddin, N. et al. · indexed
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Takeover and non-driving related task performance in conditional automated driving: EEG and behavior Parameters interaction ↗ · 2025 · Gao, Yuan et al. · indexed
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Learning from Demonstrations of Critical Driving Behaviours Using Driver's Risk Field · 2023 · Du, Yurui et al. · archived
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Adaptive behavioral planning for more social automated vehicles ↗ · 2021 · Noonan, T Zachary et al. · indexed
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Driver Response to Dynamic Message Sign Safety Campaign Messages · 2020 · Shealy, Tripp et al. · archived
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A New Vision About AI and Situation Awareness Model of Auto-driving with Implicit Memory ↗ · 2018 · SONG, Hang et al. · indexed
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Validation of auditory detection response task method for assessing the attentional effects of cognitive load ↗ · 2018 · Stojmenova, Kristina et al. · indexed
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Real-Time Workload Classification during Driving using HyperNetworks ↗ · 2018 · Wang, Ruohan et al. · indexed
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Interaction Management between Car Drivers and New Driver Support System ↗ · 2002 · Saad, Farida et al. · indexed
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Investigating mental workload caused by NDRTs in highly automated driving with deep learning ↗ · 2024 · Hu, Xintao et al. · indexed
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Identification of a driver model incorporating sensory dynamics, with nonlinear vehicle dynamics and transient disturbances ↗ · 2021 · Nash, C. J. et al. · indexed
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The Role of Journey Purpose in Road Traffic Injuries: A Bayesian Network Approach · 2019 · Febres, Juan Diego et al. · archived
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Research on the influence of MW on situation awareness in shearer monitoring tasks in intelligent coal mines ↗ · 2026 · Yuan, Xiaofang et al. · indexed
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Dual-target hazard perception: Could identifying one hazard hinder a driver’s capacity to find a second? ↗ · 2019 · Sall, Robert J. et al. · indexed
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Familiarity and Distraction Affect Drivers’ Responses to In-Vehicle Warnings for a Hazard that is Not Yet Visible ↗ · 2017 · Jenness, James W et al. · indexed
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Driver Inattention During Vehicle Automation: How Does Driver Engagement Affect Resumption Of Control? ↗ · 2015 · Louw, Tyron et al. · indexed
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Effects of Modalities of Non-driving Related Tasks on Driver"s Stress and Driving Performance during Autonomous Driving ↗ · 2019 · Kwon, Dasol et al. · indexed
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“It's one of those things where it's like, I shouldn't do it, but I still do”: An application of cognitive dissonance theory to phone use while driving ↗ · 2026 · Truelove, Verity et al. · indexed
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Modelling visual-vestibular integration and behavioural adaptation in the driving simulator · 2019 · Markkula, Gustav et al. · archived
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Crash risk and aberrant driving behaviors among bus drivers: The role of personality and attitudes towards traffic safety ↗ · 2015 · Mallia, Luca et al. · indexed
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The impact of tunnel design and lighting on the performance of attentive and visually distracted drivers ↗ · 2012 · Kircher, Katja et al. · indexed
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Longitudinal Driving Behavior under Adverse Conditions: A Close Look at Psycho-spacing Models ↗ · 2011 · Hoogendoorn, Raymond G. et al. · indexed
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Cognitive workload evaluation of landmarks and routes using virtual reality · 2022 · Abdurrahman, Usman Alhaji et al. · archived
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Non-contact-based driver’s cognitive load classification using physiological and vehicular parameters ↗ · 2020 · Rahman, Hamidur et al. · indexed
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Associations Between Heavy-Vehicle Driver Compensation Methods, Fatigue-Related Driving Behavior, and Sleepiness ↗ · 2014 · Thompson, Jason et al. · indexed
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Human Behavioral Factors Influencing Speeding on a High-Risk Inter-Urban Corridor in Nigeria: Evidence for Policy Reform within a Safe System Framework ↗ · 2026 · Owonibi, Sunday et al. · indexed
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Explaining autonomous driving with visual attention and end-to-end trainable region proposals ↗ · 2023 · Cultrera, Luca et al. · indexed
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Psychosocial factors associated with intended use of automated vehicles: A simulated driving study ↗ · 2018 · Buckley, Lisa et al. · indexed
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Computational Modeling of Driver Lateral Control on Curved Roads with Integration of Vehicle Dynamics and Reference Trajectory Tracking ↗ · 2017 · Jeong, Heejin et al. · indexed
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What You May Not See Might Slow You Down Anyway: Masked Images and Driving ↗ · 2012 · Lewis-Evans, Ben et al. · indexed
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The Dimensions of Driver Performance during Secondary Manual Tasks ↗ · 2003 · Young, Richard A et al. · indexed
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Modelling cognitive load using drift-diffusion models in pedestrian street-crossing: a method supported by neural evidence ↗ · 2025 · Ma, Siwei et al. · indexed
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Predicting perceived risk of traffic scenes using computer vision ↗ · 2023 · de Winter, Joost et al. · indexed
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“Actual Results May Vary “: A Behavioral Review of Eco-Driving for Policy Makers · 2015 · Kurani, Kenneth S. et al. · archived
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Mental health conditions and unsafe driving behaviors: A naturalistic driving study on ADHD and depression ↗ · 2022 · Liang, Ou Stella et al. · indexed
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Dynamic Authority Allocation for Shared Steering Control Considering Driver Attention and Conflict Resolution ↗ · 2022 · Su, Chengrui et al. · indexed
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Human Merging Behavior in a Coupled Driving Simulator: How Do We Resolve Conflicts? · 2024 · Siebinga, Olger et al. · archived
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Effects of executive load on crashes and near-crashes for young versus older drivers ↗ · 2024 · Sullivan, Keith A. et al. · indexed
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Dissociation Between Mental Workload, Performance, and Task Awareness in Pilots of High Performance Aircraft ↗ · 2019 · Mansikka, Heikki et al. · indexed
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An efficient temporal attention framework for real-time detection of unsafe driver behaviors ↗ · 2025 · Mohsin, Ahmed Raza et al. · indexed
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Three-lane Car-flowing Model Accounting for Variable Lane Change and Driving Behavior ↗ · 2021 · Yan, Xiaotong et al. · indexed
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Mental Workload Assessment in Smartphone Multitasking Users: A Feature Selection Approach using Physiological and Simulated Data ↗ · 2018 · Lira, Hernan et al. · indexed
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Passenger-Driver Distinguishing Test for Pokémon Go · 2017 · Khanade, Kunal et al. · archived
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Driver Workload Comparisons among Road Sections of Automated Highway Systems ↗ · 2003 · Cha, Doowon · indexed
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Human-inspired emotion and attention encoding for autonomous vehicles’ decision-making: a lane-change timing optimization case ↗ · 2026 · Han, Tianyuan et al. · indexed
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Do Augmented Reality Head-Up Displays Reduce Drivers’ Subsequent Search Misses in Dual-Hazard Scenes? A 360° VR-Based Hazard Perception Test with Eye-Tracking ↗ · 2026 · Wu, Zhendong et al. · indexed
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Evaluating Drivers’ Response to Road Hazard: A Simulation Study ↗ · 2024 · Javanbakht, Navid et al. · indexed
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Neuroergonomics of car driving: A critical meta-analysis of neuroimaging data on the human brain behind the wheel ↗ · 2018 · Navarro, Jordan et al. · indexed
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The effect of vehicle characteristics on drivers' risk-taking behaviour ↗ · 2002 · Horswill, Mark S. et al. · indexed
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Investigating screen complexity in the vehicle, how does design effect driver attention and task performance? ↗ · 2025 · Pearce, Kira et al. · indexed
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Evaluate driver response to active warning system in level-2 automated vehicles ↗ · 2019 · Atwood, Jonathan R. et al. · indexed
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Auditory, tactile, and multimodal warnings during automated driving · 2019 · Geitner, R. et al. · archived
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Measuring the Workload of Sustained Attention: Further Evaluation of the Multiple Reources Questionnaire ↗ · 2008 · Boles, David B. et al. · indexed
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An Active Inference Model of Car Following: Advantages and Applications · 2023 · Wei, Ran et al. · archived
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Effects of cognitive load and time-on-task on mental fatigue in real-world drilling operations ↗ · 2026 · Qing, Xin et al. · indexed
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Minding the Gap: Effects of an Attention Maintenance Training Program on Driver Calibration ↗ · 2020 · Unverricht, James et al. · indexed
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The Impact of Mind‐Wandering on Driller's Situation Awareness in Drilling Operations: Based on SAGAT and EEG ↗ · 2025 · Hao, Su et al. · indexed
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Visual attention outperforms visual-perceptual parameters required by law as an indicator of on-road driving performance ↗ · 2020 · Grundler, Wolfgang et al. · indexed
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Influence of adverse weather on drivers’ perceived risk during car following based on driving simulations · 2019 · Chen, Chen et al. · archived
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Investigation of predictors of air pollution-reducing behaviors among taxi drivers in Tehran based on the health belief model in 2024 · 2025 · Mokhtari, Mohammadreza et al. · archived
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Sensitivity of Electrodermal Activity Features for Driver Arousal Measurement in Cognitive Load: The Application in Automated Driving Systems ↗ · 2022 · Li, Penghui et al. · indexed
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Stroop color–word test, arousal, electrodermal activity and performance in a critical driving situation ↗ · 2004 · Collet, Christian et al. · indexed
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Heart Rate and Pupil Dilation As Reliable Measures of Neuro-Cognitive Load Classification ↗ · 2022 · Abdurrahman, Usman Alhaji et al. · indexed
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Adaptive Task Allocation Preferences in Different Workload Scenarios in Driving Automation Systems ↗ · 2022 · Taylor, Skye et al. · indexed
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Examining Measures of Mental Workload Across Cognitive- and Sensory-Based Vigilance Tasks ↗ · 2016 · Fraulini, Nicholas W. et al. · indexed
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The role of uncertainty and reward on eye movements in a virtual driving task ↗ · 2012 · Sullivan, B. T. et al. · indexed
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A Dual-Stage Attention-Based Vehicle Speed Prediction Model Considering Driver Heterogeneity with Fuel Consumption and Emissions Analysis ↗ · 2024 · Cheng, Rongjun et al. · indexed
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Self-reported data for mental workload modelling in human-computer interaction and third-level education ↗ · 2020 · Rizzo, Lucas et al. · indexed
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Hybrid Steering Model depending on Driver's Gazing Point to detect inattentive driving using Machine Learning ↗ · 2019 · Honda, Takuya et al. · indexed
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Can arousing feedback rectify lapses in driving? Prediction from EEG power spectra ↗ · 2013 · Lin, Chin-Teng et al. · indexed
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Continuous Assessment of Mental Workload During Complex Human–Machine Interaction: Inferring Cognitive State from Signals External to the Operator ↗ · 2025 · Roques, Axel et al. · indexed
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Providing Explainability in Safety-Critical Automated Driving Situations through Augmented Reality Windshield HMIs ↗ · 2023 · Manger, Carina et al. · indexed
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Driver-Adaptive Assist System for Avoiding Abnormality in Driving ↗ · 2007 · Kamal, M.A.S. et al. · indexed
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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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Investigating Visual Attention and Vehicle Dynamics: A Study of Naturalistic Lane Change ↗ · 2024 · Chu, Yuan et al. · indexed
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The Effect of Driving Style on Responses to Unexpected Vehicle Cyberattacks · 2023 · Zhang, Fangda et al. · archived
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The role of reward and effort over time in task switching ↗ · 2018 · Gutzwiller, Robert S. et al. · indexed
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Comparison of Novice and Experienced Drivers Using the SEEV Model to Predict Attention Allocation at Intersections During Simulated Driving ↗ · 2015 · Bos, Alexander J et al. · indexed
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Mental Models in Motion: A Framework for Real-Time Evaluation of Drivers' Understanding of ADAS Features ↗ · 2025 · Alkurdi, Duha et al. · indexed
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Principle for the Validation of a Driving Support using a Computer Vision-Based Driver Modelization on a Simulator ↗ · 2015 · Rouzier, Baptiste et al. · indexed
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Human Factors Evaluation of Level 2 and Level 3 Automated Driving Concepts: Concepts of Operation · 2014 · Marinik, Andrew et al. · archived
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Assessing the Effectiveness of Various Auditory Cues in Capturing a Driver's Visual Attention. ↗ · 2005 · Ho, Cristy et al. · indexed
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Integrative Mobile Sensor Framework for Driver Behavior Analysis: Real-Time Monitoring of Facial and Physiological Parameters to Enhance Road Safety ↗ · 2025 · G, Manisha et al. · indexed
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Effect of highway directional signs on driver mental workload and behavior using eye movement and brain wave ↗ · 2020 · Yang, Yanqun et al. · indexed
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Examining the impacts of drivers’ emotions on takeover readiness and performance in highly automated driving · 2019 · Ayoub, Jackie et al. · archived
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An investigation of mobile phone use while driving: An application of the theory of planned behavior ↗ · 2018 · Kruy, Sokunthea · indexed
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Driving automation & changed driver's task - effect of driver-interfaces on intervention ↗ · 2016 · van den Beukel, Arie P. et al. · indexed
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The Smartphone and the Driver’s Cognitive Workload: A Comparison of Apple, Google, and Microsoft’s Intelligent Personal Assistants · 2015 · Strayer, David L. et al. · archived
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Relative Effects of Education and In-vehicle Information System on Eco-driving and Driving Workload ↗ · 2013 · Lee, Kyehoon et al. · indexed
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Evaluation and Visualization of Driver Inattention Rating From Facial Features ↗ · 2020 · Dua, Isha et al. · indexed
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Emotions, behaviour, and the adolescent driver: A literature review ↗ · 2017 · Scott-Parker, B. · indexed
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Kinesthesia in a sustained-attention driving task · 2014 · Chuang, Chun‐Hsiang et al. · archived
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Empirical Analysis of a Generalized Linear Multianticipative Car-Following Model in Congested Traffic Conditions ↗ · 2014 · Zhang, Xiao · indexed
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Driving avoidance by older adults: Is it always self-regulation? ↗ · 2013 · Molnar, Lisa J. et al. · indexed
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Modeling Performance Measures and Self-Ratings of Workload in a Visual Scanning Task ↗ · 2011 · Cassenti, Daniel N. et al. · indexed
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What do drivers fail to see when conversing on a cell phone? ↗ · 2004 · Strayer, DL et al. · indexed
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Applying the SEEV Model to Assess Where People Will Look: Practical Considerations ↗ · 2024 · Green, Paul · indexed
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How Does Maritime Situation Awareness Depend on Navigation Automation and Mental Workload? A Sea Simulator Experiment ↗ · 2023 · Múller-Plath, Gisela et al. · indexed
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Detection of Distracted Driver Using Convolutional Neural Network ↗ · 2023 · Vamshi, B. et al. · indexed
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Examining the impacts of drivers' emotions on takeover readiness and performance in highly automated driving · 2019 · Du, Na et al. · archived
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A Comparative Study on Situation Awareness While Reading in a Highly Automated Vehicle ↗ · 2026 · Mirnig, Alexander G. et al. · indexed
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Cognitive psychological approach for unraveling the take-over process during automated driving ↗ · 2019 · Scatturin, Lara et al. · indexed
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The Effects of Task Type and Source Complexity on Vigilance Performance, Workload, and Stress ↗ · 2011 · Teo, Grace et al. · indexed
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Attention-Driven Convolutional Neural Network for Real-Time Driver Drowsiness and Inattention Awareness ↗ · 2026 · Kate, Chennaiah et al. · indexed
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Differences in drivers’ dependence on AR warning information in urban driving environments: the role of driving experience · 2025 · Huo, Faren et al. · archived
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AI-Driven Driver Behavior Assessment Through Vehicle and Health Monitoring for Safe Driving—A Survey ↗ · 2024 · Yaqoob, Shumayla et al. · indexed
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Cerebral haemodynamics during simulated driving: Changes in workload are detectable with functional near infrared spectroscopy · 2021 · Bloomfield, Peter M. et al. · archived
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Effects of work zone configurations and traffic density on performance variables and subjective workload ↗ · 2014 · Shakouri, Mahmoud et al. · indexed
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Task and Resting-State Functional Connectivity Predict Driving Violations ↗ · 2023 · Ju, Uijong · indexed
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Crash Trifecta: A Complex Driving Scenario Describing Crash Causation ↗ · 2022 · J. Dunn, Naomi et al. · indexed
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Pilots’ mental workload prediction based on timeline analysis ↗ · 2020 · Liu, Chengping et al. · indexed
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Task Engagement and the Vigilance Decrement Revisited: Expanding Upon the Work of Joel S. Warm Using a Semantic Vigilance Paradigm ↗ · 2019 · Neigel, Alexis R. et al. · indexed
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Cell Phones and Young Drivers: A Systematic Review Regarding the Association Between Psychological Factors and Prevention ↗ · 2013 · Cazzulino, Francesca et al. · indexed
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Modality Changes in Vigilance Displays: Further Evidence of Supramodal Resource Depletion in Vigilance ↗ · 2022 · Greenlee, Eric T. et al. · indexed
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Psychosocial factors associated with the self-reported frequency of cell phone use while driving in Iran · 2021 · Kalantari, Amir Hossein et al. · archived
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Drivers' Age and Automated Vehicle Explanations · 2021 · Zhang, Qiaoning · archived
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Mode Awareness and Automated Driving—What Is It and How Can It Be Measured? ↗ · 2020 · Kurpiers, Christina et al. · indexed
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Supporting anticipation in driving through attentional and interpretational in-vehicle displays ↗ · 2016 · Stahl, Patrick et al. · indexed
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Psychophysiological investigation of vigilance decrement: Boredom or cognitive fatigue? ↗ · 2008 · Pattyn, Nathalie et al. · indexed
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Enhancing Perceived Situation Awareness and Reducing Perceived Workload with a Likelihood Alarm Display ↗ · 2005 · Fallon, Corey K. et al. · indexed
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Investigating the Influence of Takeover Request Warning Methods on Driver Tension in Level 3 Automated Driving · 2025 · Fukuzawa, Taiga et al. · archived
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How ADAS alert resources match the Driver-Vehicle-Environment system model: an analysis of co-design data ↗ · 2024 · Camilo, Bruna Salvaia et al. · indexed
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Human reliability analysis in situated driving context considering human experience using a fuzzy-based clustering approach · 2021 · He, Chao et al. · archived
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Effects of Design Variables of In-Vehicle Touch Interface on Driving Performance, Glance Behavior, and Subjective Workload ↗ · 2020 · Lee, Seul Chan et al. · indexed
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On-Road Evaluation of Destination Entry and Way-Finding Tasks: Comparisons Against Normal Driving ↗ · 2011 · Perez, Miguel et al. · indexed
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The role of perceptual load in inattentional blindness ↗ · 2007 · Cartwright-Finch, Ula et al. · indexed
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Assessment of Seafarers’ Mental Workload: A Study on High Speed Craft · 2024 · Kartoglu, Cem et al. · archived
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Effects of Mobile Computer Terminal Configuration and Level of Driving Control on Police Officers’ Performance and Workload ↗ · 2021 · Shupsky, Taylor et al. · indexed
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Tapping task as an index of mental workload in a time sharing task<sup>1</sup> ↗ · 2002 · Shinohara, Kazumitsu et al. · indexed
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Comparative study of the effects of auditory, visual and multimodality displays on drivers' performance in advanced traveller information systems ↗ · 2001 · Liu, Yung-Ching · indexed
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The Influence of Sleep Quality, Vigilance, and Sleepiness on Driving-Related Cognitive Abilities: A Comparison between Young and Older Adults · 2020 · Bartolacci, Chiara et al. · archived
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Effects of Workload and Workload Transitions on Attention Allocation in a Dual-Task Environment: Evidence From Eye Tracking Metrics ↗ · 2020 · Moacdieh, Nadine Marie et al. · indexed
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Development of an Evaluation Method for a Driver's Cognitive Workload Using ECG Signal ↗ · 2014 · Hong, Wongi et al. · indexed
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Gaze Patterns in a Steering-Into-Lane Task on a Straight Road: The Effect of Driving Speed, Lane, and Expertise ↗ · 2011 · Kadar, Endre E. et al. · indexed
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Improvement and Calibration of Driving Safety Field Model: Resolving Risk Characterization Mismatches ↗ · 2026 · Hu, Yanting et al. · indexed
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The impact of in-car human-machine interface prompt locations on driver attention resource redistribution: An event-related potential study ↗ · 2025 · Wang, Shirui et al. · indexed
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Driving Under the Influence: How Music Listening Affects Driving Behaviors ↗ · 2019 · Navarro, Jordan et al. · indexed
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Augmented Reality Guidance for Control Transitions in Automated Driving ↗ · 2018 · Eriksson, Alexander et al. · indexed
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Effects of Alarm Modality and Alarm Reliability on Workload, Trust, and Driving Performance ↗ · 2015 · Shah, Smruti J. et al. · indexed
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Image-Based Fatigue Detection of Vehicle Driver: State-of-the-Art and Reference Model ↗ · 2021 · Bulygin, Alexandr et al. · indexed
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The Effects of Vehicle Automation on Driver Engagement: The Case of Adaptive Cruise Control and Mind Wandering ↗ · 2020 · Weaver, Starla M. et al. · indexed
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Improving performance of public transit buses by minimizing driver distraction ↗ · 2012 · D’Souza, K. A. et al. · indexed
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Predicting Operator Situation Awareness from Psychophysiological Signals: Utility of Personalized and Universal Models ↗ · 2024 · Zhang, Johnny et al. · indexed
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Deriving Driver Behavioral Pattern Analysis and Performance Using Neural Network Approaches ↗ · 2022 · Malik, Meenakshi et al. · indexed
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Psychometric properties of the Attitudes and Beliefs about Sleepy Driving Scale in Chinese drivers and its relationships with driving behaviours ↗ · 2022 · Zhao, Chunyue et al. · indexed
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A Review of Empirical Studies on User Acceptance of Driver Assistance Systems ↗ · 2015 · Md Isa, Mohd Hafzi et al. · indexed
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Watch Out for Explanations: Information Type and Error Type Affect Trust and Situational Awareness in Automated Vehicles ↗ · 2025 · Du, Na et al. · indexed
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Change of drivers’ functional condition during dangerous goods transportation ↗ · 2022 · Afonin, Maksym · indexed
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A Novel Heterogeneous Network for Modeling Driver Attention With Multi-Level Visual Content ↗ · 2022 · Hu, Zhongxu et al. · indexed
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Smart Driver Monitoring: When Signal Processing Meets Human Factors: In the driver's seat ↗ · 2016 · S. Aghaei, Amirhossein et al. · indexed
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Analysis of Bus Driver Fatigue and Distracted Driving with DMS Warning-Based Data and Association Rules Mining ↗ · 2025 · Yang, Jun et al. · indexed
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Degraded States of Engagement in Air Traffic Control ↗ · 2022 · Migliorini, Yannick et al. · indexed
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A Scoping Study on Driver’s Perspective of Distracting Factors ↗ · 2021 · Al-Rousan, Taleb M. et al. · indexed
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Model-Based Estimation of Mental Workload in Drivers Using Pupil Size Measurements ↗ · 2023 · Pillai, Prarthana et al. · indexed
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Concealing their communication: Exploring psychosocial predictors of young drivers’ intentions and engagement in concealed texting · 2014 · Gauld, Cassandra S. et al. · archived
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Role of Lateral Acceleration in Curve Driving: Driver Model and Experiments on a Real Vehicle and a Driving Simulator ↗ · 2001 · Reymond, Gilles et al. · indexed
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Understanding the Correlation Between Boredom Proneness Induced Sleepiness and Microsleep Events Among Drivers ↗ · 2025 · Mauladea, Faiza et al. · indexed
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Design of On-body Tactile Displays to Enhance Situation Awareness in Automated Vehicles ↗ · 2022 · Chiossi, Francesco et al. · indexed
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Highly automated vehicle safety driver monitoring support through Bayesian MCMC Logistic Regression ↗ · 2021 · Corcoran, Nicole M et al. · indexed
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Workload Assessment in Human Performance Models Using the Secondary-Task Technique ↗ · 2012 · Wang, Wenbi · indexed
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EEG Alpha Spindles as Indicators for Prolonged Brake Reaction Time During Auditory Secondary Tasks in a Real Road Driving Study ↗ · 2011 · Schrauf, M. et al. · indexed
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Analysis of Driving Behavior Characteristics in the Transition of Yellow Light ↗ · 2020 · Zheng, Haoran et al. · indexed
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A further exploration of sensation seeking propensity, reward sensitivity, depression, anxiety, and the risky behaviour of young novice drivers in a structural equation model · 2012 · Scott‐Parker, Bridie et al. · archived
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Understanding Explanation Content for Cognitive and Affective Trust in Automated Vehicles · 2025 · Zhang, Qiaoning · archived
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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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The Role of Working Memory in Levels of Situation Awareness ↗ · 2012 · Gutzwiller, Robert S. et al. · indexed
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Review of Driver Behavior Characteristics and Hazard Perception Enhancement in Low-Illumination Environments ↗ · 2025 · Feng, Pengfei et al. · indexed
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Advanced Alarm Method Based on Driver’s State in Autonomous Vehicles ↗ · 2021 · Han, Ji-Hyeok et al. · indexed
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Driving with and without automation on the motorway – an observational study ↗ · 2020 · Várhelyi, András et al. · indexed
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On the Workload of Vigilance: Comparison of the NASA-TLX and the MRQ ↗ · 2009 · Boles, David B. et al. · indexed
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Analysis of mental workload indicators among railway crossing guards in Yogyakarta City ↗ · 2023 · Hariyono, Widodo et al. · indexed
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Targeting young driver emotions can reduce their cellphone distractions ↗ · 2023 · Hoseinzadeh Nooshabadi, Mehdi et al. · indexed
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Driver distraction detection via multi‐scale domain adaptation network ↗ · 2023 · Wang, Jing et al. · indexed
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Improve adaptive cruise control under driver distraction: Time headway compensation based on a random‐effect crash risk model ↗ · 2021 · Li, Penghui et al. · indexed
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Assessing Cognitive Fidelity in a Situation Awareness Process Model ↗ · 2019 · Freiman, Mary et al. · indexed
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Classifying Driver Attention Level Using Logistic Regression and Support Vector Machine ↗ · 2021 · Farhat, Ana et al. · indexed
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Age, cognitive load, and multimodal effects on driver response to directional warning ↗ · 2019 · Lundqvist, Linda-Marie et al. · indexed
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Visual attention allocation between robotic arm and environmental process control ↗ · 2015 · Wickens, Christopher D. et al. · indexed
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Differences in Off-Road Glances: Effects on Young Drivers’ Performance ↗ · 2010 · Donmez, Birsen et al. · indexed
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Multimodal Wearable-Based Automated Driver Inattention State Assessment Using Multidevices and Novel Cross-Modal Attention Framework ↗ · 2025 · Pavan, Kaveti et al. · indexed
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Integration of Human Factors in an Automated Driving Supervision System · 2022 · Scoliege, Jordan et al. · archived
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Investigating the validity of subjective workload rating (NASA TLX) and subjective situation awareness rating (SART) for cognitively complex human–machine work ↗ · 2021 · Braarud, Per Øivind · indexed
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Real-time driver drowsiness estimation by multi-source information fusion with Dempster–Shafer theory ↗ · 2013 · Li, Xuanpeng et al. · indexed
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Future Driver Assistance: Basing Safety Features on What the Driver Should Do! ↗ · 2003 · Schäfer, Helge et al. · indexed
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The Effect of Advanced Driver Assistance Systems on Truck Drivers’ Defensive Driving Behaviors: Insights from a Preliminary On-Road Study ↗ · 2025 · Huang, Chunxi et al. · indexed
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Assessment and Prediction of Remote Operators’ Mental Workload Through AoI Data in AV Scenarios ↗ · 2025 · Valerio, Andrea et al. · indexed
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The Impact of Instrumental Music on Dual-task Interference in a Simulated Driving Environment · 2024 · Khadiv, Elahe et al. · archived
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Assessing Situation Awareness (SA) Using Single- or Dual-Location functional Near Infrared Spectroscopy (fNIRS) · 2023 · Bracken, Bethany K. et al. · archived
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Analysis of HAZMAT truck driver fatigue and distracted driving with warning-based data and association rules mining ↗ · 2023 · Sun, Ming et al. · indexed
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Driving Anger dimensions and their relationship with Aberrant Driver Behavior in Lebanon: Results from a National Self-reported Survey ↗ · 2022 · Youssef, Dalal et al. · indexed
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Safety climate and the distracted driving experiences of truck drivers ↗ · 2015 · Swedler, David et al. · indexed
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Dimensions of driving anger and their relationships with aberrant driving ↗ · 2015 · Zhang, Tingru et al. · indexed
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Interactions between Cars and Motorcycles: Testing Underlying Concepts through Integration of On-Road and Simulator Studies ↗ · 2013 · Lenné, Michael G et al. · indexed
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Modeling of Driver Steering Operations in Lateral Wind Disturbances toward Driver Assistance System ↗ · 2009 · KURATA, Yoshinori et al. · indexed
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WORKLOAD OF HELICOPTER PILOTS AND ITS IMPACT ON FLIGHT PERFORMANCE ↗ · 2025 · Institute of Aeronautics and Applied Mechanics, Warsaw University of Technology, Warsaw, Poland et al. · indexed
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Auditory Hazard Notifications in Intelligent Cockpits: The Impacts on Driver Trust and Workload during Automated Driving ↗ · 2024 · Su, Yizi et al. · indexed
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Reconciling situation awareness in humans versus machines via mode awareness and schemata ↗ · 2013 · Hew, Patrick · indexed
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On the Assessment of Criteria for Driver Impairment;In Search of the Golden Yardstick for Driving Performance ↗ · 2003 · Brookhuis, Karel et al. · indexed
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How to Reduce Work-Related Road Deaths? Driver Fatigue Monitoring – Case Study · 2025 · DAVIDOVIĆ, Jelica et al. · archived
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Personality, functional performance, and travel patterns related to older drivers’ risky driving behavior: A naturalistic driving study ↗ · 2025 · Zhu, Yuanfang et al. · indexed
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Electronic Device Use: A Review of the Literature on Addictive Behaviors · 2023 · Hoekstra-Atwood, Liberty et al. · archived
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The Effects of Driver’s Trust in Adaptive Cruise Control and Traffic Density on Workload and Situation Awareness ↗ · 2020 · Kwon, Soon-Chan et al. · indexed
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Driver’s Safety Assessment In Two-Lane Rural Road Work Zones · 2020 · Valdés-Díaz, Didier M et al. · archived
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ACC design for safety and fuel efficiency: the acceptance of safety margins when adopting different driving styles · 2019 · Pampel, Sanna M. et al. · archived
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The need for a multi-factorial model of safe human performance in air traffic control ↗ · 2010 · Edwards, Tamsyn et al. · indexed
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Video entertainment to mitigate safety risks during prolonged automated driving: Impacts on cognitive load, fatigue, and takeover performance ↗ · 2026 · Ma, Jun et al. · indexed
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A multimodal interaction-based approach to situational driving anger emotion regulation ↗ · 2025 · Wei, Ting et al. · indexed
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On-Road Assessment of Driver Mode Awareness of Assisted and Automated Driving ↗ · 2022 · Britten, Nicholas et al. · indexed
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AutoPreview: A Framework for Autopilot Behavior Understanding · 2021 · Shen, Yuan et al. · archived
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A driver model using optic information for longitudinal and lateral control of a long vehicle combination ↗ · 2014 · Nilsson, Peter et al. · indexed
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Driver-Assistance System to Encourage Spontaneous Eco-Driving Behavior ↗ · 2011 · Hiraoka, Toshihiro et al. · indexed
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Quantitative Human Error Model and Analysis of Rational Driver · 2006 · Kumamoto, Hiromitsu et al. · archived
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The effects of level of automation and adaptive automation on human performance, situation awareness and workload in a dynamic control task ↗ · 2004 · Kaber, David B. et al. · indexed
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Attentional Models of Multitask Pilot Performance Using Advanced Display Technology ↗ · 2003 · Wickens, C. D. · indexed
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Development and validation of a scale assessing achievement goals in driving ↗ · 2020 · Mascret, Nicolas et al. · indexed
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The influence of sustained attention on Railway accidents ↗ · 1997 · Edkins, Graham D. et al. · indexed
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Introducing a multi-variate classification method: Risky driving acceptance among different heterogeneous driver sub-cultures ↗ · 2020 · Timmermans, Chantal et al. · indexed
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Emotional reactivity: Beware its involvement in traffic accidents ↗ · 2018 · Katia M’bailara et al. · indexed
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A new dynamic spatial information design framework for AR-HUD to evoke drivers’ instinctive responses and improve accident prevention ↗ · 2023 · Wang, Jianmin et al. · indexed
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Measuring risky driving behaviours among young drivers: Development of a scale for the Oman setting ↗ · 2018 · Al-Reesi, Hamed et al. · indexed
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Effects of Human Adaptation and Trust on Shared Control for Driver-Automation Cooperative Driving ↗ · 2017 · Li, Renjie et al. · indexed
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Situation Awareness in Automated Vehicles through Proximal Peripheral Light Signals ↗ · 2017 · van Veen, Tom et al. · indexed
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Effects of Chronic Stress and Acute Stress on Driving Performance ↗ · 2024 · Oliver, Myriam et al. · indexed
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Driver Modeling Using a Continuous Policy Space: Theory and Traffic Data Validation ↗ · 2024 · Yaldiz, Cem Okan et al. · indexed
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Modeling risk anticipation and defensive driving on residential roads with inverse reinforcement learning ↗ · 2014 · Shimosaka, Masamichi et al. · indexed
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Differential moderating effect of locus of control on effect of driving experience in young male and female drivers · 2010 · Holland, Carol et al. · archived
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Training for the unexpected: Enhancing driver preparedness through hazard awareness. A 15-year cohort study ↗ · 2026 · Kuipers, Jorrit et al. · indexed
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Evolutionary Perspective on Human Cognitive Architecture in Cognitive Load Theory: a Dynamic, Emerging Principle Approach ↗ · 2023 · Kalyuga, Slava · indexed
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Supervision of a self-driving vehicle unmasks latent sleepiness relative to manually controlled driving ↗ · 2021 · Flynn-Evans, Erin E. et al. · indexed
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Estimation of Mental Workload during Motorcycle Operation ↗ · 2015 · Ohtsuka, Ryoichi et al. · indexed
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Inhibitory Control and Reward Predict Risky Driving in Young Novice Drivers: A Simulator Study ↗ · 2011 · Jongen, Ellen et al. · indexed
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IMCATN: Transformer Based Learning With Multi-Scale Information Fusion for Driver Cognitive Load Recognition ↗ · 2025 · Cheng, Shiwei et al. · indexed
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Longer-term exposure vs training: Their effect on drivers' mental models of ADAS technology ↗ · 2022 · Carney, Cher et al. · indexed
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The Expert Locomotive Engineer’s Mental Model · 2021 · NHTSA · archived
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The impact of road advertising signs on driver behaviour and implications for road safety: A critical systematic review ↗ · 2019 · Oviedo-Trespalacios, Oscar et al. · indexed
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The Strategic Task Overload Model: History, Status, Challenges, and Extensions into New Domains ↗ · 2017 · Sebok, Angelia · indexed
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Classification of Driver's Neutral and Cognitive Distraction States Based on Peripheral Vehicle Behavior in Driver's Gaze Transition ↗ · 2016 · Hirayama, Takatsugu et al. · indexed
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Feature Selection Model based on EEG signals to Assess the Cognitive Workload in Drivers ↗ · 2020 · Becerra-Sánchez, E. Patricia et al. · indexed
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Fatigue Modelling in Truck Drivers Transporting Liquefied Gas Cylinders Using the Psychomotor Vigilance Test (PVT) and Karolinska Sleepiness Scale (KSS) ↗ · 2024 · Syaifullah, Danu Hadi et al. · indexed
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Decision Support System Assessment Of Truck Driver Work Mental Load in Giwangan Market Area, Yogyakarta Using NASA-TLX · 2022 · Nurdin, Riani et al. · archived
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Crash Involvement and Risky Riding Behaviors among Delivery Riders in China: The Role of Working Conditions ↗ · 2019 · Zheng, Yubing et al. · indexed
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Investigating the Effects of Electric Bicycle Risk Warning Systems on Motor Vehicle Driver Behavior ↗ · 2025 · Liu, Xia et al. · indexed
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When AI Behavior Contradicts Its Interface: How Users Infer Authority in Semi-Automated Driving ↗ · 2026 · Park, Jungmi · indexed
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Driver Behavior Characteristics of Teenage Drivers and Older Drivers · 1999 · Parham, Angelia H. et al. · archived
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Impact Factor Investigations on Driver Reaction Time Based on Analytic Hierarchy Process ↗ · 2018 · Zhang, Zhiyong et al. · indexed
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"Turn Left At The Fairham Pub" Using Navigational Guidance to Reconnect Drivers With Their Environment ↗ · 2016 · Antrobus, Vicki et al. · indexed
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Driver Steering Model Reflecting Personal Characteristics Utilizing Model Predictive Control ↗ · 2024 · Seki, Suzuka et al. · indexed
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Path analysis of the factors influencing driving anger among taxi drivers based on naturalistic driving data ↗ · 2024 · Wan, Ping et al. · indexed
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Repeated Induction of Inattentional Blindness in a Simulated Aviation Environment ↗ · 2017 · Kennedy, Kellie D. et al. · indexed
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Driving Efficacy of Elderly Drivers by Driving Situation according to the Level of Anxiety: A Perspective on the Need for Specialized Mental Health Driving Rehabilitation Services ↗ · 2025 · Korean Academy of Mental Health in Occupational Therapy et al. · indexed
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Heavy vehicle driver fatigue: Observing work and rest behaviours of truck drivers in Australia ↗ · 2024 · Casey, Gregory J. et al. · indexed
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Intersection Complexity and Its Influence on Human Drivers · 2022 · Weinreuter, Hannes et al. · archived
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Sleepiness of Occupational Drivers · 2005 · Philip, Pierre · archived
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Driver behavior classification for stop-n-go traffic via machine learning based driver model ↗ · 2026 · Kopeczi-Bocz, Akos T. et al. · indexed
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Road Transport Accident Analysis from A System-Based Accident Analysis Approach Using Swiss Cheese Model · 2019 · Akuh, Raymond et al. · archived
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Assessment of cyclists' cognitive workload through eye tracker and EEG sensors: Sensitivity to individual and external factors in a real-world experiment ↗ · 2026 · Kchour, Fatima et al. · indexed
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Interpretive Load and Cognitive Depletion in Knowledge Work Cognitive mechanisms behind ambiguity processing in organizational environments ↗ · 2026 · Nogarotto, Luca · indexed
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Assessing Data Imbalance Correction Methods and Gaze Entropy for Collision Prediction ↗ · 2025 · Goodridge, Courtney Michael et al. · indexed
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Experimental identification of a linear parametric driver steering control model with torque feedback ↗ · 2024 · Niu, Tenghao et al. · indexed
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Expression of anger while driving - personality and self-consciousness in Chinese drivers · 2023 · Zhai, Chenzhao et al. · archived
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Brain Electrodynamic and Hemodynamic Signatures Against Fatigue During Driving ↗ · 2018 · Chuang, Chun-Hsiang et al. · indexed
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Conceptual Model for an Intelligent Persuasive Driver Assistant ↗ · 2018 · Yamsaengsung, Siam et al. · indexed
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A Systematic Review of Intervening to Prevent Driving While Intoxicated: The Problem of Driving While Intoxicated (DWI) ↗ · 2016 · Buckley, Lisa et al. · indexed
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Multi-modal assessment of on-road demand of voice and manual phone calling and voice navigation entry across two embedded vehicle systems ↗ · 2015 · Mehler, Bruce et al. · indexed
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Human-Machine Hybrid Enhanced Driving for Collision Avoidance and Lane Keeping ↗ · 2025 · Wang, Yan et al. · indexed
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Human-Vehicle Interaction to Support Driver's Situation Awareness in Automated Vehicles: A Systematic Review ↗ · 2023 · Capallera, Marine et al. · indexed
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Identification of pilots’ mental workload under different flight phases based on a portable EEG device ↗ · 2023 · Liu, Chenglin et al. · indexed
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Cooperative Advisory Residual Policies for Congestion Mitigation · 2024 · Hasan, Aamir et al. · archived