Theoretical Contribution
conceptual framework
A framework, taxonomy, or set of definitions that organizes a problem space: distraction taxonomies, levels-of-automation classifications, definitions of driver state constructs, conceptual models of takeover or engagement. The contribution is structured vocabulary and distinctions for thinking about the domain, not causal explanation (theory_or_model) and not empirical results.
2454 paper(s) · newest first · see also all information types
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Towards Operationalizing Driver Distraction · 2013 · Foley, James P et al. · archived
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Driver distraction and driver inattention: Definition, relationship and taxonomy ↗ · 2011 · Regan, Michael et al. · indexed
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Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles ↗ · 2021 · On-Road Automated Driving (ORAD) Committee · indexed
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A Taxonomy of Strategies For Supporting Time-Sharing With Non-Driving Tasks in Automated Driving · 2019 · He, Dengbo et al. · archived
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A new Taxonomy for Automated Driving: Structuring Applications based on their Operational Design Domain, Level of Automation and Automation Readiness ↗ · 2024 · Betz, Johannes et al. · indexed
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When terminology hinders research: the colloquialisms of transitions of control in automated driving ↗ · 2022 · Maggi, Davide 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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Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles ↗ · 2018 · On-Road Automated Driving (ORAD) Committee · indexed
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Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles ↗ · 2016 · On-Road Automated Driving (ORAD) Committee · indexed
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Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
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Taxonomy and Definitions for Terms Related to On-Road Motor Vehicle Automated Driving Systems ↗ · 2014 · On-Road Automated Driving (ORAD) Committee · indexed
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Toward Defining Driving Automation from a Human-Centered Perspective ↗ · 2017 · Yang, Ji Hyun et al. · indexed
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Defining Driver Distraction · 2008 · Lee, John et al. · archived
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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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Am I Driving or Are You or Are We Both? A Taxonomy for Handover and Handback in Automated Driving ↗ · 2017 · Wintersberger, Philipp 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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Work domain modeling of human-automation interaction for in-vehicle automation · 2024 · Zhang, You et al. · archived
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A Taxonomic Odyssey: Evolution, Criticisms, and Future Directions of Driving Automation Taxonomies – The Case of SAE J3016 ↗ · 2026 · Kim, Soyeon et al. · indexed
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Driver behavior and the use of automation in real-world driving ↗ · 2021 · Gershon, Pnina et al. · indexed
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A critique of the SAE conditional driving automation definition, and analyses of options for improvement · 2018 · Inagaki, Toshiyuki et al. · archived
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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
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A Review and Framework of Control Authority Transitions in Automated Driving ↗ · 2015 · Lu, Zhenji et al. · indexed
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Human-Centered Challenges and Contribution for the Implementation of Automated Driving · 2011 · van den Beukel, Arie P. et al. · archived
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Flow or Distraction? Exploring Multimodal Patterns of Driver States in Automated Driving ↗ · 2025 · Chen, Pei-Ru et al. · indexed
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Human Factors Evaluation of Level 2 and Level 3 Automated Driving Concepts: Past Research, State of Automation Technology, and Emerging System Concepts · 2014 · Trimble, Tammy E. et al. · archived
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Towards a Standard Taxonomy for Levels of Automation in Heavy-Duty Mobile Machinery ↗ · 2021 · Machado, Tyrone et al. · indexed
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Automated driving · 2020 · Janssen, Christian P. et al. · archived
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Driver Distraction Injury Prevention Countermeasures‚ÄîPart 2 · 2008 · Regan, Michael et al. · archived
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Using Driver State Detection in Automated Vehicles · 2018 · Gaspar, John et al. · archived
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Engaging with Highly Automated Driving: To be or Not to be in the Loop? · 2015 · Louw, Tyron et al. · archived
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Situation Awareness and Transitions in Highly Automated Driving: A Framework and Mini Review ↗ · 2017 · Son, Joonwoo 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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Key considerations in the development of driving automation systems ↗ · 2015 · Christensen, Andy et al. · indexed
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Concept of an Ontology for Automated Vehicle Behavior in the Context of Human-Centered Research on Automated Driving Styles ↗ · 2021 · Ossig, Johannes et al. · indexed
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Spotlighting distraction in artificial intelligence driver assistance systems · 2023 · Cardoso, Bruno et al. · archived
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Consumer Use & Adoption of Advanced Vehicle Systems · 2019 · Seppelt, Bobbie et al. · archived
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How Do Non-driving-related Tasks Affect Engagement Under Highly Automated Driving Situations? A Literature Review · 2021 · Jaussein, Marie et al. · archived
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Taxonomy, Open Challenges, Motivations, and Recommendations in Driver Behavior Recognition: A Systematic Review ↗ · 2024 · al-qaysi, ziadoon · indexed
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A Hidden Markov Framework to Capture Human–Machine Interaction in Automated Vehicles ↗ · 2019 · Janssen, Christian P. et al. · indexed
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Is conditionally automated driving a bad idea? Observations from an on-road study in automated vehicles with multiple levels of driving automation · 2025 · Kim, Soyeon et al. · archived
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Driving-task-related human-machine interaction in automated driving ↗ · 2019 · Walch, Marcel et al. · indexed
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Driver Modeling for Detection and Assessment of Driver Distraction: Examples from the UTDrive Test Bed ↗ · 2017 · Hansen, John H.L. et al. · indexed
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Driver distraction and inattention in the realm of automated driving ↗ · 2018 · Cunningham, Mitchell L. et al. · indexed
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Issues in Human–Automation Interaction Modeling: Presumptive Aspects of Frameworks of Types and Levels of Automation ↗ · 2017 · Kaber, David B. · indexed
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Driver Engagement Strategies for L3 ADS: A Review of the Literature ↗ · 2022 · Prendez, David M. et al. · indexed
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Automated Driving: A Literature Review of the Take over Request in Conditional Automation · 2020 · Morales-Alvarez, Walter et al. · archived
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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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Minimum Required Attention: A Human-Centered Approach to Driver Inattention ↗ · 2017 · Kircher, Katja et al. · indexed
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Distraction mitigation through driver monitoring systems: a scoping review ↗ · 2026 · Ayas, Suzan et al. · indexed
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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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Effects of Distraction in On-Road Level 2 Automated Driving: Impacts on Glance Behavior and Takeover Performance ↗ · 2021 · Yang, Shiyan et al. · indexed
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Cooperation Between Vehicle and Driver: Predicting the Driver’s Takeover Capability in Cooperative Automated Driving Based on Orientation Patterns · 2024 · Herzberger, Nicolas et al. · archived
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Driver Reactions to Automated Vehicles · 2018 · Eriksson, Alexander et al. · archived
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A Systematic Review of Takeover System Design and Evaluation in Highly Automated Driving ↗ · 2025 · Liu, Tianrui et al. · indexed
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Takeover performance according to the level of disengagement during automated driving · 2022 · Gallouin, Evan et al. · 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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From Attention to Distraction: Driver State Analysis From an Engineering Perspective – A Review ↗ · 2025 · Uccello, Lorenzo et al. · indexed
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Preface to the Special Section on Human Factors and Automation in Vehicles · 2012 · Merat, Natasha et al. · archived
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Second-generation UMTRI coding scheme for classifying driver tasks in distraction studies and application to the ACAS FOT video clips. · 2006 · Yee, Serge et al. · archived
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A Taxonomy for Autonomous Vehicles Considering Ambient Road Infrastructure ↗ · 2023 · Chen, Sikai et al. · indexed
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Defining interactions: a conceptual framework for understanding interactive behaviour in human and automated road traffic ↗ · 2020 · Markkula, G. et al. · indexed
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A Dataset on Takeover during Distracted L2 Automated Driving · 2025 · Hwang, Jiwoo et al. · archived
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Driver Distraction/Overload Research and Engineering: Problems and Solutions ↗ · 2010 · Green, Paul A. · indexed
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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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A Systematic Review of Takeover System Design in Highly Automated Driving ↗ · 2026 · Liu, Tianrui et al. · indexed
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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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Research of the Level of Driver Involvement in the Management of a Highly Automated Vehicle ↗ · 2022 · Zabudskiy, A. Yu. 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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On the Philosophical Foundations of the Distracted Driver and Driving Distraction ↗ · 2008 · Hancock, Peter A. et al. · indexed
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Fatigue and distraction warning system for autonomous vehicle drivers in the process of three-level autonomous driving · 2024 · Sun, Haoran · archived
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What do we mean by cognitive load? Towards more accurate definition of the term for better identification by driver monitoring systems ↗ · 2023 · Goodridge, Courtney Michael et al. · indexed
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Humans and intelligent vehicles : the hope, the help, and the harm. · 2016 · Fisher, Donald L. et al. · archived
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Model-based estimation of the state of vehicle automation as derived from the driver's spontaneous visual strategies · 2019 · Schnebelen, Damien et al. · archived
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Failures in Driving Automation Systems: Definitions, Taxonomy, and Prevention Mechanisms ↗ · 2024 · Roberts, Shannon C. · indexed
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Human Factors Evaluation of Level 2 and Level 3 Automated Driving Concepts ↗ · 2015 · Blanco, Myra et al. · indexed
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Countermeasures To Detect and Combat Inattention While Driving Partially Automated Systems · 2023 · Paras, Carolina Rodriguez et al. · archived
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Taming the eHMI jungle: A classification taxonomy to guide, compare, and assess the design principles of automated vehicles' external human-machine interfaces ↗ · 2020 · Dey, Debargha 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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Devil in the details: Systematic review of TOR signals in automated driving with a generic classification framework ↗ · 2022 · Jansen, Reinier J. 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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A Systematic Literature Review on the Effects of Non-Driving Tasks on the Takeover Process in Highly Automated Driving ↗ · 2023 · Yoon, Sol-Hee et al. · indexed
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Situation Awareness: The Key to Safe Autonomous Systems: Plenary Talk ↗ · 2019 · Haidegger, Tamás · indexed
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Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated vehicles ↗ · 2025 · Pradhan, Anuj K. · indexed
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From Manual Driving to Automated Driving · 2019 · Ayoub, Jackie et al. · archived
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How Are Automation Failures Characterized in the Driving Domain? Insights From a Scoping Review ↗ · 2024 · Kanaan, Dina et al. · indexed
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How to navigate the intermediate levels of vehicle automation? ↗ · 2025 · van Nes, Nicole et al. · indexed
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Beyond Levels of Automation: Human System Modes, Levels, Functions and Patterns for an Intelligent Human Systems Integration of Humans and Co-Systems · 2024 · Flemisch, Frank 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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Effect of human–machine interface infotainment systems and automated vehicles on driver distraction ↗ · 2024 · Abbasi, Elahe et al. · indexed
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An Integrated Open-Source Framework for Automated Analysis of Driver Activity, Glance, and Vehicle Automation Mode ↗ · 2026 · Sahoo, Praneet et al. · indexed
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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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Takeover Transition in Autonomous Vehicles: A YouTube Study · 2019 · Zhou, Feng et al. · archived
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Creating the environment for driver distraction: A thematic framework of sociotechnical factors ↗ · 2018 · Parnell, Katie J. et al. · indexed
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A systematic review on test performance of the driver takeover process in automated driving ↗ · 2025 · Chen, Haolin et al. · indexed
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Driver’s Mental Models of Advanced Vehicle Technologies: A Proposed Framework for Identifying and Predicting Operator Errors · 2021 · Pradhan, Anuj K. et al. · archived
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How do visual and cognitive non-driving related tasks affect drivers’ visual attention and takeover performance in conditionally automated driving? · 2024 · Pan, Hengyan et al. · archived
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Influence of Driving Experience on Distraction Engagement in Automated Vehicles · 2019 · He, Dengbo et al. · archived
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An Ontological Approach to Inform HMI Designs for Minimising Driver Distractions with ADAS ↗ · 2018 · Fan, Botao et al. · indexed
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How to Design Human-Vehicle Cooperation for Automated Driving: A Review of Use Cases, Concepts, and Interfaces ↗ · 2024 · Peintner, Jakob et al. · indexed
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Human factors of automated driving systems: a compendium of lessons learned ↗ · 2021 · Biondi, Francesco N. et al. · indexed
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A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
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Detecting driver distraction · 2018 · Liang, Yulan · archived
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Dangerous intersections? A review of studies of fatigue and distraction in the automated vehicle ↗ · 2019 · Matthews, Gerald et al. · indexed
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Effects of non-driving-related tasks on driving performance after takeover request in automated driving (Level 3): a simulator study · 2025 · Horáková, Miroslava et al. · archived
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Toward Integrated Automation Status and Alerting Display Management Systems for Vehicles ↗ · 2022 · Moertl, Peter 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. · indexed
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Human factors perspectives on highly automated driving · 2020 · Navarro, Jordan et al. · archived
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The Effects of Visual and Cognitive Distractions on Operational and Tactical Driving Behaviors ↗ · 2013 · Zhang, Yu et al. · indexed
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Capturing Voluntary, Involuntary, and Habitual Components of Driver Distraction in a Self-Reported Questionnaire · 2015 · Marulanda, Susana et al. · archived
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Toward Computational Simulations of Behavior During Automated Driving Takeovers: A Review of the Empirical and Modeling Literatures · 2019 · McDonald, Anthony D. et al. · archived
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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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How to assess driver's interaction with partially automated driving systems – A framework for early concept assessment · 2017 · van den Beukel, Arie P. et al. · archived
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Toward Computational Simulations of Behavior During Automated Driving Takeovers: A Review of the Empirical and Modeling Literatures · 2019 · McDonald, Anthony D et al. · archived
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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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Control Task Substitution in Semiautomated Driving · 2012 · Carsten, Oliver et al. · archived
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Research Framework for Studying Driver Distraction on Polish City Highways · 2013 · Kelwyn A. D’Souza et al. · archived
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Analysis of Physical Readiness for Take-Over in Automated Driving – Approach to Classify Non-Driving Related Activities According to Their Level of Complexity ↗ · 2024 · Schäffer, Miriam et al. · indexed
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Is partially automated driving a bad idea? Observations from an on-road study · 2018 · Banks, Victoria A. et al. · archived
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Partially Automated Vehicle Simulation for Studying Driver Distraction in Real Scenarios ↗ · 2024 · Bendahmane, Mohammed et al. · indexed
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Ontology of autonomous driving based on the SAE J3016 standard ↗ · 2024 · Trypuz, Robert et al. · indexed
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Driver Takeover Performance under Different Driving Contexts and Non-Driving Tasks in Level 3 Automated Driving · 2026 · Liu, Meiqi et al. · archived
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Takeover Request Design in Automated Driving: A Systematic Review ↗ · 2021 · Salubre, Kevin Joel et al. · indexed
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Concept and development of a unified ontology for generating test and use‐case catalogues for assisted and automated vehicle guidance ↗ · 2014 · Geyer, Sebastian et al. · indexed
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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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Human-Centered Intervention Based on Tactical-Level Input in Unscheduled Takeover Scenarios for Highly-Automated Vehicles · 2020 · Kamezaki, Mitsuhiro et al. · archived
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Driver Engagement · 2023 · Deiana, Francesco et al. · archived
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Takeover performance evaluation using driving simulation: a systematic review and meta-analysis · 2021 · Soares, Sónia et al. · archived
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Overall effects of non-driving related activities’ characteristics on takeover performance in the context of SAE Level 3: A meta-analysis · 2022 · Shi, Elisabeth et al. · archived
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The implication of non-driving activities on situation awareness and take-over performance in level 3 automation ↗ · 2020 · Yang, Lichao et al. · indexed
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Quantitative models for automation rate and situation awareness response: A case study of levels of driving automation ↗ · 2021 · Liu, Yunmei et al. · indexed
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A Systematic Review of Metrics Measuring Takeover Performance in Conditionally Automated Driving ↗ · 2025 · Tilbury, Dawn M. et al. · indexed
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How Do Advanced Driver Assistance Systems Fit into Level of Automation Frameworks? ↗ · 2022 · Souders, Dustin J. et al. · indexed
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Towards Safe and Comfortable Vehicle Control Transitions: A Systematic Review of Takeover Time, Time Budget, and Takeover Performance · 2025 · Liang, Kexin et al. · archived
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Design of Conditional Driving Automation Variables to Improve Takeover Performance ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Patterns of Sequential Off-Road Glances Indicate Levels of Distraction in Automated Driving ↗ · 2019 · Yang, Shiyan et al. · indexed
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Is the Technology in Your Car Driving You to Distraction? · 2015 · Strayer, David L. · archived
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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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An Approach to Transfer of Control Between Automated Vehicle and Driver · 2026 · Dubovsky, V. et al. · archived
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Classification of Driver Distraction Risk Levels: Based on Driver’s Gaze and Secondary Driving Tasks ↗ · 2022 · Zheng, Lili et al. · indexed
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2017 Forum on the Impact of Vehicle Technologies and Automation on Users: A Summary Report · 2018 · AAA Foundation for Traffic Safety · archived
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Time Required for Take-over from Automated to Manual Driving ↗ · 2016 · Ito, Toshio et al. · indexed
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Eye-based driver state monitor of distraction, drowsiness, and cognitive load for transitions of control in automated driving ↗ · 2016 · Cabrall, Christopher et al. · indexed
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The Effect of Urgency of Take-Over Requests During Highly Automated Driving Under Distraction Conditions · 2021 · Naujoks, Frederik et al. · archived
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Improving Driver Engagement During L2 Automation: A Pilot Study · 2019 · Pradhan, Anuj K et al. · archived
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Lateral control assistance in car driving: classification, review and future prospects ↗ · 2011 · Navarro, J. 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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Automation Expectation Mismatch: Incorrect Prediction Despite Eyes on Threat and Hands on Wheel ↗ · 2018 · Victor, Trent et al. · indexed
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A Fuzzy-Logic Approach to Dynamic Bayesian Severity Level Classification of Driver Distraction Using Image Recognition · 2020 · Fasanmade, Adebamigbe 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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Human-Machine interfaces and vehicle Automation: A review of the literature and recommendations for system Design, Feedback, and alerts · 2024 · Wang, Meng et al. · archived
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Cognitive Distraction: Something to Think About · 2013 · AAA Foundation for Traffic Safety · archived
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Challenging the Silences: An analysis of SAE J3016 as a classification System ↗ · 2024 · Navon Nathan, Eilat · indexed
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Mental models and driver takeover in automated vehicles: a systematic review ↗ · 2025 · Nasser, George et al. · indexed
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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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The Impact of Autonomous Driving Takeover Assistance Information Design on Driver Takeover Performance and Situational Awareness · 2024 · Xie, Lintong et al. · archived
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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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Enlightening mode awareness · 2023 · Mirnig, Alexander G. et al. · archived
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Attention Selection and Multitasking in Everyday Driving: A Conceptual Model ↗ · 2017 · Engström, Johan et al. · indexed
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A human factors perspective on automated driving · 2017 · Kyriakidis, Miltos et al. · archived
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Using Driver State Detection in Automated Vehicles [supporting dataset] · 2019 · Gaspar, John et al. · archived
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Insights for the Future of Car Rental and Ridesharing: Driving Behavior Across Different Levels of Automation · 2025 · Meda, Pranav et al. · archived
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New knowledge and methods for mitigating driver distraction · 2018 · Geitner, Claudia · archived
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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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Vision-Language Hazard Reasoning for Driver Distraction and Workload Estimation ↗ · 2025 · Ng, Shu-Kay et al. · indexed
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Towards Understanding Human-Technology Migration: Internal Interaction in Automated Road Vehicles · 2025 · Weiser, Paul et al. · archived
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Understanding driver distraction associated with specific behavioural interactions with in-vehicle and portable technologies · 2017 · Imberger, K · archived
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Editorial: Cognitive Mechanisms for Safe Road Traffic Systems · 2022 · Vecchiato, Giovanni et al. · archived
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Addressing Driver Disengagement and Proper System Use: Human Factors Recommendations for Level 2 Driving Automation Design ↗ · 2021 · Mueller, Alexandra S. et al. · indexed
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Agents, environments, scenarios: A framework for examining models and simulations of human-vehicle interaction ↗ · 2020 · Janssen, Christian P. et al. · indexed
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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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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation ↗ · 2022 · Regan, Michael A. et al. · indexed
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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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Decoding Driver Takeover Behaviour in Conditional Automation with Immersive Virtual Reality · 2024 · Ansar, Muhammad Sajjad et al. · archived
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Modeling takeover decisions in driving automation: a multilevel drift–diffusion model (MDDM) framework integrating human, system, and environmental factors ↗ · 2026 · Sheng, Youyu et al. · indexed
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When Driving Automation Exceeds Human Ability: Authoritative Control Interventions and their Implications for Human-Machine Interaction ↗ · 2026 · Dixon, Liza et al. · indexed
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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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Systematic Review of Research on Driver Distraction in the Context of Advanced Driver Assistance Systems ↗ · 2021 · Pradhan, Anuj K. · indexed
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Learning from Drivers: A Case-Based Reasoning Framework for Takeover Control in Conditionally Automated Vehicles · 2026 · Mostafavi, Ali et al. · archived
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Driver State Monitoring Technology for Conditionally Automated Vehicles: Review and Future Prospects ↗ · 2023 · Qu, You et al. · indexed
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Effects of Control Transition Strategies and Human-Machine Interface Designs on Driver Performance in Automated Driving Systems · 2024 · Leung, Chokiu et al. · archived
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Drivers have constrained cognitive resources under cognitive and visual distraction: Safety implications for transitions of control from vehicle automation ↗ · 2026 · Gonçalves, Rafael C. et al. · indexed
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Exploratory Development of Algorithms for Determining Driver Attention Status · 2024 · Herbers, Eileen et al. · archived
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Exploring the effect of driver drowsiness on takeover performance during automated driving: An updated literature review · 2025 · Pan, Hengyan et al. · archived
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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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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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Cognitive psychological approach for unraveling the take-over process during automated driving ↗ · 2019 · Scatturin, Lara et al. · indexed
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A proposed psychological model of driving automation ↗ · 2000 · Stanton, Neville A. et al. · indexed
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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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Analysis of Influencing Factors of Level 3 Automated Vehicle Takeover: A Literature Review ↗ · 2024 · Guo, Hanying et al. · indexed
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Driver Distraction and Stress Detection Systems: A Review ↗ · 2020 · Ghandour, Raymond et al. · indexed
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A Driver Situational Awareness Estimation System Based on Standard Glance Model for Unscheduled Takeover Situations ↗ · 2019 · Hayashi, Hiroaki et al. · indexed
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Automotive UI for Controllability and Safe Transitions of Control ↗ · 2018 · Borojeni, Shadan Sadeghian et al. · indexed
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North American Approaches to Principles, Codes, Guidelines, and Checklists for In-Vehicle HMI ↗ · 2008 · Burns, Peter · indexed
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Assessing the Ghanaian driver's susceptibility to distraction engagement · 2025 · Sam, Enoch F. · archived
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2021 Virtual Forum on the Impact of Vehicle Technologies and Automation on Users: A Summary Report · 2022 · AAA Foundation for Traffic Safety · archived
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Effects of non-driving related tasks during autonomous driving · 2023 · Horáková, Miroslava · archived
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Conceptualization of Human Factors in Automated Driving by Work Domain Analysis ↗ · 2020 · Zhang, You et al. · indexed
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Bridging Gaps Among Human, Assisted, and Automated Driving With DVIs: A Conceptional Experimental Study ↗ · 2018 · Wang, Jiao 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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A Modular Multi-Stream Perception and Deterministic Fusion Framework for Takeover Prompting in Autonomous Driving ↗ · 2026 · Thakkar, Vatsal · indexed
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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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Effects of Level 3 Automated Vehicle Drivers’ Fatigue on Their Take-Over Behaviour: A Literature Review ↗ · 2021 · Guo, Hanying et al. · indexed
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Human factors implications of vehicle automation: Current understanding and future directions · 2014 · Merat, Natasha et al. · archived
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From HMI to HMIs: Towards an HMI Framework for Automated Driving · 2020 · Bengler, Klaus et al. · archived
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Evaluating Driver Features for Cognitive Distraction Detection and Validation in Manual and Level 2 Automated Driving ↗ · 2020 · Yang, Shiyan et al. · indexed
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Is take-over time all that matters? The impact of visual-cognitive load on driver take-over quality after conditionally automated driving ↗ · 2016 · Zeeb, Kathrin et al. · indexed
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Supervising the self-driving car: Situation awareness and fatigue during highly automated driving ↗ · 2023 · McKerral, Angus et al. · indexed
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Awakening the Disengaged: Can Driving-Related Prompts Engage Drivers in Partial Automation? ↗ · 2025 · Bai, Xiaolu et al. · 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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Takeover Requests in Highly Automated Truck Driving: How Do the Amount and Type of Additional Information Influence the Driver–Automation Interaction? · 2018 · Richardson, Natalie T. 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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2019 Forum on the Impact of Vehicle Technologies and Automation on Users – Design and Safety Implications: A Summary Report · 2020 · AAA Foundation for Traffic Safety · archived
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Modelling the Dynamics of Situation Awareness Recovery: The Impact of Graded Warning Strategies in Automated Driving Takeovers ↗ · 2026 · Ding, Yaonan et al. · indexed
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Individual Differences in Glance Patterns under Distraction in Level 2 Automated Driving ↗ · 2020 · Yang, Shiyan et al. · indexed
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Effect of Obstacle Type and Cognitive Task on Situation Awareness and Takeover Performance in Conditionally Automated Driving · 2023 · Meteier, Quentin et al. · archived
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Managing Driving Modes in Automated Driving Systems · 2022 · Ríos Insua, David et al. · archived
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Autonomous Vehicles that Alert Humans to Take-Over Controls: Modeling with Real-World Data · 2021 · Rangesh, Akshay et al. · archived
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The Relationship between Driver Distraction and Mental Workload ↗ · 2017 · Schaap, Nina et al. · indexed
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Effects of levels of automation and non-driving related tasks on driver performance and workload: A review of literature and meta-analysis ↗ · 2022 · Shahini, Farzaneh et al. · indexed
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A Taxonomy for Secondary In-Vehicle Tasks Based on Eye Glance and Task completion Time ↗ · 2005 · Blanco, Myra et al. · indexed
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Your Interface, Your Control: Adapting Takeover Requests for Seamless Handover in Semi-Autonomous Vehicles · 2025 · Gomaa, Amr et al. · archived
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Measuring and Predicting Drivers’ Takeover Readiness and Supporting Takeover Transitions in Automated Driving · 2023 · AAA Foundation for Traffic Safety · archived
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Attention-guiding Takeover Requests for Situation Awareness in Semi-autonomous Driving ↗ · 2023 · Chen, Qingxin et al. · indexed
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Driver Expectations for System Control Errors, Driver Engagement, and Crash Avoidance in Level 2 Driving Automation Systems · 2021 · Russell, Sheldon M. et al. · archived
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Towards standardized metrics for measuring takeover performance in conditionally automated driving: A systematic review · 2021 · Tilbury, Dawn M. et al. · archived
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Examining effects of scenario type and vehicle speed on takeover readiness and performance in conditionally automated driving ↗ · 2020 · Tilbury, Dawn M. et al. · indexed
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Detection of distracted driving through the analysis of real-time driver, vehicle, and roadway volatilities · 2024 · Usman, Sheikh Muhammad et al. · archived
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Taking Over Control From Highly Automated Vehicles in Complex Traffic Situations ↗ · 2016 · Gold, Christian et al. · indexed
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Effects of various in-vehicle human–machine interfaces on drivers’ takeover performance and gaze pattern in conditionally automated vehicles · 2024 · Shi, Jinlei et al. · archived
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GA-XGBoost Driving Distraction State Classification Model Based on Non-Driving Related Tasks ↗ · 2022 · Bai, Yajie et al. · indexed
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Quantitative Identification of Driver Distraction: A Weakly Supervised Contrastive Learning Approach · 2023 · Yang, Haohan et al. · archived
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Human-Machine Interfaces and Vehicle Automation: The Effect of HMI Design on Driver Performance and Behavior · 2023 · Wang, Meng et al. · archived
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Utilization of Drivetime – Performing Non-Driving Related Tasks While Driving Highly Automated ↗ · 2015 · Gold, Christian et al. · indexed
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The Impact of Mental States, Scenarios, and Modalities on Informative Takeover Requests in Automated Driving ↗ · 2025 · Lo, Wei-Hsiang 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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Defining workload in the context of driver state detection and HMI evaluation ↗ · 2012 · Mehler, Bruce et al. · indexed
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Risk level assessment of takeover behavior in L3 automated driving under grassland highway scenarios ↗ · 2026 · Guo, Min et al. · indexed
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Distracted when Using Driving Automation: A Quantile Regression Analysis of Driver Glances Considering Task Type · 2022 · He, Dengbo et al. · archived
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A Cognitive Model to Anticipate Variations of Situation Awareness and Attention for the Takeover in Highly Automated Driving ↗ · 2022 · Scharfe-Scherf, Marlene Susanne Lisa et al. · indexed
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Personalized Warning Systems for Automated Driving: Adapting to Individual Driving Styles for Enhanced Takeover Performance · 2025 · Spandana Sagam · archived
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User Requirements for Autonomous Vehicles – a Comparative Analysis of Expert and Non-expert-based Approach · 2020 · Rodak, Aleksandra et al. · archived
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“Fitting Data”: A Case Study on Effective Driver Distraction State Classification ↗ · 2019 · Zhang, Yu et al. · indexed
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Impact of non-driving related tasks while operating automated driving systems (ADS): A systematic review ↗ · 2023 · Pradhan, Anuj K. · indexed
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A multi-method approach to understanding drivers' experiences and behavior under partial vehicle automation · 2023 · Strayer, DL et al. · archived
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How to Keep Drivers Attentive during Level 2 Automation? Development and Evaluation of an HMI Concept Using Affective Elements and Message Framing ↗ · 2022 · Hecht, Tobias et al. · indexed
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Modeling takeover time based on non-driving-related task attributes in highly automated driving ↗ · 2021 · Yoon, Sol Hee et al. · indexed
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European NCAP Program Developments to Address Driver Distraction, Drowsiness and Sudden Sickness ↗ · 2021 · Fredriksson, Rikard et al. · indexed
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Are you in the loop? Using gaze dispersion to understand driver visual attention during vehicle automation · 2017 · Louw, Tyron et al. · archived
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Naturalistic Study of Level 2 Driving Automation Functions · 2018 · Russell, Sheldon M. et al. · archived
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Predicting Takeover Performance and Identifying Behavioral Patterns in Autonomous Vehicles Based on Readiness State and Scenario Complexity ↗ · 2025 · Lai, Hsueh-Yi et al. · indexed
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Research on Multimodal Human-Machine Interface for Takeover Request of Automated Vehicles · 2025 · WANG, Junfeng et al. · archived
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Behavioural changes in drivers experiencing highly-automated vehicle control in varying traffic conditions · 2013 · Jamson, A. Hamish et al. · archived
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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Who is performing the driving tasks after interventions? Investigating drivers' understanding of mode transition logic in automated vehicles ↗ · 2024 · Kim, Soyeon et al. · indexed
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Using Naturalistic Vehicle-Based Data to Predict Distraction and Environmental Demand ↗ · 2019 · Kanaan, Dina et al. · indexed
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Context-Aware Quantitative Risk Assessment Machine Learning Model for Drivers Distraction · 2024 · Fasanmade, Adebamigbe et al. · archived
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Using driver monitoring to estimate readiness in automation: A conceptual model based on simulator experimental data · 2024 · Gonçalves, Rafael C. et al. · archived
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Do Researchers Use the Levels of Automation Appropriately? How Automation is Discussed in Research ↗ · 2023 · Parker, Jah’inaya et al. · indexed
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Driver Distraction Assessment Using Driver Modeling ↗ · 2013 · Hermannstadter, Peter et al. · indexed
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Effect of Takeover Guidance and Surrounding Traffic Information Affect Takeover Performance in Conditional Driving Automation · 2024 · An, Suyang et al. · archived
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DeepTake: Prediction of Driver Takeover Behavior using Multimodal Data · 2020 · Pakdamanian, Erfan et al. · archived
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Incorporating different phases of situation awareness information into the design of advanced takeover requests for urgent takeover scenarios ↗ · 2026 · Lai, Hsueh-Yi et al. · indexed
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Teaming with Your Car: Redefining the Driver–Automation Relationship in Highly Automated Vehicles ↗ · 2022 · Lee, Joonbum et al. · indexed
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Sharing the responsibility for driver distraction across road transport systems: A systems approach to the management of distracted driving ↗ · 2015 · Young, Kristie L. et al. · indexed
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Real-Time Detection System of Driver Distraction Using Machine Learning · 2013 · Tango, Fabio et al. · archived
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Human Performance in Vehicle Driving · 2026 · Abendroth, Bettina et al. · archived
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Autonomous driving: investigating the feasibility of car-driver handover assistance · 2015 · Walch, Marcel et al. · 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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Ready for Take-Over? A New Driver Assistance System for an Automated Classification of Driver Take-Over Readiness ↗ · 2017 · Braunagel, Christian et al. · indexed
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Supporting Users' Understanding of Driving Automation Systems: The Effect of Meaningful System Names and Responsibility-Focused Textual Reminders ↗ · 2025 · Czupi, Emma et al. · indexed
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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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Modeling Drivers’ Takeover Behavior Depending on the Criticality of Driving Situations and the Complexity of Secondary Tasks ↗ · 2019 · Tanshi, Foghor et al. · indexed
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Multidimensional Assessment of Takeover Performance in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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Considerations for the development of a driver distraction safety rating system for new vehicles · 2020 · Imberger, K · archived
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Design friction in autonomous drive—exploring transitions between autonomous and manual drive in non-urgent situations ↗ · 2023 · Bley, Jessica et al. · indexed
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From Car-Driver-Handovers to Cooperative Interfaces: Visions for Driver-Vehicle Interaction in Automated Driving ↗ · 2017 · Walch, Marcel et al. · indexed
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Driver body information analysis for distraction state detection ↗ · 2015 · Sato, Kazuhito et al. · indexed
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Government and Industry Perspectives on Driver Distraction ↗ · 2008 · Tingvall, Claes et al. · indexed
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Ready to Transition? Strategies to Bring Drivers Back into the Loop Upon Requests to Intervene in Conditionally Automated Driving ↗ · 2024 · Heinrich, Luisa Katharina 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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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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Studying Driver’s Perception Arousal and Takeover Performance in Autonomous Driving ↗ · 2022 · Wang, Qiuhong et al. · indexed
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Driver Cognitive Distraction Detection Using Driving Performance Measures ↗ · 2012 · Jin, Lisheng et al. · indexed
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From Driver to Supervisor: Comparing Cognitive Load and EEG-based Attentional Resource Allocation across Automation Levels · 2023 · Figalova, Nikol et al. · archived
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Cooperation between drivers and automation: implications for safety ↗ · 2008 · Hoc, Jean-Michel et al. · indexed
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Look Up! An Eye-Tracking Study on Situation Awareness During Automated Vehicle Takeover ↗ · 2021 · Liang, Nade et al. · indexed
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The Effects of Multi-modal Takeover Request on Distracted Drivers’ Takeover Performance and Perception · 2022 · Yang, Ye et al. · archived
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Using Task Switching to Explain Effects of Non-Driving Related Activities on Takeover and Manual Driving Behavior Following Level 3 Automated Driving ↗ · 2022 · Shi, Elisabeth et al. · indexed
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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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Proposed Framework for Identifying and Predicting Operator Errors When using Advanced Vehicle Technologies ↗ · 2020 · Pradhan, Anuj K. et al. · indexed
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The Rolling Robot and the Human Brain: Handover of the Driving Task in Automated Vehicles · 2024 · Roessger, Peter et al. · archived
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User Interactions with Vehicle Automation Technologies: A Review of Previous Research and a Proposed Framework · 2023 · AAA Foundation for Traffic Safety · archived
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Evaluating In-Car Tasks’ Distraction Effects with Drive-In Lab · 2025 · Kujala, Tuomo et al. · archived
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Driver Cognitive Distraction Classification While Using Eco-driving Applications · 2024 · Lin, Rui et al. · archived
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Gaze Entropy and Driver Safety: Understanding Cognitive Failure and Situational Response Before Take-over ↗ · 2025 · Chang, Mi et al. · indexed
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Operational Design Domain for Automated Driving Systems: Taxonomy Definition and Application ↗ · 2023 · Mendiboure, Leo et al. · indexed
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How Do Automation Modes Influence the Frequency of Advanced Driver Distraction Warnings? A Simulator Study ↗ · 2023 · Koniakowsky, Ina Marie et al. · indexed
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Situation Awareness, Scenarios, and Secondary Tasks: Measuring Driver Performance and Safety Margins in Highly Automated Vehicles ↗ · 2016 · Gibson, Madeleine et al. · indexed
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A Taxonomy for Autonomous Vehicles Considering Ambient Road Infrastructure · 2023 · Chen, Sikai et al. · archived
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Driver Distraction with Wireless Telecommunications and Route Guidance Systems · 2000 · Tijerina, L. et al. · archived
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Automated Driving: Interactive Automation Control System to Enhance Situational Awareness in Conditional Automation · 2018 · Olaverri-Monreal, Cristina 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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Is driving experience all that matters? Drivers’ takeover performance in conditionally automated driving ↗ · 2023 · Zhang, Neng et al. · indexed
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A Systematic Review and Meta-Analysis of Takeover Performance During Conditionally Automated Driving ↗ · 2020 · Weaver, Bradley W. et al. · indexed
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Takeover Context Matters: Characterising Context of Takeovers in Naturalistic Driving using Super Cruise and Autopilot ↗ · 2023 · Yang, Shiyan et al. · indexed
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Task Interruption and Control Recovery Strategies After Take-Over Requests Emphasize Need for Measures of Situation Awareness ↗ · 2020 · Vogelpohl, Tobias et al. · indexed
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From partial and high automation to manual driving: Relationship between non-driving related tasks, drowsiness and take-over performance ↗ · 2018 · Naujoks, Frederik et al. · indexed
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Effects of User Interfaces on Take-Over Performance: A Review of the Empirical Evidence · 2021 · Kim, Soyeon et al. · archived
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Driver behavior while using Level 2 vehicle automation: A hybrid naturalistic study · 2023 · Cooper, JM et al. · archived
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Analysis of driver roles: modelling the changing role of the driver in automated driving systems using EAST ↗ · 2019 · Banks, Victoria A. et al. · indexed
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A novel study on subjective driver readiness in terms of non-driving related tasks and take-over performance ↗ · 2022 · Kim, Jungsook et al. · indexed
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Influences of Instructions about Operations on the Evaluation of the Driver Take-Over Task in Cockpits of Highly-Automated Vehicles ↗ · 2021 · Schnöll, Patrick · indexed
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A Research Framework for Studying Transit Bus Driver Distraction · 2013 · D’Souza, Kelwyn A. et al. · archived
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Comparative Analysis of Deep Learning Architectures for Real-Time Driver Distraction Classification: Spatial, Temporal, and Attention-Based Approaches ↗ · 2026 · Seong, Younho et al. · indexed
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Multitasking While Driving: How Drivers Self-Regulate Their Interaction with In-Vehicle Touchscreens in Automated Driving ↗ · 2023 · Ebel, Patrick et al. · indexed
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Situational Awareness in the Context of Automated Driving - Adapting the Situational Awareness Global Assessment Technique · 2023 · Schwindt, Sarah et al. · archived
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Discovering Driver-vehicle Coordination Problems in Future Automated Control Systems: Evidence from Verbal Commentaries ↗ · 2015 · Banks, Victoria A. et al. · indexed
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Transitions Between Highly Automated and Longitudinally Assisted Driving: The Role of the Initiator in the Fight for Authority ↗ · 2020 · Maggi, Davide et al. · indexed
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Driver-initiated Tesla Autopilot Disengagements in Naturalistic Driving · 2020 · Morando, Alberto et al. · archived
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Mathematical Definitions of Scene and Scenario for Analysis of Automated Driving Systems in Mixed-Traffic Simulations · 2021 · Andreotti, Eleonora et al. · archived
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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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Human-Centered HMI Design for Level 3 Automated Driving Takeover Process ↗ · 2023 · Qiu, Yuqi · indexed
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Drivers’ Performance in Non-critical Take-Overs From an Automated Driving System—An On-Road Study ↗ · 2022 · Rydström, Annie et al. · indexed
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Use Cases for Assessing, Testing, and Validating the Human Machine Interface of Automated Driving Systems ↗ · 2018 · Naujoks, Frederik et al. · indexed
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Detection of Driver Cognitive Distraction Using Machine Learning Methods ↗ · 2023 · Misra, Apurva et al. · indexed
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Distracted Drivers Differ in Infrastructure Sensitivity, Not Distraction Frequency: A Naturalistic Crosswalk Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Identifying Negative Driver States that Share Commonalities for Interventions ↗ · 2025 · Seaman, Sean et al. · indexed
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On the forces of driver distraction: Explainable predictions for the visual demand of in-vehicle touchscreen interactions ↗ · 2023 · Ebel, Patrick et al. · indexed
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Noncritical State Transitions During Conditionally Automated Driving on German Freeways: Effects of Non–Driving Related Tasks on Takeover Time and Takeover Quality ↗ · 2019 · Naujoks, Frederik et al. · indexed
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Getting Back Into the Loop: The Perceptual-Motor Determinants of Successful Transitions out of Automated Driving · 2019 · Mole, Callum D. et al. · archived
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Fatigue and Voluntary Utilization of Automation in Simulated Driving ↗ · 2012 · Neubauer, Catherine et al. · indexed
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Driver Inattention Detection in the Context of Next-Generation Autonomous Vehicles Design: A Survey ↗ · 2020 · El Khatib, Alaa et al. · indexed
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Investigating levels of remote operation in high-level on-road autonomous vehicles using operator sequence diagrams ↗ · 2024 · Parr, Hannah et al. · indexed
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Take-Over Request in Highly Automated Driving: A Survey on Driving Experience and Emergency Operation Accuracy · 2020 · ZHANG, Han et al. · archived
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Do automation and digitalization distract drivers? A systematic review ↗ · 2025 · Vijay, Neelima C. et al. · indexed
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Evaluation of Autonomous Vehicles and Smart Technologies for Their Impact on Traffic Safety and Traffic Congestion · 2020 · Miles, James et al. · archived
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Familiarity and Complexity during a Takeover in Highly Automated Driving · 2021 · Scharfe-Scherf, Marlene Susanne Lisa et al. · archived
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Systematic review and meta-analysis of take-over time from automated driving at SAE levels 2 and 3 to manual control ↗ · 2025 · Sekadakis, Marios et al. · indexed
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Computer vision‐based recognition of driver distraction: A review ↗ · 2021 · Moslemi, Negar et al. · indexed
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Driver response and recovery following automation initiated disengagement in real-world hands-free driving ↗ · 2023 · Gershon, Pnina et al. · indexed
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Take-Over Performance and Safety Analysis Under Different Scenarios and Secondary Tasks in Conditionally Automated Driving · 2019 · Wu, Chaozhong et al. · archived
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Driver-initiated takeover as self-regulation: A video-based study of how drivers assess automated driving situations to determine intervention needs ↗ · 2026 · Shen, Su et al. · indexed
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Modeling Driver-Initiated Intervention in Automated Driving: A Dual-Stage Progressive Intention-to-Action Prediction Framework ↗ · 2026 · Tang, Tianxiang et al. · indexed
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A Panoramic Review of Situational Awareness Monitoring Systems ↗ · 2023 · Elshafei, Aly et al. · indexed
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A human centric framework for the analysis of automated driving systems based on meaningful human control ↗ · 2019 · Calvert, Simeon C. et al. · indexed
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Autonomous Driving Systems: A Preliminary Naturalistic Study of the Tesla Model S ↗ · 2017 · Endsley, Mica R. · indexed
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Drivers have Impaired Working Memory under High Cognitive Load and Visual Distraction: Safety Implications for Transitions of Control from Vehicle Automation ↗ · 2026 · Goncalves, Rafael Cirino et al. · indexed
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What determines the take-over time? An integrated model approach of driver take-over after automated driving ↗ · 2015 · Zeeb, Kathrin et al. · indexed
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Testing of Advanced Driver Assistance Towards Automated Driving: A Survey and Taxonomy on Existing Approaches and Open Questions ↗ · 2015 · Stellet, Jan Erik et al. · indexed
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YOLO-Drive: Robust Driver Distraction Recognition under Fine-Grained and Overlapping Behaviors ↗ · 2026 · Yu, Zhichao et al. · indexed
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Analysis of autopilot disengagements occurring during autonomous vehicle testing ↗ · 2017 · Lv, Chen 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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Human-Machine Interfaces for Handover from Automated Driving Systems: A Literature Review ↗ · 2020 · Greatbatch, Richard L. et al. · indexed
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A Study on the Driver"s Recognition and Behavioral Response of Control Authority Transition in Level 3 Automated Driving Vehicles ↗ · 2020 · Kim, Hyunsuk et al. · indexed
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Psychological factors of the transfer of control in an automated vehicle ↗ · 2021 · Odachowska, Ewa et al. · indexed
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Using Human-Machine Interfaces To Convey Feedback in Automated Vehicles · 2019 · Shull, Emily et al. · archived
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Integration of Human Factors in an Automated Driving Supervision System · 2022 · Scoliege, Jordan et al. · archived
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Takeover Safety Analysis with Driver Monitoring Systems and Driver–Vehicle Interfaces in Highly Automated Vehicles ↗ · 2021 · Yu, Dongyeon et al. · indexed
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Capturing the Mind: Non-Driving-Related Tasks as a Window into Cognitive Engagement in Automated Driving ↗ · 2024 · Bai, Xiaolu et al. · indexed
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Driver’s Arousal and Workload under Partial Vehicle Automation · 2020 · AAA Foundation for Traffic Safety · archived
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Confidence Horizon for a Dynamic Balance between Drivers and Vehicle Automation: First Sketch and Application · 2022 · Herzberger, Nicolas et al. · archived
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Toward Driver Stage-wise Takeover Behavior in Autonomous Driving: A Cognitive Process Modeling Approach for Adaptive Takeover Requests Design ↗ · 2026 · Wang, Jie et al. · indexed
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From Prediction to Design: Using Context-Aware Graph Neural Networks and Explainable AI to Anticipate Transfer-of-Control ↗ · 2026 · Zhao, Zhouqiao et al. · indexed
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The impact of non-driving related tasks on the development of driver sleepiness and takeover performances in prolonged automated driving ↗ · 2023 · Pan, Hengyan 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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A User-Centered Approach to Adapt the Human-Machine Cooperation Strategy in Autonomous Driving · 2021 · Coeugnet, Stéphanie et al. · archived
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Moving Into the Loop: An Investigation of Drivers' Steering Behavior in Highly Automated Vehicles ↗ · 2020 · Alsaid, Areen et al. · indexed
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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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Unlocking Safer Driving: How Answering Questions Help Takeovers in Partially Automated Driving ↗ · 2023 · Bai, Xiaolu et al. · indexed
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Investigating Levels of Remote Operation in High-Level On-Road Autonomous Vehicles using Operator Sequence Diagrams ↗ · 2023 · Parr, Hannah et al. · indexed
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Supervisory Gaze Behaviour Under Different Automation Durations in Level 2 Driving: A First-Order Transition Analysis ↗ · 2026 · Chouchane, Hanna et al. · indexed
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Towards a Context-Dependent Multi-Buffer Driver Distraction Detection Algorithm · 2022 · Ahlstrom, Christer et al. · archived
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Driver intervention performance assessment as a key aspect of L3–L4 automated vehicles deployment ↗ · 2021 · Rodak, Aleksandra et al. · indexed
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Effects of non-driving related tasks on mental workload and take-over times during conditional automated driving · 2021 · Müller, Andreas et al. · archived
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Driver inattention monitoring system for intelligent vehicles: A review ↗ · 2009 · Dong, Yanchao et al. · indexed
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The Effect of Directional Tactile Guidance on Takeover Performance in Level 3 Automated Driving ↗ · 2025 · Liang, Xinying et al. · indexed
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Human behaviour with automated driving systems: a quantitative framework for meaningful human control ↗ · 2019 · Heikoop, Daniël D. 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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The Role of Driver Distraction in Traffic Crashes · 2001 · Stutts, Jane C. et al. · archived
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Usability testing of three visual HMIs for assisted driving: How design impacts driver distraction and mental models · 2023 · Perrier, Mickaël J. R. et al. · archived
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Non-driving-related tasks during level 3 automated driving phases–measuring what users will be likely to do. ↗ · 2021 · Shi, Elisabeth et al. · indexed
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Context-Aware Driver Distraction Severity Classification using LSTM Network ↗ · 2019 · Fasanmade, Adebamigbe et al. · indexed
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Behavior change associated with using partial automation among three samples of drivers during a 4-week field trial ↗ · 2025 · Reagan, Ian J. et al. · indexed
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Anticipatory Driving in Automated Vehicles: The Effects of Driving Experience and Distraction · 2023 · He, Dengbo et al. · archived
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An Analysis of Driver-Initiated Takeovers during Assisted Driving and their Effect on Driver Satisfaction · 2024 · Schwager, Robin et al. · archived
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Development and evaluation of a human machine interface to support mode awareness in different automated driving modes · 2022 · Tinga, Angelica M. et al. · archived
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The multitasking motorist and the attention economy · 2021 · Strayer, DL et al. · archived
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An Investigation of Peer Influences on Risky Child and Adolescent Pedestrian Road Crossing: Final Report · 2016 · Plumert, Jodie M. et al. · archived
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The effects of takeover request modalities on highly automated car control transitions ↗ · 2019 · Yoon, Sol Hee et al. · indexed
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CH-LSTTM: A Taxonomy of Traffic Hazards · 2024 · Yan, Song et al. · archived
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Impact of physical disengagement on driver alertness: implications for precursors of a fully automated highway system ↗ · 2002 · Hogan, R.M. · indexed
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Improving Driver Performance and Experience in Assisted and Automated Driving With Visual Cues in the Steering Wheel ↗ · 2022 · Diederichs, Frederik et al. · indexed
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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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Driver State Monitoring for Decreased Fitness to Drive ↗ · 2020 · Lenné, Michael G. et al. · indexed
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Exploring the Relationship Between Drivers’ Stationary Gaze Entropy and Situation Awareness in a Level-3 Automation Driving Simulation ↗ · 2024 · Ding, Wen et al. · indexed
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Effects of Non-Driving-Related Task Attributes on Takeover Quality in Automated Vehicles ↗ · 2020 · Lee, Seul Chan et al. · indexed
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Safety Oriented State Transitions in Level 3 Automated Driving Systems: A General Framework ↗ · 2019 · Huang, Chao et al. · indexed
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What Is Next for Vehicle Automation? From Design Concept through to Prototype Development ↗ · 2017 · Banks, Victoria A. et al. · indexed
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Automated Driving – Assessment of Interaction Concepts Under Real Driving Conditions ↗ · 2015 · Albert, Martin et al. · indexed
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Experimental Framework for Simulators to Study Driver Cognitive Distraction: Brake Reaction Time in Different Levels of Arousal ↗ · 2016 · Sena, Pasquale 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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Gaze behaviours engaged while taking over automated driving: a systematic literature review ↗ · 2022 · Deniel, Jonathan et al. · indexed
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USING IN-DEPTH CRASH DATA TO ASSESS THE ROLE OF DRIVER INATTENTION AND DRIVER DISTRACTION IN CRASHES ↗ · 2012 · Beanland, V et al. · indexed
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SAFECAR: A Brain–Computer Interface and intelligent framework to detect drivers’ distractions ↗ · 2022 · Martínez Beltrán, Enrique Tomás et al. · indexed
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Evaluation of Drivers’ Mental Model, Trust, and Reliance Toward Level 2 Automated Vehicles ↗ · 2024 · Zhang, Tingru et al. · indexed
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Determination of Takeover Time Budget Based on Analysis of Driver Behavior · 2022 · Tanshi, Foghor et al. · archived
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Human–Vehicle Cooperation in Automated Driving: A Multidisciplinary Review and Appraisal ↗ · 2019 · Biondi, Francesco et al. · indexed
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The role of driver distraction in traffic crashes · 2001 · Stutts, Jane C. et al. · archived
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Saliency-Based Attention Shifting: A Framework for Improving Driver Situational Awareness of Out-of-Label Hazards · 2025 · Shleibik, Yousra 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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Exploring driving anger-caused impairment of takeover performance among professional taxi drivers · 2024 · Pan, Hengyan et al. · archived
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Human-Machine Interfaces and Vehicle Automation: A Review of the Literature and Recommendations for System Design, Feedback, and Alerts · 2022 · AAA Foundation for Traffic Safety · archived
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Influencing Factors and Variation of Subjective Workload in the Process of Takeover During Autonomous Driving ↗ · 2021 · Ma, Yinbo et al. · indexed
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How do distracted and normal driving differ : an analysis of the ACAS naturalistic driving data · 2007 · Green, Paul E. et al. · archived
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Impact of non-driving related task types, request modalities, and automation on driver takeover: A meta-analysis ↗ · 2025 · Jin, Lisheng et al. · indexed
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Getting back in the loop: Does autonomous driving duration affect driver's takeover performance? · 2024 · Portron, Arthur et al. · archived
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A Spatial-Temporal Analysis of Brain Activation to Explain the Take-Over Failure in Conditionally Automated Driving ↗ · 2024 · Yin, Weiru 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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Drivers of partially automated vehicles are blamed for crashes that they cannot reasonably avoid · 2022 · Abbink, David A. · archived
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Drivers of partially automated vehicles are blamed for crashes that they cannot reasonably avoid · 2022 · Beckers, Niek et al. · archived
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Ready to transition? Strategies to bring drivers back into the loop upon requests to intervene in conditionally automated driving ↗ · 2025 · Heinrich, Luisa Katharina et al. · indexed
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Improving take-over quality in automated driving by interrupting non-driving tasks ↗ · 2019 · Köhn, Thomas et al. · indexed
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Assessment of Truck Driver Distraction Problem and Research Needs · 2005 · Llaneras, Robert E. et al. · archived
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Realising Meaningful Human Control Over Automated Driving Systems: A Multidisciplinary Approach · 2022 · de Sio, Filippo Santoni et al. · archived
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Attentive User Interfaces to Improve Multitasking and Take-Over Performance in Automated Driving ↗ · 2019 · Wintersberger, Philipp et al. · indexed
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Understanding the impacts of mobile phone distraction on driving performance: A systematic review · 2016 · Oviedo-Trespalacios, Óscar et al. · archived
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How to support level-compliant driver behavior in automated driving with optimized User Experience? · 2024 · Brüggemann, Nuria et al. · archived
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3D Risk Assessment Model of Non-driving-related Tasks in Level 3 Automated Driving ↗ · 2026 · Horáková, Miroslava et al. · indexed
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A driver-distraction-based lane-keeping assistance system · 2007 · Pohl, Jochen et al. · archived
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Text a Bit Longer or Drive Now? Resuming Driving after Texting in Conditionally Automated Cars ↗ · 2024 · Ch, Nabil Al Nahin et al. · indexed
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Drivers’ engagement in NDRTs during automated driving linked to travelling speed and surrounding traffic · 2023 · Liu, Xian et al. · archived
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Examining the Effects of Emotional Valence and Arousal on Takeover Performance in Conditionally Automated Driving · 2020 · Zhou, Feng et al. · archived
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Towards Cooperative Driving: Involving the Driver in an Autonomous Vehicle's Decision Making · 2016 · Walch, Marcel et al. · archived
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Consumer Knowledge of and Confusion with Driving Automation: Trends, Challenges and Implications ↗ · 2023 · Lee, Chaiwoo et al. · indexed
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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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Modelling level 1 situation awareness in driving: A cognitive architecture approach · 2024 · Rehman, Umair et al. · archived
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Effect of Partially Automated Driving on Mental Workload, Visual Behavior and Engagement in Nondriving-Related Tasks: A Meta-Analysis · 2025 · Vasta, N et al. · archived
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Investigating the impact of driving automation systems on distracted driving behaviors ↗ · 2021 · Dunn, Naomi et al. · indexed
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Redesigning Today’s Driving Automation Toward Adaptive Backup Control With Context-Based and Invisible Interfaces ↗ · 2020 · Cabrall, Christopher D. D. et al. · indexed
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Effects of different takeover request interfaces on takeover behavior and performance during conditionally automated driving ↗ · 2021 · Ou, Yang-Kun et al. · indexed
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Interactive Traffic Management for Highly Automated Vehicles · 2023 · Alkim, Tom et al. · archived
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Engagement in Non-Driving Related Tasks as a Non-Intrusive Measure for Mode Awareness: A Simulator Study ↗ · 2020 · Forster, Yannick et al. · indexed
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Adaptive automation: automatically (dis)engaging automation during visually distracted driving ↗ · 2018 · Cabrall, Christopher D.D. et al. · indexed
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Coming back into the loop: Drivers’ perceptual-motor performance in critical events after automated driving · 2017 · Louw, Tyron et al. · archived
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Driver Distraction Classification Using Deep Convolutional Autoencoder and Ensemble Learning ↗ · 2023 · Muthuswamy, Anirudh et al. · indexed
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Effects of Task-Induced Fatigue in Prolonged Conditional Automated Driving ↗ · 2019 · Jarosch, Oliver et al. · indexed
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Effects of Non-Driving Related Task Modalities on Takeover Performance in Highly Automated Driving ↗ · 2018 · Wandtner, Bernhard et al. · indexed
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Determining the risk of driver-at-fault events associated with common distraction types using naturalistic driving data ↗ · 2021 · Liang, Ou Stella et al. · indexed
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Use of High-Fidelity Simulation to Evaluate Driver Performance with Vehicle Automation Systems · 2009 · Brown, Timothy et al. · archived
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Analyzing Driver Strategy for Scheduled Takeovers Under the Effect of Multi-stage Takeover Request Design ↗ · 2023 · Tan, Xiaomei et al. · indexed
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Can EEG Measurements be Used to Estimate the Performance of Taking over Control from an Autonomous Vehicle for Different Levels of Distracted Driving? An Explorative Study ↗ · 2022 · Van Miltenburg, Maykel M.P.G. et al. · indexed
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Situational Awareness and Time to Takeover: Exploring an Alternative Method to Measure Engagement with High-Level Automation ↗ · 2017 · Clark, Hallie et al. · 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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How different mental workload levels affect the take-over control after automated driving ↗ · 2016 · Bueno, M. et al. · indexed
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Effects of directional takeover request interfaces on drivers’ gaze behaviour during transitions from automation: A systematic review and meta-analysis ↗ · 2025 · Arabian, Ali et al. · indexed
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Safe Control Transitions: Machine Vision Based Observable Readiness Index and Data-Driven Takeover Time Prediction · 2023 · Greer, Ross et al. · archived
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Predicting Driver Takeover Performance in Conditional Automation (Level 3) through Physiological Sensing · 2024 · Deng, Min et al. · archived
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Driver-centred vehicle automation: using network analysis for agent-based modelling of the driver in highly automated driving systems ↗ · 2016 · Banks, Victoria A. et al. · indexed
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Driver State Monitoring Systems– Transferable Knowledge Manual Driving to HAD ↗ · 2015 · Gonçalves, Joel et al. · indexed
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What Is Worse than a Back-Seat Driver? A Remote One: Rethinking Teleoperation in Automated Vehicles · 2026 · Bogg, Adam et al. · archived
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Effects of Readiness Deprivation on Takeover With Varying Time Budget in Conditional Automated Driving Scenarios ↗ · 2026 · Lai, Hsueh-Yi et al. · indexed
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Automated Vehicle Driver Monitoring Dataset from Real-World Scenarios · 2024 · Sabry, Mohamed et al. · archived
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Human Factors of Driving Automation: Evasive Maneuver Event Response Evaluation · 2023 · Britten, Nicholas N et al. · archived
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Predicting Driver Takeover Time in Conditionally Automated Driving · 2021 · Ayoub, Jackie et al. · archived
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Driver Takeover Performance and Monitoring Behavior with Driving Automation at System-Limit versus System-Malfunction Failures · 2020 · DeGuzman, Chelsea A. et al. · archived
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Naturalistic In-Vehicle Task Engagement Across Different Designs of Partial Automation Systems ↗ · 2026 · Noonan, Thomas Z. et al. · indexed
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Exploring the Impacts of Mind Wandering on Driver Takeover in Automated Vehicles: A Comparative Study of Multimodal Displays ↗ · 2023 · Dong, Miaomiao et al. · indexed
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Control Transition Interfaces in Semiautonomous Vehicles ↗ · 2017 · Mirnig, Alexander G. et al. · indexed
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Identifikation von Fahrertypen im Kontext des automatisierten Fahrens ↗ · 2021 · Schlüter, Jan et al. · indexed
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Task-specific versus free-choice non-driving-related tasks: Enhancing automated driving takeover research through varied task engagement ↗ · 2025 · Wang, Wenjun et al. · indexed
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Understanding Automation Surprise in Non-Critical Highly Automated Driving: An Initial On-Road Probing Study · 2024 · Dong, Haoyu et al. · archived
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Safety Compensation for Improving Driver Takeover Performance in Conditionally Automated Driving · 2020 · Yao, Hua et al. · archived
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Effects of unreliable automation, non-driving related task, and takeover time budget on drivers’ takeover performance and workload ↗ · 2022 · Shahini, Farzaneh et al. · indexed
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Review of driving performance parameters critical for distracted driving research ↗ · 2017 · Papantoniou, Panagiotis et al. · indexed
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Beyond the Dashboard: Investigating Distracted Driver Communication Preferences for ADAS · 2024 · Hasan, Aamir et al. · archived
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Toward Hazard or Action? Effects of Directional Vibrotactile Takeover Requests on Takeover Performance in Automated Driving ↗ · 2022 · Shi, Jinlei et al. · indexed
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A Review of Shared Control for Automated Vehicles: Theory and Applications · 2020 · Marcano, Mauricio et al. · archived
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Effect of Changes in Levels of Automated Driving on Manual Control Recovery ↗ · 2019 · Abe, Genya et al. · indexed
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Mindfulness Predicts Driver Engagement in Distracting Activities · 2018 · Young, Kristie L. et al. · archived
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Mental workload accumulation effect of mobile phone distraction in L2 autopilot mode · 2022 · Zhao, Hongfei et al. · archived
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Assessing Driving Styles in Commercial Motor Vehicle Drivers After Take-Over Conditions in Highly Automated Vehicles ↗ · 2022 · Riahi Samani, Ali et al. · indexed
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Rolling Out the Red (and Green) Carpet: Supporting Driver Decision Making in Automation-to-Manual Transitions ↗ · 2019 · Eriksson, Alexander et al. · indexed
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Identifying the Out Of The Loop phenomenon during driving automation using spontaneous gaze behavior ↗ · 2022 · Chouchane, Hanna et al. · indexed
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62‐3: <i>Invited Paper:</i> Human Interface Design in Transition from Automated Driving to Manual Driving ↗ · 2018 · Sato, Toshihisa · indexed
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Supporting Driver Attention Toward Potential Hazards During Takeover: A Preliminary Result ↗ · 2024 · Tilbury, Dawn M. et al. · indexed
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Hierarchical Automated Machine Learning Approach for Self-Optimizable Driving Distraction Recognition Based on Driver’s Lane-Keeping Performance ↗ · 2023 · Chai, Chen et al. · indexed
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Haptic Vibration as Mutual Assistance: Enhancing Driver-Automation Collaboration for Safer Takeovers in Conditional Automation ↗ · 2026 · Xu, Jinhui et al. · indexed
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Identification of Driver Distraction Based on SHRP2 Naturalistic Driving Study ↗ · 2021 · Liu, Zhiqiang et al. · indexed
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Predicting drivers’ takeover time for safe and comfortable vehicle control transitions: The role of spare capacity and driver characteristics ↗ · 2025 · Liang, Kexin et al. · indexed
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Human-Machine Interfaces and Vehicle Automation: The Effect of HMI Design on Driver Performance and Behavior · 2023 · AAA Foundation for Traffic Safety · archived
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How Do Drivers Self-Regulate their Secondary Task Engagements? The Effect of Driving Automation on Touchscreen Interactions and Glance Behavior · 2022 · Ebel, Patrick et al. · archived
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Driver Behavior Classification System Analysis Using Machine Learning Methods ↗ · 2021 · Ghandour, Raymond 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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What’s in a name? Drivers’ perceptions of the use of five SAE Level 2 driving automation systems ↗ · 2020 · Teoh, Eric R. · indexed
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Driver Distraction and Inattention and their Role in Crashes and Safety-Critical Events ↗ · 2017 · Gordon, Craig P. et al. · indexed
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Towards a transactional ergonomics for driver stress and fatigue ↗ · 2002 · Matthews, Gerald · indexed
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In-vehicle displays to support driver anticipation of traffic conflicts in automated vehicles · 2021 · He, Dengbo et al. · archived
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Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use · 2025 · Halin, Anaïs et al. · archived
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Analysis of the distraction impact on driving performance across driving styles: A driving simulator study in various speed conditions · 2025 · Faqani, Mobina et al. · archived
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Disengagement Cause-and-Effect Relationships Extraction Using an NLP Pipeline · 2022 · Zhang, Yangtao et al. · 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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The role of take-over cue informativity in interrupted take-over requests in a semi-automated driving scenario · 2026 · Berger, Alexander et al. · archived
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An HMI Concept to Improve Driver's Visual Behavior and Situation Awareness in Automated Vehicle ↗ · 2018 · Yang, Yucheng et al. · indexed
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Bringing the Driver Back In-The-Loop: Usefulness of Letting the Driver Know the Duration of an Automated Drive and its Impact on Takeover Performance · 2022 · Marx, Cyril et al. · archived
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Effects of explanation-based knowledge regarding system functions and driver’s roles on driver takeover during conditionally automated driving: A test track study ↗ · 2021 · Zhou, Huiping et al. · indexed
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Behavioral Changes to Repeated Takeovers in Highly Automated Driving: Effects of the Takeover-Request Design and the Nondriving-Related Task Modality ↗ · 2018 · Roche, Fabienne et al. · indexed
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Effects of directional takeover request interfaces on drivers’ gaze behaviour during transitions from automation: A systematic review and meta-analysis ↗ · 2026 · Arabian, Ali et al. · indexed
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Review of real-time visual driver distraction detection algorithms ↗ · 2010 · Ahlström, Christer et al. · indexed
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Supervised machine learning for modeling human recognition of vehicle-driving situations ↗ · 2005 · Dixon, K.R. et al. · indexed
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Distraction-induced driving error: An on-road examination of the errors made by distracted and undistracted drivers ↗ · 2012 · Young, Kristie L. et al. · indexed
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Impact of Smart Phones’ Interaction Modality on Driving Performance for Conventional and Autonomous Vehicles · 2020 · Favaro, Francesca M · archived
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Mental workLoad Accumulation Effect of Mobile Phone Distraction in L2 Autopilot Mode · 2022 · Zhao, Hongfei et al. · archived
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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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Impact of Voice Assistants’ Conversational Style on Cognitive Driver Distraction · 2025 · Dittrich, Monique et al. · archived
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A method for driving control authority transition for cooperative autonomous vehicle ↗ · 2015 · Koo, Yongbon et al. · indexed
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Supporting Drivers of Partially Automated Cars through an Adaptive Digital In-Car Tutor · 2020 · Boelhouwer, Anika et al. · archived
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Visual-Manual Distraction Detection Using Driving Performance Indicators With Naturalistic Driving Data ↗ · 2018 · Li, Zhaojian et al. · indexed
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Measuring Cognitive Distraction in the Automobile II: Assessing In-Vehicle Voice-Based Interactive Technologies · 2014 · AAA Foundation for Traffic Safety · archived
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Potential Individual Differences Regarding Automation Effects in Automated Driving ↗ · 2014 · Körber, Moritz et al. · indexed
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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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Training to Improve Drivers’ Behavior When Partial Driving Automation Fails [supporting datasets] · 2022 · Roberts, Shannon C et al. · archived
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Driver's exposure to distractions in their natural driving environment ↗ · 2005 · Stutts, J C et al. · indexed
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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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Applying participatory design to symbols for SAE level 2 automated driving systems · 2019 · Perrier, Mickaël J. R. et al. · archived
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Driver State Monitoring with Hierarchical Classification ↗ · 2018 · Weyers, Patrick et al. · indexed
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Robust Deep Learning-Based Driver Distraction Detection and Classification ↗ · 2021 · Ezzouhri, Amal et al. · indexed
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Guest Editors’ Introduction: Multimodal Technologies and Interaction in the Era of Automated Driving · 2019 · Riener, Andreas et al. · archived
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Determining Key Parameters with Data-Assisted Analysis of Conditionally Automated Driving · 2023 · Gruden, Timotej et al. · archived
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Human-Centered AI to Support an Adaptive Management of Human-Machine Transitions with Vehicle Automation · 2020 · Bellet, Thierry et al. · archived
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A Study on the Driver-Vehicle Interaction System in Autonomous Vehicles Considering Driver’s Attention Status ↗ · 2022 · Song, Yein et al. · indexed
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2022 Forum on the Impact of Vehicle Technologies and Automation on Users: A Summary Report · 2022 · AAA Foundation for Traffic Safety · archived
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Research on Distracted Driving Identification of Truck Drivers Based on Simulated Driving Experiment ↗ · 2021 · Zhang, Weihao et al. · indexed
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Automotive Collision Avoidance System Field Operational Test · 2005 · Llaneras, Robert E. et al. · 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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Understanding Driver-Automated Vehicle Interactions Through Wizard of Oz Design Improvisation ↗ · 2015 · Mok, Brian et al. · indexed
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Multimodal warning design for take-over request in conditionally automated driving · 2020 · Yun, Hanna et al. · archived
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A quantitative model of takeover request time budget for conditionally automated driving · 2024 · Tanshi, Foghor et al. · archived
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Model-based analysis of driver distraction by infotainment systems in automotive domain ↗ · 2017 · Broccia, Giovanna · indexed
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Assessing Driver Engagement Through Machine Learning Classification of Physiological Measures ↗ · 2023 · Lochbihler, Aidan et al. · indexed
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Analysis of Driver Takeover Performance in Autonomous Vehicles Based on Generalized Estimating Equations ↗ · 2025 · Duan, Min et al. · indexed
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Situation Awareness Classification Using Multi-modal Sensing in Automated Driving ↗ · 2021 · Liang, Nade et al. · indexed
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Tesla Autopilot Through Constructions: Investigating the Effect of On-Road Partially-Automated Driving through Construction Zones · 2024 · Biondi, Francesco et al. · archived
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Who Will Drive Automated Vehicles? - Usability Context Analysis and Design Guidelines for Future Control Centers for Automated Vehicle Traffic · 2023 · Schwindt, Sarah 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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Toward Shared Control Between Automated Vehicles and Users · 2020 · Terken, Jacques et al. · archived
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A multimodal interaction concept for cooperative driving ↗ · 2013 · Zimmermann, Markus et al. · indexed
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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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Semi-automated versus highly automated driving in critical situations caused by automation failures · 2014 · Strand, Niklas et al. · archived
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Analyzing driving stability and cognitive demands in takeover of conditional automation with immersive virtual reality ↗ · 2026 · Ansar, Muhammad Sajjad et al. · indexed
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User Education in Automated Driving: Owner’s Manual and Interactive Tutorial Support Mental Model Formation and Human-Automation Interaction · 2019 · Forster, Yannick et al. · archived
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Takeover Time in Highly Automated Vehicles: Noncritical Transitions to and From Manual Control ↗ · 2017 · Eriksson, Alexander et al. · indexed
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A Path towards Sustainable Vehicle Automation: Willingness to Engage in Level 3 Automated Driving · 2022 · Tomasevic, Nebojsa et al. · archived
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A Takeover Authority Transfer Strategy Based on Driver State Boundaries ↗ · 2026 · Zhang, Wen et al. · indexed
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Transition to manual: Driver behaviour when resuming control from a highly automated vehicle ↗ · 2014 · Merat, Natasha et al. · indexed
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Where drivers are looking at during takeover: Implications for safe takeovers during conditionally automated driving ↗ · 2023 · Huang, Chao et al. · indexed
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The Dynamics of Attention Across Automated and Manual Driving Modes: A Driving Simulation Study ↗ · 2026 · Cai, Yuan et al. · indexed
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State-of-Knowledge on Distracted Driving Due to Portable Electronic Device Use: 2008 – 2022 Update · 2024 · Wright, Timothy J. et al. · archived
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Predicting Driver Takeover Time in Conditionally Automated Driving · 2022 · Ayoub, Jackie et al. · archived
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The effect of varying levels of vehicle automation on drivers' lane changing behaviour. · 2018 · Madigan, Ruth et al. · archived
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Driver Readiness Model for Regulating the Transfer from Automation to Human Control ↗ · 2017 · Mioch, Tina et al. · indexed
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Information Needs and Visual Attention during Urban, Highly Automated Driving—An Investigation of Potential Influencing Factors · 2020 · Feierle, Alexander et al. · archived
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Identifying Mental Frameworks Underlying Driver Behavior in Urban Contexts [Summary] · 2024 · Carver, DeWayne et al. · archived
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Understanding driver distractions in fatal crashes: An exploratory empirical analysis ↗ · 2019 · Qin, Lingqiao et al. · indexed
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A Contextual Analysis of Driver-Facing and Dual-View Video Inputs for Distraction Detection in Naturalistic Driving Environments · 2025 · Dontoh, Anthony 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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Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
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Age-related differences in effects of non-driving related tasks on takeover performance in automated driving ↗ · 2020 · Wu, Yanbin et al. · indexed
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Prediction of take-over time in highly automated driving by two psychometric tests · 2015 · Körber, Moritz et al. · archived
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Human system patterns for interaction and cooperation of automated vehicles and humans ↗ · 2023 · Flemisch, Frank et al. · indexed
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Looking at Humans in the Age of Self-Driving and Highly Automated Vehicles ↗ · 2016 · Ohn-Bar, Eshed et al. · indexed
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Driver heterogeneity in willingness to give control to conditional automation · 2024 · Ansar, Muhammad Sajjad et al. · archived
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Driver Visual Attention Before and After Take-Over Requests During Automated Driving on Public Roads ↗ · 2022 · Pipkorn, Linda et al. · indexed
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Assessment of Driving Automation Interfaces via Visual Attention Measures: A Literature Review ↗ · 2021 · Kanaan, Dina et al. · indexed
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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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When should ADS Fallback? A Critique of the Solution for Improving the SAE Conditional Driving Automation Definition · 2025 · Liang, Yaowei et al. · archived
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Investigating Problem of Distracted Drivers on Louisiana Roadways · 2018 · Sun, Xiaoduan et al. · archived
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Feedback or Takeover: The Impact of Risk and Driver State on Intervention Behaviors in Automated Driving ↗ · 2024 · Li, Muchen et al. · indexed
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Challenges in Partially Automated Driving : A Human Factors Perspective ↗ · 2018 · Solís Marcos, Ignacio · indexed
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Training to Improve Drivers’ Behavior When Partial Driving Automation Fails · 2020 · Roberts, Shannon C et al. · archived
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Chain-Like Cognitive Processes in Human-Machine Co-Driving: Uncovering Causal-Chain Mechanisms of Driver Takeover Failure ↗ · 2026 · Wang, Jie et al. · indexed
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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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European NCAP Driver State Monitoring Protocols: Prevalence of Distraction in Naturalistic Driving ↗ · 2023 · Mulhall, Megan et al. · indexed
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Effects of Driving Experience and Traffic Density on the Performance of Takeover in Autonomous Driving ↗ · 2025 · Dai, Xuelong 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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Effects of Cognitive Distraction and Driving Environment Complexity on Adaptive Cruise Control Use and Its Impact on Driving Performance: A Simulator Study · 2025 · Halin, Anaïs et al. · archived
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Driver Model for Take-Over-Request in Autonomous Vehicles ↗ · 2023 · Barisic, Ankica et al. · indexed
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Distraction prediction based on eye movements and driving performance ↗ · 2025 · Li, Ran et al. · indexed
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HMIway-env: A Framework for Simulating Behaviors and Preferences to Support Human-AI Teaming in Driving · 2022 · Gopinath, Deepak et al. · archived
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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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Driver Inattention Monitoring System for Intelligent Vehicles: A Review ↗ · 2011 · Dong, Yanchao et al. · indexed
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How to Design the Emergency of Takeover Warning and Takeover Scene to Make Drivers have Better Takeover Performance? ↗ · 2024 · Wang, Zhihao 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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HEDGEHOG: A Steering Wheel Prototype to Continuously Enhance Driver's Situation Awareness During Conditional Vehicle Automation ↗ · 2022 · Gomes, Guilherme Daniel et al. · indexed
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Adaptive human machine interface based on the detection of driver's cognitive state using machine learning approach ↗ · 2014 · Pinotti, Daniele et al. · indexed
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Predicting Take-over Time for Autonomous Driving with Real-World Data:\n Robust Data Augmentation, Models, and Evaluation · 2021 · Rangesh, Akshay et al. · archived
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Detection and Evaluation of Driver Distraction Using Machine Learning and Fuzzy Logic ↗ · 2018 · Aksjonov, Andrei et al. · indexed
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Driver distraction detection by in-vehicle signal processing ↗ · 2014 · Im, Seongsu et al. · indexed
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Unveiling Driver Workload Dynamics and Road Safety Risks in Assistant and Automated Driving Systems ↗ · 2026 · Bosurgi, Gaetano et al. · indexed
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Effect of Different Types of Distractions on Driving Behavior and Road Safety Using Naturalistic Driving Data Under Mixed Traffic Conditions ↗ · 2026 · Ameenuddin, Mohammed et al. · indexed
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On the impact of on-road partially-automated driving on drivers’ cognitive workload and attention allocation ↗ · 2024 · Biondi, FN et al. · indexed
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Comfort in Automated Driving: A Literature Survey and a High-Level Integrative Framework ↗ · 2024 · Domova, Veronika et al. · indexed
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A Study on Re-Engagement and Stabilization Time on Take-Over Transition in a Highly Automated Driving System ↗ · 2021 · Kim, Hyunsuk et al. · indexed
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A Review of Methods for Predicting Driver Take-Over Time in Conditionally Automated Driving ↗ · 2025 · Wu, Haoran et al. · indexed
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Typology of Behavioral and Emotional Reactions to Uncomfortable Automated Driving Operations · 2024 · Beggiato, Matthias et al. · archived
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Time-Dependency-Aware Driver Distraction Detection Using Linear-Chain Conditional Random Fields ↗ · 2020 · He, Baotian et al. · indexed
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Pairing in-vehicle intelligent agents with different levels of automation: implications from driver attitudes, cognition, and behaviors in automated vehicles ↗ · 2024 · Wang, Manhua et al. · indexed
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Performance of an Additional Task During Level 2 Automated Driving: An On-Road Study Comparing Drivers With and Without Experience With Partial Automation ↗ · 2018 · Solís-Marcos, Ignacio 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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User-Friendly Design of Human–machine Interaction of Driver Assistance Systems ↗ · 2026 · Bengler, Klaus et al. · indexed
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Take-Over Time and Driving Performances by Driver’s Age Group, Types of Non-Driving Related Tasks, and Road Complexity in Automated Driving ↗ · 2023 · The Korean Data Analysis Society et al. · indexed
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Linking Behaviour and Perception to Evaluate Meaningful Human Control over Partially Automated Driving · 2026 · George, Ashwin et al. · archived
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Augmented Reality Guidance for Control Transitions in Automated Driving ↗ · 2018 · Eriksson, Alexander et al. · indexed
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How Traffic Situations and Non-Driving Related Tasks Affect the Take-Over Quality in Highly Automated Driving ↗ · 2014 · Radlmayr, Jonas et al. · indexed
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How Driver Monitoring System Effectively Alerts Drivers of Partially Automated Vehicles ↗ · 2022 · Jiang, Wen et al. · indexed
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Driver Distraction Using Visual-Based Sensors and Algorithms · 2016 · Fernández, Alberto et al. · archived
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Cooperation between driver and automated driving system: Implementation and evaluation · 2017 · Guo, Chunshi et al. · archived
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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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Driver arousal and workload under partial vehicle automation: A pilot study · 2020 · Lohani, M et al. · archived
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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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Adopting a Systems View in the Design of Automated Driving Features ↗ · 2017 · Banks, Victoria A. et al. · indexed
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Changes in Non-Driving-Related Activities from Conditional to Full Automation and Their Implications for Interior Design: A Systematic Review and Meta-Analysis ↗ · 2024 · Cai, Yujing et al. · indexed
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Voluntary- and Involuntary-Distraction Engagement: An Exploratory Study of Individual Differences ↗ · 2018 · Chen, Huei-Yen Winnie et al. · indexed
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The Driver Has Control: Exploring Driving Performance with Varying Automation Capabilities ↗ · 2015 · Johns, Mishel et al. · indexed
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A kind of cognitive driver assistance system with adaptive authority adjusting ↗ · 2009 · Xiaoming Zhang et al. · indexed
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Takeover Performance and Workload under Varying Automation Levels, Time Budget and Road Curvature ↗ · 2022 · Xu, Chengliang 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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Towards guidelines and verification methods for automated vehicle HMIs · 2018 · Naujoks, Frederik et al. · archived
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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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User Experience and Behavioural Adaptation Based on Repeated Usage of Vehicle Automation: Online Survey · 2024 · Mbelekani, Naomi Y. et al. · archived
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Playing Games Guiding Attention Improves Situation Awareness and Takeover Quality during Automated Driving ↗ · 2023 · Jiang, Tingwei et al. · indexed
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Quantitative Evaluation of Attention to the Driving Environment During Automated Driving at Levels 3 using ERP: Evaluation of Psychophysiological State of Driver ↗ · 2018 · Murase, Tomohiro et al. · indexed
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Eyes Off the Road: Where Drivers Look When ADAS Control Authority Changes ↗ · 2026 · Ekambaram Thondaiman, Ramkumaar 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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Identifying Traffic Scenarios to Evaluate Driver Readiness in Automated Driving: An Exploratory Study ↗ · 2018 · Fukui, Toshinao et al. · indexed
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Does Adaptive Mode Transition Contribute to Better Driver Intervention in Highly Automated Driving? ↗ · 2019 · Zhou, Huiping et al. · indexed
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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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Spoken Dialog Planning to Reduce User Distraction in Mobile Environments · 2015 · Glass, James et al. · archived
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SafeDriveMetrics - A Comprehensive Database for Visual, Cognitive, and Manual Distractions Using a Driving Simulator ↗ · 2025 · Mazumdar, Rahimul I. et al. · indexed
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Effect of Directional Auditory Takeover Request on Takeover Behavior and Eye Movement in Conditionally Automated Driving ↗ · 2023 · Ma, Jun et al. · indexed
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The effects of takeover request lead time on drivers’ situation awareness for manually exiting from freeways: A web-based study on level 3 automated vehicles ↗ · 2022 · Tan, Xiaomei et al. · indexed
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Understanding take-over performance of high crash risk drivers during conditionally automated driving ↗ · 2020 · Lin, Qingfeng et al. · indexed
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Emergency, Automation Off: Unstructured Transition Timing for Distracted Drivers of Automated Vehicles ↗ · 2015 · Mok, Brian et al. · indexed
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A bibliometric review of research on driver fatigue under conditional automated driving ↗ · 2026 · Ni, Dingan et al. · indexed
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Disengagement from driving when using automation during a 4-week field trial ↗ · 2021 · Reagan, Ian J. et al. · indexed
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Investigating the Impact of Distracted Driving among Different Socio-Demographic Groups · 2019 · Jeihani, Mansoureh et al. · archived
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How we can measure the non-driving-task engagement in automated driving: Comparing flow experience and workload ↗ · 2018 · Ko, Sang Min 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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Conceptualising user comfort in automated driving: Findings from an expert group workshop ↗ · 2023 · Peng, Chen et al. · indexed
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The effect of inconsistent steering guidance during transitions from Highly Automated Driving ↗ · 2022 · Maggi, Davide et al. · indexed
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Recognition of Manual Driving Distraction Through Deep-Learning and Wearable Sensing · 2019 · Li, Li et al. · archived
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Influence of automated driving on driver’s own localization: a driving simulator study ↗ · 2018 · Umeno, Ryuichi et al. · indexed
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Prevalence and distribution of young driver distraction errors in naturalistic driving · 2014 · Carney, Cher et al. · archived
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Strategies to Assist Drivers in Remaining Attentive While Under Partially Automated Driving: Verification of Human–Machine Interface Concepts ↗ · 2017 · Llaneras, Robert E. et al. · indexed
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RDAS: A Shared Control Strategy Considering Real-Time Driving Ability in Driver Takeover Tasks ↗ · 2026 · Qi, Zhenliang et al. · indexed
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Modeling take-over performance in level 3 conditionally automated vehicles ↗ · 2017 · Gold, Christian et al. · indexed
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A fallback mechanism or a commander? A discussion about the role and skill needs of future drivers within partially automated vehicles ↗ · 2021 · Zhang, Yu et al. · indexed
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Effect of instructing system limitations on the intervening behavior of drivers in partial driving automation · 2019 · Zhou, H. P. et al. · archived
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Effect of different alcohol levels on take-over performance in conditionally automated driving · 2018 · Wiedemann, Katharina et al. · archived
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An eHMI Presenting Request-to-Intervene and Takeover Status of Level 3 Automated Vehicles to Support Surrounding Traffic Safety · 2026 · Liu, Hailong et al. · archived
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Vibrotactile Displays: A Survey With a View on Highly Automated Driving ↗ · 2015 · Petermeijer, Sebastiaan M. et al. · indexed
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NASA-TLX Workload Under SAE Level 2 and Level 3 Automation Versus Manual: A Meta Analysis approach ↗ · 2026 · Alhujailli, Ashraf · indexed
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Designing transparency for automated driving: Effects of ambient light cues and explanations on driver performance · 2025 · Huang, Jingyu et al. · archived
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A Hazard Analysis Approach for Automated Driving Shared Control ↗ · 2024 · Monkhouse, Helen Elizabeth et al. · indexed
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Research and Design Considerations for Presentation of Non-Safety Related Information via In-Vehicle Displays during Automated Driving ↗ · 2022 · Cauffman, Stephen J. et al. · indexed
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Machine Learning and End-to-End Deep Learning for Monitoring Driver Distractions From Physiological and Visual Signals ↗ · 2020 · Gjoreski, Martin et al. · indexed
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The long road home from distraction: Investigating the time-course of distraction recovery in driving ↗ · 2019 · Bowden, Vanessa K. et al. · indexed
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Comparison of Visual Sampling Patterns Under Simulated L2 and L0 Systems ↗ · 2018 · Hatfield, Nathan et al. · indexed
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Please take over! An analysis and strategy for a driver take over request during autonomous driving ↗ · 2015 · Bahram, Mohammad et al. · indexed
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Detection of driver manual distraction via image-based hand and ear recognition · 2020 · Li, Li et al. · archived
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Defining and Substantiating the Terms Scene, Situation, and Scenario for Automated Driving ↗ · 2015 · Ulbrich, Simon et al. · indexed
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Difficulty of Non-Driving Related Task on Driver"s Gaze Fixation and Takeover Performance ↗ · 2021 · Yun, Yong Deok et al. · indexed
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A Conceptual Control System Description of Cooperative and Automated Driving in Mixed Urban Traffic With Meaningful Human Control for Design and Evaluation ↗ · 2020 · Calvert, Simeon C. et al. · indexed
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A study on the correlation between subjective driver readiness and NDRT Type during automated driving ↗ · 2020 · Kim, Jungsook et al. · indexed
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Assisting Drivers with Ambient Take-Over Requests in Highly Automated Driving ↗ · 2016 · Borojeni, Shadan Sadeghian et al. · indexed
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Driver Movement Patterns Indicate Distraction and Engagement ↗ · 2017 · Radwin, Robert G. et al. · indexed
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Attentional warnings caused by driver monitoring systems: How often do they appear and how well are they understood? ↗ · 2024 · Forster, Yannick et al. · indexed
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Traffic Data Evaluation for Automated Driving Handover Scenarios ↗ · 2023 · Rykova, Eugenia et al. · indexed
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Exploratory Analysis of the Effect of Distraction on Driving Behaviour Through a Driving Simulator Experiment · 2017 · Papantoniou, Panagiotis et al. · archived
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A Conceptual Framework for AI-based Explainable Driver Behavior in Human-in-the-loop Simulators ↗ · 2025 · Rebling, Patrick et al. · indexed
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The Effects of a Predictive HMI and Different Transition Frequencies on Acceptance, Workload, Usability, and Gaze Behavior during Urban Automated Driving · 2020 · Hecht, Tobias et al. · archived
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Visual exploration strategies of experienced and non-experienced drivers during the takeover of an automated vehicle ↗ · 2026 · Maëlle, Pelerin et al. · indexed
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The effect of human-machine interface modality, specificity, and timing on driver performance and behavior while using vehicle automation ↗ · 2024 · Wang, Meng et al. · indexed
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Examining the Effects of Visibility and Time Headway on the Takeover Risk during Conditionally Automated Driving ↗ · 2022 · Peng, Haorong et al. · indexed
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Which accuracy levels of positioning technologies do drivers really need in connected vehicle settings for safety? · 2021 · Du, Na et al. · archived
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Influence of automated driving on driver’s own localization: a driving simulator study ↗ · 2019 · Umeno, Ryuichi et al. · indexed
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Examining drivers' eye glance patterns during distracted driving: Insights from scanning randomness and glance transition matrix ↗ · 2017 · Wang, Yuan et al. · indexed
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Driver Distraction Recognition Using Wearable IMU Sensor Data ↗ · 2021 · Sun, Wencai et al. · indexed
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Prevalence and Distribution of Young Driver Distraction Errors in Naturalistic Driving · 2014 · Carney, Cher et al. · archived
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How Does Driver Takeover Worsen in a Sudden System Failure of Conditionally Automated Driving? ↗ · 2020 · Yao, Hua et al. · indexed
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Mitigating Passive Fatigue in Conditional Automated Driving: Effects of Conversation tasks on Driver Arousal and Attention ↗ · 2026 · Meng, Xiao et al. · indexed
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The Effect of AR-HUD Takeover Assistance Types on Driver Situation Awareness in Highly Automated Driving: A 360-Degree Panorama Experiment ↗ · 2023 · Wu, Zhendong et al. · indexed
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A Vehicle Guidance Model with a Close-to-Reality Driver Model and Different Levels of Vehicle Automation · 2021 · Ma, Xiaoyi et al. · archived
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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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Characterizing the Effect of Mind Wandering on Braking Dynamics in Partially Autonomous Vehicles ↗ · 2024 · Sridhar, Harini et al. · indexed
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Terms of debate: Consensus definitions to guide the scientific discourse on visual distraction · 2023 · Liesefeld, Heinrich R. et al. · archived
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Beyond distraction: unraveling touchscreen effects on driver takeover performance and visual attention dynamics in Level 3 automated driving ↗ · 2026 · Li, Jiateng et al. · indexed
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Driver-initiated take-overs during critical evasion maneuvers in automated driving ↗ · 2024 · Becker, Sandra et al. · indexed
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A Predictive Model of Driver Response in an Autonomous Environment ↗ · 2015 · Samuel, Siby et al. · indexed
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PILOT-DSM: Risk perception-aligned takeover prompting framework via coverage-gap assessment in conditionally automated driving ↗ · 2026 · Huang, Yexin et al. · indexed
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Continuous-time feedback device to enhance situation awareness during take-over requests in automated driving conditions ↗ · 2022 · Gomes, Guilherme Daniel et al. · indexed
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The importance of transparency in naming conventions, designs, and operations of safety features: from modern ADAS to fully autonomous driving functions ↗ · 2022 · Murtaza, Mohsin et al. · indexed
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Investigating the Impact of Driving Style on the Take-Over Performance in Level 3 Automation ↗ · 2020 · Chen, Facheng et al. · indexed
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Assessing the effects of in-vehicle tasks on driving performance ↗ · 2012 · Horrey, William J. · indexed
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Transition of Control: Automation Giving Back Control to the Driver · 2021 · Willemsen, Dehlia et al. · archived
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Distraction Assessment Methods Based on Visual Behavior and Event Detection ↗ · 2008 · Victor, Trent et al. · indexed
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Vigilance Decrement During On-Road Partially Automated Driving Across Four Systems · 2023 · Strayer, David L. · archived
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Designing and Evaluating an Informative Interface for Transfer of Control in a Level 2 Automated Driving System ↗ · 2022 · Roberts, Shannon et al. · indexed
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Understanding the Impact of Technology: Do Advanced Driver Assistance and Semi-Automated Vehicle Systems Lead to Improper Driving Behavior? · 2019 · AAA Foundation for Traffic Safety · archived
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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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An online-survey on user expectations and mental model of automated driving: The effects of automation description and technology readiness · 2024 · Metz, Barbara et al. · archived
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Human Performance Consequences of Stages and Levels of Automation · 2013 · Onnasch, Linda et al. · archived
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A Human-Machine Shared Control Strategy for Automation Disengagement Cases with Intention-Based Driving Authority Allocation ↗ · 2024 · Wang, Zhaoqing et al. · indexed
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“Watch out!”: Prediction-Level Intervention for Automated Driving ↗ · 2020 · Wang, Chao et al. · indexed
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Situation Awareness and System Trust Affecting Handover Processes in Self-Driving Cars up to Level 3 Autonomy ↗ · 2019 · Drexler, Dániel András et al. · indexed
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Take-Over Safety Evaluation of Conditionally Automated Vehicles under Typical Highway Segments ↗ · 2023 · Li, Yi et al. · indexed
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Two Methods to Bring Drivers Back Better into the Loop after Automated Driving at SAE Level 3 ↗ · 2022 · Mörtl, Peter et al. · indexed
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Driver Distraction Recognition Based on Transfer Learning and Feature Fusion ↗ · 2021 · Chen, Manzhi et al. · indexed
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Retraction Notice: Distracted Driver Posture Recognition ↗ · 2022 · Shankar, V. Bhanu et al. · indexed
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Peripheral Monitoring of Traffic in Conditionally Automated Driving ↗ · 2018 · Radlmayr, Jonas et al. · indexed
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Towards Safer Automated Driving: Predicting Drivers with Long Takeover Time Using Random Forest and Human Factors ↗ · 2026 · Kim, Jungsook et al. · indexed
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A Framework for Automated Driving System Testable Cases and Scenarios · 2018 · Thorn, Eric et al. · archived
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Modeling takeover behavior in level 3 automated driving via a structural equation model: Considering the mediating role of trust ↗ · 2021 · Jin, Mengxia et al. · indexed
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Transitions from Autopilot to Manual Control in Highly Automated Driving: Cognitive Simulations ↗ · 2018 · Kim, Woojin et al. · indexed
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Categorisation of driving scenario complexity based on primary driving tasks and road characteristics ↗ · 2018 · Galarza, Miguel Angel et al. · indexed
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Recognizing autonomous driving disengagement scenarios using the transferable knowledge from human driver’s EEG cognitive data ↗ · 2025 · Qi, Geqi et al. · indexed
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Driver Distraction Detection Using Artificial Intelligence and Smart Devices · 2024 · Papatheocharous, Efi et al. · archived
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Enhancing safety in conditionally automated driving: Can more takeover request visual information make a difference in hazard scenarios with varied hazard visibility? ↗ · 2024 · Huang, Wei-Chi et al. · indexed
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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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Drivers’ Visual Search Strategies in Level 3 Autonomous Driving Depended on Takeover Performance and Takeover Request Lead Time ↗ · 2020 · Jeon, HyunJin et al. · indexed
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Combining Driving Automation Intent and Hazard Information with an Attention Reminder System: Is More Information Always Better? ↗ · 2025 · Kanaan, Dina 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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Inferring Takeover in SAE Level 2 Automated Vehicles Using Driver-Based Behavioral and Psychophysiological Signals ↗ · 2022 · Konishi, Matthew et al. · indexed
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Can't Take My Eyes off You: Increasing Task Involvement in Cooperative Driving With Natural Habituated Interfaces ↗ · 2023 · Pichen, Jürgen et al. · indexed
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Adaptive multi-modal interface model concerning mental workload in take-over request during semi-autonomous driving ↗ · 2021 · Chen, Weiya et al. · indexed
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Where We Come from and Where We Are Going: A Systematic Review of Human Factors Research in Driving Automation ↗ · 2020 · Frison, Anna-Katharina et al. · indexed
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The Importance of Interruption Management for Usefulness and Acceptance of Automated Driving ↗ · 2017 · Naujoks, Frederik et al. · indexed
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Driver-Activity Recognition in the Context of Conditionally Autonomous Driving ↗ · 2015 · Braunagel, Christian et al. · indexed
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Designing Human-machine Collaboration Interface Through Multimodal Combination Optimization to Improve Takeover Performance in Highly Automated Driving ↗ · 2023 · Zhu, Jieyu 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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Automated Vehicle Recommendations for Texas: A Study of Highway and Urban Operational Design Domains · 2023 · Chin, Kristie et al. · archived
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Automated Driving using Shared and Cooperative Guidance and Control: Revisiting past Research with a new Model ↗ · 2016 · Altendorf, E. et al. · indexed
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Road Vehicle Automation and Its Effects on Fatigue, Sleep, Rest, and Recuperation ↗ · 2023 · Ahlström, Christer et al. · indexed
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Preface to the Special Issue on Human Factors and Advanced Vehicle Automation: Of Benefits, Barriers, and Bridges to Safe and Effective Implementation ↗ · 2020 · Horrey, William J. et al. · indexed
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Distracted Driving and Associated Crash Risks : Research Project Capsule · 2012 · NHTSA · archived
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Driving Together: Intent-Aware Dynamic Authority Allocation for Shared Control ↗ · 2026 · Singh, Abhimanyu Pratap et al. · indexed
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The Occlusion Procedure for Assessing in-Vehicle Telematics: Tests of Current Vehicle Systems ↗ · 2006 · Harbluk, J.L. et al. · indexed
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Confidence Horizons: Dynamic Balance of Human and Automation Control Ability in Cooperative Automated Driving ↗ · 2024 · Usai, Marcel et al. · indexed
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Human-Centered Design for an In-Vehicle Truck Driver Fatigue and Distraction Warning System ↗ · 2022 · Horberry, Tim et al. · indexed
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The Influence of Different Factors on Right-Turn Distracted Driving Behavior at Intersections Using Naturalistic Driving Study Data ↗ · 2019 · Lv, Bin et al. · indexed
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Effect of Distraction Complexity on Driving Performance and Emergency Event Response ↗ · 2002 · Manser, Michael P. et al. · indexed
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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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Promote or inhibit: An inverted U-shaped effect of workload on driver takeover performance ↗ · 2020 · Ma, Shu et al. · indexed
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Multimodal interaction strategies for take-over requests in L3 automated driving ↗ · 2024 · He, Banben et al. · indexed
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Is it Good or Bad to Provide Driver Fatigue Warning During Take-Over in Highly Automated Driving? ↗ · 2021 · Niu, Jianwei et al. · indexed
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Assistance Systems for Driver Interventions in Critical Situations during Automated Driving ↗ · 2020 · Nguyen, Thang et al. · indexed
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Determining the onset of driver’s preparatory action for take-over in automated driving using multimodal data ↗ · 2024 · Teshima, Takaaki et al. · indexed
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Towards Safe and Comfortable Vehicle Control Transitions: A Systematic Review of Takeover Time, Time Budget, and Takeover Outcomes ↗ · 2026 · Liang, Kexin et al. · indexed
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Driver inattention and driver distraction in serious casualty crashes: Data from the Australian National Crash In-depth Study ↗ · 2013 · Beanland, Vanessa et al. · indexed
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The Relative Risks of Secondary Task Induced Driver Distraction ↗ · 2008 · Dingus, Thomas A. et al. · indexed
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An Analysis of Driver-Initiated Takeovers during Assisted Driving and their Effect on Driver Satisfaction ↗ · 2024 · Schwager, Robin et al. · indexed
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Impact Analysis of Driver Takeover Under a Connected Environment: A Study of the External Effects on Vehicle Conversions ↗ · 2023 · Hua, Xuedong et al. · indexed
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Predicting Takeover Performance in Conditionally Automated Driving ↗ · 2020 · Du, Na et al. · indexed
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Design and Development of a Tactile Takeover Warning System Using a Tactile Seat for Automated Driving · 2025 · Shi, Jinlei et al. · archived
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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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Combined Driver Distraction and Intention Algorithm for Maneuver Prediction and Collision Avoidance ↗ · 2018 · Gillmeier, Katharina et al. · indexed
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Assessing drivers' response during automated driver support system failures with non-driving tasks ↗ · 2017 · Shen, Sijun et al. · indexed
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Evaluating Driver Distraction Factors in Urban Motorways. A Naturalistic Study Conducted in Attica Tollway, Greece ↗ · 2016 · Misokefalou, Eleni et al. · indexed
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Assessment of Driver Fatigue, Distraction, and Performance in a Naturalistic Setting ↗ · 2005 · Barr, Lawrence C. et al. · indexed
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Driving Characteristics when Autonomous Driving Change to Driver in Low Alertness and Awake from Sleeping ↗ · 2018 · Gokan, Masato et al. · indexed
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Predicting the duration of reduced driver performance during the automated driving takeover process ↗ · 2024 · Wang, Changshuai et al. · indexed
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A DISCRETE-EVENT SIMULATION MODEL FOR DRIVER PERFORMANCE ASSESSMENT: APPLICATION TO AUTONOMOUS VEHICLE COCKPIT DESIGN OPTIMIZATION ↗ · 2020 · Iuskevich, I. et al. · indexed
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Signal-Adaptive and Uninhibited Driver Distraction During Crosswalk Approach: Evidence from the SHRP2 Naturalistic Driving Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Human-centered design and evaluation of a workplace for the remote assistance of highly automated vehicles · 2024 · Schrank, Andreas et al. · archived
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Constructing the behavioral sequence of the takeover process—TOR, behavior characteristics and phases division: A real vehicle experiment ↗ · 2023 · Yu, Zhenhua et al. · indexed
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Adaptive Time Budgets for Safe and Comfortable Vehicle Control Transition in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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Functional Safety Concept of “Minimum Risk Maneuver” in Conditional Driving Automation (Level 3) Vehicles ↗ · 2022 · Balakrishnan, Karthikeyan · indexed
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Ordinal Magnitude Scaling for Automated Lane Keeping Displays ↗ · 2016 · Noah, Brittany E. et al. · indexed
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A Transfer Learning-Based Framework for Real-Time Driver Distraction Detection on Edge Devices ↗ · 2026 · Singh, Yuvraj et al. · indexed
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Effects of Auditory Stimuli and Verbal Communications on Drivers' Situation Awareness in Partially Automated Driving ↗ · 2018 · Hirano, Toshiaki et al. · indexed
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Trends in U.S. Drivers’ Perceptions and Attitudes Toward Vehicle Automation, 2019–2025 · 2026 · AAA Foundation for Traffic Safety · archived
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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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Systematically modeling take-over performance: Considering the indirect effect of meteorological visibility mediated by drivers’ attention ↗ · 2025 · Li, Qingkun et al. · indexed
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Takeover performance of older drivers in automated driving: A review · 2022 · Gasne, C. et al. · archived
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Impact of Information on Consumer Understanding of a Partially Automated Driving System · 2020 · AAA Foundation for Traffic Safety · archived
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Driver Assistance after Handover of Control from Automation ↗ · 2018 · Johns, Mishel et al. · indexed
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Analyzing the Takeover Performance of Drivers with Different Speed Stability Habits ↗ · 2024 · Chen, Facheng et al. · indexed
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Influence of conventional driving habits on takeover performance in joystick-controlled autonomous vehicles: A low-speed field experiment ↗ · 2024 · He, Shijian et al. · indexed
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Analysis of Gaze Behavior to Measure Cognitive Distraction in Real-World Driving ↗ · 2018 · Yang, Shiyan et al. · indexed
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A user study of directional tactile and auditory user interfaces for take-over requests in conditionally automated vehicles ↗ · 2022 · Gruden, Timotej 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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Heatmap-Based Method for Estimating Drivers’ Cognitive Distraction ↗ · 2020 · Musabini, Antonyo et al. · indexed
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Development of a Method to Estimate Shortage of Situation Awareness in Takeover based on Reference Model of Cognitive Behavior ↗ · 2020 · OKA, Naoki et al. · indexed
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A study on the Effects of Providing Situation Awareness Information for the Control Authority Transition of Automated Vehicle ↗ · 2019 · Kim, HyunSuk et al. · indexed
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A Hybrid Dynamic Model for Predicting Human Cognition and Reliance During Automated Driving ↗ · 2025 · Jeevanandam, Sibibalan et al. · indexed
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DistractNet: a deep convolutional neural network architecture for distracted driver classification · 2022 · Nasri, Ismail et al. · archived
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Visual and cognitive demands of using in-vehicle infotainment systems · 2017 · Cooper, JM et al. · archived
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Discovering Driver–Vehicle Coordination Problems in Early-Stage System Development ↗ · 2017 · Banks, Victoria A. et al. · indexed
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Technical Leadership Challenges for Highly Automated Driving: Technology Leadership Brief ↗ · 2012 · Schumacher, Christian et al. · indexed
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Use of vehicle behavior for supporting driver’s situation awareness on the automated driving ↗ · 2016 · ISHIDA, Wakana et al. · indexed
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Turning gap acceptance decision-making: the impact of driver distraction ↗ · 2002 · Cooper, Peter J. et al. · indexed
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Modeling Driver-Automation Interaction using A Naturalistic Multimodal Driving Dataset ↗ · 2022 · Yang, Shiyan et al. · indexed
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Eye-Gaze Analysis of HUD Interventions for Conditional Automation to Increase Situation Awareness ↗ · 2021 · Gerber, Michael A. et al. · indexed
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Effects of request-to-intervene message contents on driver performance and safety under conditionally automated driving system ↗ · 2020 · An, Suyang et al. · indexed
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The comparison of regional and urban transit bus driver distraction ↗ · 2014 · D’Souza, K. A. et al. · indexed
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Effects of In-Vehicle Distracter Complexity on Driving and Emergency Response Performance · 2002 · Manser, Michael P. et al. · archived
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Lightweight Skeleton-Based Driver Distraction Detection Using Geometric Features and Subject-Independent Learning ↗ · 2026 · Abakar, Abakar Abbas et al. · indexed
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Development of Warning Methods for Planned and Unplanned Takeover Requests in a Simulated Automated Driving Vehicle ↗ · 2022 · Hong, Sara et al. · indexed
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Audiovisual presentation of variable message signs improves message processing in distracted drivers during partially automated driving · 2024 · Pi-Ruano, Marina et al. · archived
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Understanding Driver's Situation Awareness in Highly Automated Driving ↗ · 2022 · Kim, Young Woo et al. · indexed
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Consumer Information Potpourri: Instructional and Operational Variability Among Passenger Vehicle Automated Systems ↗ · 2019 · Wright, Timothy J. et al. · indexed
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Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Roadway ↗ · 2013 · Llaneras, Robert E. et al. · indexed
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Beyond Detection: Intervention Approaches in Driver State Monitoring Systems ↗ · 2023 · Motnikar, Lenart et al. · indexed
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Model-based Evaluation of Driver Control Workloads in Haptic-based Driver Assistance Systems · 2022 · Mbanisi, Kenechukwu C. et al. · archived
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Some Characteristics of Mental Models of Advanced Driver Assistance Systems: A Semi-structured Interviews Approach ↗ · 2020 · Nees, Michael A. et al. · indexed
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The Effect of Partial Automation on Driver Attention: A Naturalistic Driving Study ↗ · 2019 · Gaspar, John et al. · indexed
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Distributed Cognition in the Road Transportation Network: A Comparison of ‘Current’ and ‘Future’ Networks ↗ · 2017 · Banks, Victoria A. et al. · indexed
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A framework of the non-critical spontaneous intervention in highly automated driving scenarios ↗ · 2019 · Wang, Chao · indexed
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Exploring the Behaviour Change Wheel and the Theoretical Domains Framework in interventions for mobile phone driver distraction: A scoping review ↗ · 2024 · Demir, Basar et al. · indexed
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User Experience Evaluation of SAE Level 3 Driving on a Test Track ↗ · 2022 · Wintersberger, Philipp et al. · indexed
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Architecture for multi-level cooperation and dynamic authority management in an Automated Driving System - A case study on lane change cooperation ↗ · 2016 · Benloucif, Mohamed Amir et al. · indexed
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The impact of visual user interfaces on drivers’ understanding of driving control mode and hands-on steering wheel requirement in Level 2 automated vehicles · 2024 · Kim, Soyeon et al. · archived
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The Challenges of Driving Mode Switching in Automated Vehicles: A Review ↗ · 2023 · Hu, Lin et al. · indexed
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Executive function and drivers’ ability to self-regulate behaviour when engaging with devices ↗ · 2024 · Young, Kristie L. et al. · indexed
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Integrated driver modelling considering state transition feature for individual adaptation of driver assistance systems ↗ · 2010 · Raksincharoensak, Pongsathorn et al. · indexed
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Primary Task Disruption from Multiple In-Vehicle Systems ↗ · 2002 · Lansdown, Terry C. et al. · indexed
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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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Towards the Unified Principles for Level 5 Autonomous Vehicles · 2021 · Wang, Jianqiang et al. · archived
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Safe Transitions From Automated to Manual Driving Using Driver Controllability Estimation ↗ · 2015 · Nilsson, Josef et al. · indexed
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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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Real-time driver distraction recognition: A hybrid genetic deep network based approach ↗ · 2023 · Aljohani, Abeer. A. · indexed
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The Impact of Situational Complexity and Familiarity on Takeover Quality in Uncritical Highly Automated Driving Scenarios ↗ · 2020 · Scharfe, Marlene Susanne Lisa et al. · indexed
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Visual and cognitive demands of using in-vehicle infotainment systems · 2017 · Strayer, DL et al. · archived
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Development of an Adaptive Human-Machine-Interface to Minimize Driver Distraction and Workload ↗ · 2013 · Westin, Matthew et al. · indexed
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Embodied Cognitive Architecture to Support Driver Performance ↗ · 2018 · Artifice, Andreia et al. · indexed
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Sensor-Actuator Supported Implicit Interaction in Driver Assistance Systems · 2010 · Riener, Andreas · archived
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Detection of In-car Driver Distraction Activities With Recommendations ↗ · 2024 · Aljasim, Mustafa · indexed
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Effects of Non-Driving-Related Tasks with Different Resource Demands on Driver Gaze Behavior ↗ · 2022 · Xu, Linli et al. · indexed
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Driving Performance After Self-Regulated Control Transitions in Highly Automated Vehicles ↗ · 2017 · Eriksson, Alexander et al. · indexed
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Road infrastructure support for highly automated driving · 2025 · Kulmala, Risto · archived
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Assessing Driver Distraction From Unmanned Aerial Vehicles and Under‐Bridge Inspection Trucks: A Driving Simulator Study Using Eye Tracker and EEG ↗ · 2026 · Kusha, Zainab Afzali et al. · indexed
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Evaluating the Influence of Ambient State of a Car on the Cognitive Distracted State of the Driver ↗ · 2018 · Koma, Hiroaki et al. · indexed
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Impact of information-assisted modalities and levels on driver takeover performance in conditional automated driving ↗ · 2025 · Yu, Zhenhua et al. · indexed
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Discriminant analysis of transit operator distracted driving behaviors using naturalistic driving data ↗ · 2014 · Arbie, Nurlayla et al. · indexed
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Ergonomics methods for identifying sources and effects of bus driver distraction ↗ · 2018 · Keffane, S · indexed
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Multi-level cooperation between the driver and an automated driving system during lane change maneuver ↗ · 2016 · Benloucif, M. A. et al. · indexed
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Experience-centred lens on automation surprise in non-critical automated driving: findings from an on-road WoZ study ↗ · 2026 · Dong, Haoyu et al. · indexed
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An Empirical Analysis to Assess the Operational Design Domain of Lane Keeping System Equipped Vehicles Combining Objective and Subjective Risk Measures ↗ · 2021 · Farah, Haneen et al. · indexed
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Handover Process Models of Autonomous Cars Up to Level 3 Autonomy ↗ · 2018 · Drexler, Daniel Andras et al. · indexed
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Performance in Takeover and Characteristics of Non-driving Related Tasks during Highly Automated Driving in Younger and Older Drivers ↗ · 2017 · Clark, Hallie et al. · indexed
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Applying Mambaattention, Tabpfn, and Tabtransformers to Classify Sae Automation Levels in Crashes · 2025 · Das, Subasish et al. · archived
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A Study on the Control Authority Transition Characteristics by Driver Information ↗ · 2019 · Kim, HyunSuk et al. · indexed
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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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Stabilization Time after Mode Switch in Conditionally Automated Driving: Focusing on Drivers’ Cognitive Load and Visual Attention ↗ · 2025 · Li, Yujin et al. · indexed
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Impacts of In-vehicle Alert Systems on Situational Awareness and Driving Performance in SAE Level 3 Vehicle Automation ↗ · 2022 · Souders, Dustin et al. · indexed
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Effects of gender, age, experience, and practice on driver reaction and acceptance of traffic jam chauffeur systems · 2021 · Muslim, Husam et al. · archived
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Contextualizing Human—Automated Vehicle Interactions: A Socio-Ecological Framework ↗ · 2021 · Robert, Lionel Peter · indexed
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0-7033: Defining Operational Design Domains (ODDs) for the Safe Blending of Levels 0-4 Connected and Autonomous Vehicles (CAVs) in the Traffic Streams · 2023 · Chin, Kristie et al. · archived
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Beyond Levels of Automation: An Architecture for More Flexible Human-Automation Collaboration ↗ · 2003 · Miller, Christopher A. et al. · indexed
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Out of the Loop, in Your Bubble: Mind Wandering Is Independent From Automation Reliability, but Influences Task Engagement ↗ · 2018 · Gouraud, Jonas et al. · indexed
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Safety of the Intended Functionality of Lane-Centering and Lane-Changing Maneuvers of a Generic Level 3 Highway Chauffeur System · 2020 · Becker, Christopher et al. · archived
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An Adaptive Forward Collision Warning Framework Design Based on Driver Distraction ↗ · 2018 · Iranmanesh, Seyed Mehdi et al. · indexed
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Non-intrusive Detection of Driver Distraction using Machine Learning Algorithms ↗ · 2010 · Fabio, Tango et al. · indexed
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Functional Safety Assessment of a Generic Automated Lane Centering System and Related Foundational Vehicle Systems · 2018 · Brewer, John et al. · archived
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Is Driving Automation Used as Intended? Real-World Use of Partially Automated Driving Systems and their Safety Consequences ↗ · 2021 · Kim, Hyungil et al. · indexed
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A hierarchical framework to analyze shared control conflicts between human and machine ↗ · 2016 · Itoh, Makoto et al. · indexed
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Cooperative Vehicle Automation: Safety Aspects and Control Software Architecture ↗ · 2017 · Ploeg, Jeroen · indexed
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Changes in glance and hands-on-wheel behaviors when engaging with non-driving-related tasks while using Tesla Autopilot ↗ · 2025 · Pipkorn, Linda et al. · indexed
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Framework for Defining the Perspectives of the 3D Driving Visualization Interface for Driving Automation System-Engaged Vehicles ↗ · 2023 · Li, Jun et al. · indexed
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Partially automated driving has higher workload than manual driving: An on‐road comparison of three contemporary vehicles with SAE Level 2 features · 2022 · Kim, Jisun et al. · archived
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Risk Status Identification During the Takeover of Conditionally Automated Vehicles ↗ · 2020 · Peng, Mao et al. · indexed
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The Effects of Lead Time of Take-Over Request and Nondriving Tasks on Taking-Over Control of Automated Vehicles ↗ · 2018 · Wan, Jingyan et al. · indexed
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Effects of vehicle behavior for situation awareness when using a driving automation system ↗ · 2017 · Ishida, Wakana et al. · indexed
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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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Minimal Risk Maneuvers of Automated Vehicles: Effects of a Contact Analog Head-Up Display Supporting Driver Decisions and Actions in Transition Phases ↗ · 2023 · Karakaya, Burak et al. · indexed
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When does the driver feel ready to drive again after automated driving? – A qualitative approach ↗ · 2021 · Scatturin, Lara et al. · indexed
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Drivers’ Ability to Engage in a Non-Driving Related Task While in Automated Driving Mode in Real Traffic ↗ · 2020 · Klingegard, Maria et al. · indexed
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Investigating Key Automated Vehicle Human Factors Safety Issues Related to Infrastructure: Summary of Stakeholder Workshop · 2020 · Roldan, Stephanie M. et al. · archived
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Distracted Driving: Strategies and State of the Practices · 2019 · Mitran, Elisabeta et al. · archived
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The Effects of a Scheduled Driver Engagement Strategy in Automated Driving ↗ · 2015 · Blommer, Mike et al. · indexed
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Impact of Level 3 Automated Driving Technology on Road Work Zone Safety · 2026 · Xu, Zhepu et al. · archived
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Analysis of Driver Distraction Behaviour Causing Risk of Accidents in Jordan · 2023 · Abojaradeh, Mohammad · 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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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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Extracting Features from Driving Scenarios for Driving Workload Level Classification - A Case Study of Transfer Learning ↗ · 2021 · Liu, Yongkang et al. · indexed
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Multimodal Cue Combinations: A Possible Approach to Designing In-Vehicle Takeover Requests for Semi-autonomous Driving ↗ · 2019 · Huang, Gaojian et al. · indexed
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The Influence of Prolonged Conditionally Automated Driving on the Take-Over Ability of the Driver ↗ · 2017 · Schmidt, Jürgen et al. · indexed
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Active and passive fatigue in simulated driving: Discriminating styles of workload regulation and their safety impacts. · 2013 · Saxby, Dyani et al. · archived
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Investigation of distracted driving activities at highway-rail grade crossings (HRGC). · 2013 · Khattak, Aemal et al. · archived
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A Bayesian Regression Analysis of the Effects of Alert Presence and Scenario Criticality on Automated Vehicle Takeover Performance ↗ · 2023 · Alambeigi, Hananeh et al. · indexed
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Who is responsible for automated driving? A macro-level insight into automated driving in the United Kingdom using the Risk Management Framework and Social Network Analysis ↗ · 2019 · Banks, Victoria A. et al. · indexed
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Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving · 2024 · Pan, Hengyan et al. · archived
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Classification of Human Driver Distraction Using 3D Convolutional Neural Networks ↗ · 2023 · Kwakye, Kelvin et al. · indexed
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Keeping the driver in the loop through semi-automated or manual lane changes in conditionally automated driving ↗ · 2021 · Dillmann, J. et al. · indexed
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A practitioner’s View of Driver Training for automated driving From Driving Examiners: A Focus group Discussion ↗ · 2020 · Heikoop, D. D. et al. · indexed
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Driver-initiated take-overs during critical braking maneuvers in automated driving – The role of time headway, traction usage, and trust in automation ↗ · 2022 · Becker, Sandra et al. · indexed
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Decision-making in driver-automation shared control: A review and perspectives ↗ · 2020 · Wang, Wenshuo et al. · indexed
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Should the urgency of auditory-tactile takeover requests match the criticality of takeover situations? ↗ · 2018 · Roche, Fabienne 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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Lateral Driver‐Automation Driver Authority Decision Considering Safety of the Intended Functionality ↗ · 2024 · Wang, Huiran et al. · indexed
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Interactive PowerPoint Training to Improve Safety Driver Awareness while Operating a Transit Vehicle Equipped with Driving Automation Features · 2023 · King, Savana et al. · archived
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Driving Domain Classification Based on Kernel Density Estimation of Urban Land Use and Road Network Scaling Models ↗ · 2024 · Brandes, Gerrit et al. · indexed
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Towards artificial intelligence based rail driving assistance tool ↗ · 2024 · Merlevede, Jean-Valentin et al. · indexed
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Meta-Analysis on the Impact of Different Channel Loads on Takeover Performance in Autonomous Driving under Non-Driving Tasks ↗ · 2024 · Yao, Mingxi et al. · indexed
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Comparing Shape-Changing and Vibro-Tactile Steering Wheels for Take-Over Requests in Highly Automated Driving ↗ · 2017 · Borojeni, Shadan Sadeghian et al. · indexed
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An Interactive Design using Human Computer Interaction for Autonomous Vehicles · 2020 · Shaikh, Asadullah · archived
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Designing for DSA in Future Road Transport Systems and Beyond ↗ · 2018 · Salmon, Paul M. et al. · indexed
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A Landscape of Research on Bus Driver Behavior: Taxonomy, Open Challenges, Motivations, Recommendations, Limitations, and Pathways Solution in Future ↗ · 2021 · Mohammed, Ali et al. · indexed
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What may happen or what you should do? Effects of knowledge representation regarding necessity of intervention on driver performance under level 2 automated driving ↗ · 2018 · Itoh, Makoto et al. · indexed
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Hypovigilance in limited self-driving automation: Peripheral visual stimulus for a balanced level of automation and cognitive workload ↗ · 2017 · Capalar, Jusuf et al. · indexed
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Investigation of Automated Vehicle Effects on Driver's Behavior and Traffic Performance · 2016 · Aria, Erfan et al. · archived
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A study on cooperation method in a system where automatic steering and manual steering coexist ↗ · 2018 · TATEHARA, Takumi et al. · indexed
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Modeling Driver Takeover Intention in Automated Vehicles With Attention-Based CNN Algorithm ↗ · 2022 · Gupta, Shantanu et al. · indexed
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Design of Haptic Protection with an Adaptive Level of Authority Based on Risk Indicators under Hands-on Partial Driving Automation · 2021 · Saito, Yuichi et al. · archived
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Enhancing the Performance of a Model to Predict Driving Distraction with the Random Forest Classifier ↗ · 2021 · Ahangari, Samira et al. · indexed
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Asleep at the automated wheel—Sleepiness and fatigue during highly automated driving ↗ · 2018 · Vogelpohl, Tobias et al. · indexed
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Safe Interaction for Drivers: A Review of Driver Distraction Guidelines and Design Implications ↗ · 2015 · Young, Richard et al. · indexed
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The Impact of N-back-Induced Cognitive Load and Time Budget on Takeover Performance ↗ · 2025 · Goodridge, Courtney Michael et al. · indexed
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Modeling Lateral Control Behaviors of Distracted Drivers for Haptic-Shared Steering System ↗ · 2023 · Xu, Fei-Xiang et al. · indexed
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A Temporal–Spatial Deep Learning Approach for Driver Distraction Detection Based on EEG Signals ↗ · 2022 · Li, Guofa et al. · indexed
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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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Communications and Driver Monitoring Aids for Fostering SAE Level-4 Road Vehicles Automation ↗ · 2018 · Jiménez, Felipe 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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Effects of dual-message tactile sliding takeover requests on takeover performance in an automated driving system ↗ · 2024 · Qiu, Zihao et al. · indexed
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Identifying novice drivers in need of hazard perception ability improvement for takeover performance ↗ · 2024 · Weng, Shixuan et al. · indexed
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Context-Adaptive Availability Notifications for an SAE Level 3 Automation · 2021 · Danner, Simon 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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Quantitative Estimation of Driver Cognitive Workload: A Dual-Stage Learning Approach ↗ · 2024 · Zhu, Jieyu et al. · indexed
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Detecting Driver Distraction Using Deep-Learning Approach ↗ · 2021 · A. AlShalfan, Khalid et al. · indexed
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Automated Driving Systems: Impact of Haptic Guidance on Driving Performance after a Take Over Request ↗ · 2022 · Morales-Alvarez, Walter et al. · indexed
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Role of Habits in Cell Phone-Related Driver Distractions · 2020 · Hansma, Braden Joseph et al. · archived
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Vehicle Automation–Other Road User Communication and Coordination: Theory and Mechanisms · 2020 · Domeyer, Joshua E. et al. · archived
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Investigation on the Effect of Mental Workload on the Time-related Take-over Performance ↗ · 2020 · Kim, Jungsook et al. · indexed
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Cooperative Overtaking: Overcoming Automated Vehicles' Obstructed Sensor Range via Driver Help · 2019 · Walch, Marcel et al. · archived
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A meta-analysis of in-vehicle and nomadic voice-recognition system interaction and driving performance ↗ · 2017 · Simmons, Sarah M. et al. · indexed
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Towards Imbalanced Multiclass Driver Distraction Identification ↗ · 2022 · Das, Kapotaksha et al. · indexed
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Emotion-Aware Takeover Performance Prediction System in Semi-Autonomous Driving ↗ · 2023 · Wang, Yantong et al. · indexed
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Educating the Public About Distracted Driving and Evaluating Distraction-Prevention Technologies · 2022 · Jeihani, Mansoureh et al. · archived
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Driving Distractions Perceptions among Young Drivers in an Urban Area of Shah Alam · 2022 · Kamaluddin, Noor Azreena et al. · archived
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Modeling Methodology of Driver-Vehicle-Environment System Dynamics in Mixed Driving Situation ↗ · 2020 · Xie, Shanshan et al. · indexed
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A generic multi-level framework for microscopic traffic simulation with automated vehicles in mixed traffic ↗ · 2019 · Calvert, S.C. et al. · indexed
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Towards Developing a Distraction-Reduced Hands-Off Interactive Driving Experience using Portable Smart Devices ↗ · 2016 · Zheng, Yang et al. · indexed
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Transparency Assessment on Level 2 Automated Vehicle HMIs ↗ · 2022 · Liu, Yuan-Cheng et al. · indexed
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Age differences in the takeover of vehicle control and engagement in non-driving-related activities in simulated driving with conditional automation ↗ · 2016 · Clark, Hallie 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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What makes a ready driver? A deep dive into the measurement and validation of readiness estimation for driver monitoring systems of partially automated (SAE level 2) vehicles ↗ · 2025 · Gonçalves, Rafael Cirino et al. · indexed
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Consumer Education and Training for Vehicle Automation: Outcomes from an Expert Workshop · 2024 · AAA Foundation for Traffic Safety · archived
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The Effect of Instructions and Context-Related Information about Limitations of Conditionally Automated Vehicles on Situation Awareness ↗ · 2020 · Meteier, Quentin et al. · indexed
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Driver compliance to take-over requests with different auditory outputs in conditional automation ↗ · 2017 · Forster, Yannick et al. · indexed
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Explainable Driver Activity Recognition Using Video Transformer in Highly Automated Vehicle ↗ · 2023 · Sonth, Akash et al. · indexed
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Automatic Driver Head State Estimation in Challenging Naturalistic Driving Videos ↗ · 2017 · Smith, Brandon M. et al. · indexed
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Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use ↗ · 2025 · Halin, Anaïs et al. · indexed
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Time to Focus on the Road: Adaptive Monitoring Requests Design for Attentional Shift in Conditional Automated Driving ↗ · 2025 · Lim, Yeonsu et al. · indexed
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Functional Resonance Analysis in an Overtaking Situation in Road Traffic: Comparing the Performance Variability Mechanisms between Human and Automation ↗ · 2021 · Grabbe, Niklas et al. · indexed
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“Peace of Mind”, An Experiential Safety Framework for Automated Driving Technology Interactions ↗ · 2018 · Strano, Marina et al. · indexed
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Multimodal Detection of Driver Distraction · 2017 · Eskenazi, Maxine et al. · archived
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Attitudes of Person at Driver’s Seat of Level 3–4 Automated Vehicle Affect Human Driver Entering Roadway · 2025 · Saeki, Hidehiro et al. · archived
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Using Markov Chains to Understand the Sequence of Drivers' Gaze Transitions During Lane-Changes in Automated Driving ↗ · 2019 · Gonçalves, Rafael et al. · indexed
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Detection and Recognition of Driver Distraction Using Multimodal Signals ↗ · 2022 · Das, Kapotaksha et al. · indexed
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An Evaluation of Inclusive Dialogue-Based Interfaces for the Takeover of Control in Autonomous Cars ↗ · 2018 · Politis, Ioannis et al. · indexed
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Displays for Productive Non-Driving Related Tasks: Visual Behavior and Its Impact in Conditionally Automated Driving ↗ · 2021 · Schartmüller, Clemens et al. · indexed
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Beyond just keeping hands on the wheel: Towards visual interpretation of driver hand motion patterns ↗ · 2014 · Ohn-Bar, Eshed et al. · indexed
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Should the Urgency of Visual-Tactile Takeover Requests Match the Criticality of Takeover Situations? ↗ · 2020 · Roche, Fabienne et al. · indexed
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Application of the H-Mode, A Design and Interaction Concept for Highly Automated Vehicles, to Aircraft ↗ · 2006 · Goodrich, Kenneth 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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The effect of motor control requirements on drivers’ eye-gaze pattern during automated driving ↗ · 2020 · Goncalves, Rafael C. et al. · indexed
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MPC-based shared steering control for automated driving systems ↗ · 2017 · Guo, Chunshi et al. · indexed
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A driver assistance framework based on driver drowsiness detection ↗ · 2016 · Tran, Duy et al. · indexed
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A hybrid Bayesian Network approach to detect driver cognitive distraction ↗ · 2014 · Liang, Yulan et al. · indexed
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A Real-Time Vision-Based System for Driver Fatigue and Distraction Monitoring Using a Single In-Cabin RGB Camera ↗ · 2026 · Kareem, Emad · indexed
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The Neuroscience of (Dis)Trust: Proactive Takeovers in Human–AV Interaction ↗ · 2026 · Zhang, Yinsu 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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The Research on Current Automated Driving ODD Regulations, Standards and Applications ↗ · 2022 · Chen, Chen et al. · indexed
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Driver Emotion Analytics on In-Vehicle Gesture Control System ↗ · 2022 · Sarla, S M et al. · indexed
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Meaningful human control of partially automated driving systems: Insights from interviews with Tesla users ↗ · 2025 · Suryana, Lucas Elbert et al. · indexed
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ViT-DD: Multi-Task Vision Transformer for Semi-Supervised Driver Distraction Detection · 2024 · Ma, Yunsheng et al. · archived
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Take the wheel: Effects of available modalities on driver intervention ↗ · 2016 · Mok, Brian et al. · indexed
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A study of the effect of monitoring request and takeover request time interval on takeover characteristics ↗ · 2025 · Wan, Huasen et al. · indexed
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Visual and cognitive demands of using Apple's CarPlay, Google's Android Auto and five different OEM infotainment systems · 2018 · Cooper, JM et al. · archived
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Influences of Level 2 Automated Driving on Driver Behaviors: A Comparison With Manual Driving ↗ · 2023 · Yang, Bo et al. · indexed
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Control Authority Transfer Method for Automated-to-Manual Driving Via a Shared Authority Mode ↗ · 2018 · Saito, Takahiro et al. · indexed
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Trust-oriented HMI Design for Conditional Autonomous Driving Takeover Systems ↗ · 2022 · Sun, Qi et al. · indexed
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Designing Visual-auditory Attention-guiding Takeover Request for Semi-autonomous Driving ↗ · 2023 · Chen, Qingxin et al. · indexed
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Highly automated driving with a decoupled steering wheel ↗ · 2014 · Kerschbaum, Philipp et al. · indexed
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Enhancing the Driver's Comprehension of ADS's System Limitations: An HMI for Providing Request-to-Intervene Trigger Information · 2023 · Matsuo, Ryuji et al. · archived
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Effect of Alert Presentation Mode and Hazard Direction on Driver Takeover from an Autonomous Vehicle ↗ · 2019 · Cortens, Benjamin et al. · indexed
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Driver Distraction: Evaluation with Event Detection Paradigm ↗ · 2003 · Greenberg, Jeff et al. · indexed
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Driver Behavior While Operating Partially Automated Systems: Tesla Autopilot Case Study ↗ · 2018 · Shutko, John et al. · indexed
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What the crash dummies don't tell you: The interaction between driver and automation in emergency situations ↗ · 2013 · Banks, Victoria A. et al. · indexed
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Simultaneous analysis of driver behaviour and road condition for driver distraction detection ↗ · 2011 · Rezaei, Mahdi et al. · indexed
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Effect of Visual and Auditory Secondary Task on Takeover Performance in Level 2 Automated Driving ↗ · 2023 · Hwang, Jiwoo et al. · indexed
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Transitioning back from SAE-L3 autonomy – comparing traded and shared control ↗ · 2020 · Abbink, David A. · indexed
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Driver Distraction Analysis Using Convolutional Neural Networks ↗ · 2018 · Kumari, Manjula et al. · indexed
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Reaction Times When Switching From Autonomous to Manual Driving Control ↗ · 2016 · Funkhouser, Kelly et al. · indexed
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The Impact of Partial Automation and Cognitive Load on Drivers’ Visual Search Strategies in an Urban Driving Environment ↗ · 2026 · Qin, Hao et al. · indexed
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The Concept of Cooperative Automation in Cars: Results from the Experiment "Overtaking on Highways" ↗ · 2005 · Biester, Lars · indexed
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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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Benchmarking Advanced Tabular AI Models for Classifying SAE Automation Levels in Crash Data · 2026 · Somvanshi, Shriyank et al. · archived
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Unconstrained design: improving multitasking with in-vehicle information systems through enhanced situation awareness ↗ · 2019 · Skrypchuk, Lee et al. · indexed
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Real-Time CNN-Based Driver Distraction & Drowsiness Detection System ↗ · 2023 · Ali Almazroi, Abdulwahab et al. · indexed
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Automated and Connected Vehicle Implications and Analysis · 2017 · Block, David et al. · archived
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The concept of driver takeover assessment in the vehicles with conditional automation ↗ · 2018 · Razin, Paula et al. · indexed
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Effects of unreliable automation and takeover time budget on young drivers’ mental workload ↗ · 2021 · Shahini, Farzaneh et al. · indexed
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Driving behaviour while self-regulating mobile phone interactions: A human-machine system approach ↗ · 2018 · Oviedo-Trespalacios, Oscar et al. · indexed
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Interface Design for Responsible Remote Driving: A Study on Technological Mediation · 2025 · Variati, Gabriella Emma et al. · archived
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Conversational Voice Agents are Preferred and Lead to Better Driving Performance in Conditionally Automated Vehicles ↗ · 2022 · Wang, Manhua et al. · indexed
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Examining Driver Vigilance in Partially Automated Vehicles: The Impact of Push Notifications ↗ · 2025 · Proskurin, Aleksei V. et al. · indexed
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Mechanisms behind distracted driving behavior: The role of age and executive function in the engagement of distracted driving ↗ · 2017 · Pope, Caitlin Northcutt et al. · indexed
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Investigation of driving safety in partial driving automation considering driving modes and drivers’ pre-drive states ↗ · 2026 · Zhang, Wei et al. · indexed
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Driver Cognitive Distraction Recognition Based on Multi-Source Data from Simulated Driving Experiments ↗ · 2025 · Qu, Chixiong et al. · indexed
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Pattern Handler: Integrating Real World and Virtual Models of Human Systems Patterns to Regulate the Control Distribution in a Cooperative Automated Driving Task ↗ · 2024 · Usai, Marcel et al. · indexed
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Coordinating State Policies, Laws, and Regulations for Automated Driving Systems Across New England · 2022 · Rodriguez, Greg et al. · archived
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Towards User Perception on Autonomy Levels of Advanced Driver Assistance System ↗ · 2020 · Cho, Ji Yong et al. · indexed
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Analysis of driver visual attention when driving with different levels of haptic steering guidance ↗ · 2017 · Wang, Zheng et al. · indexed
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Safety Concept for Autonomous Vehicles · 2016 · Reschka, Andreas · archived
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Monitoring Driver - Vehicle Control in Automated Driving Applications ↗ · 2016 · Henze, Dr.-Ing. Roman et al. · indexed
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Methodologies to assess usability and safety of ADAS and automated vehicle ↗ · 2016 · Pauzie, Annie et al. · indexed
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Workshop on Situation Awareness in Automotive Evaluation & Design ↗ · 2016 · Zhang, Yu et al. · indexed
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Beyond Detection: A Systematic Review of Driver Passive Fatigue Prevention and Mitigation Strategies ↗ · 2025 · Rasouli, Shiva et al. · indexed
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How to Counteract Driver Fatigue during Conditional Automated Driving—A Systematic Review ↗ · 2024 · Loew, Alexandra et al. · indexed
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EEG assessment of driving cognitive distraction caused by central control information · 2023 · Zhao, Yan et al. · archived
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Workshop on Virtual Reality (VR) in Automated Vehicles: Developing and Evaluating Metrics to Assess VR in the Car ↗ · 2020 · Becerra, Zoe M et al. · indexed
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Driver-Automated Vehicle Interaction in Mixed Traffic: Types of Interaction and Drivers’ Driving Styles ↗ · 2022 · Ma, Zheng et al. · indexed
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Different feedback strategies: Evaluation of active vehicle motions in a multi-level system · 2022 · Wald, Pia et al. · archived
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The modeling of transfer of steering between automated vehicle and human driver using hybrid control framework ↗ · 2016 · Kaustubh, Mani et al. · indexed
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Highly Discriminative Driver Distraction Detection Method Based on Swin Transformer ↗ · 2024 · Zhang, Ziyang et al. · indexed
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Measurement of Driver’s Mental Workload in Partial Autonomous Driving ↗ · 2019 · Chen, Weiya et al. · indexed
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Repeated conditionally automated driving on the road: How do drivers leave the loop over time? ↗ · 2023 · Dillmann, J. et al. · indexed
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Driver Monitoring Systems: Perceived Fairness of Consequences when Distractions are Detected ↗ · 2021 · Nees, Michael A. · indexed
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Driver Distraction Recognition Based on the Information Bottleneck Theory and Graph Convolutional Networks ↗ · 2025 · Zhang, Ji et al. · indexed
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A Novel Predictive Haptic Control Interface for Automation-to-Human Takeover of Automated Vehicles ↗ · 2019 · Li, Yutong et al. · indexed
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Detection and Correction of Driver Mode Confusion Using LLM-Based Semantic Feedback in SAE Level 2 Automation ↗ · 2025 · Yang, Ye et al. · indexed
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Effect of Takeover Request Time and Warning Modality on Trust in L3 Automated Driving ↗ · 2024 · Wu, Yu et al. · indexed
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Visual and cognitive demands of manual and voice-based driving mode implementations on smartphones ↗ · 2023 · Monk, Chris et al. · indexed
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Habits, attitudes, and expectations of regular users of partial driving automation systems ↗ · 2024 · Mueller, Alexandra S. 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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Ontology based Scene Creation for the Development of Automated Vehicles · 2018 · Bagschik, Gerrit et al. · archived
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The Mind Wandering Phenomenon While Driving: An Exploratory Survey ↗ · 2026 · Butilă, Eugen Valentin et al. · indexed
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A lightweight deep learning model for real-time in-vehicle driver distraction detection with low-latency inference ↗ · 2026 · Essahraui, Siham et al. · indexed
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Robust Vehicle Driver Assistance Control for Handover Scenarios Considering Driving Performances ↗ · 2021 · Chen, Yimin et al. · indexed
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Classification of Level 2 Driving Events Observed on Public Roads · 2021 · Rao, Sughosh J. et al. · archived
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Driver-automation indirect shared control of highly automated vehicles with intention-aware authority transition ↗ · 2017 · Li, Renjie et al. · indexed
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TVAR modeling of EEG to detect audio distraction during simulated driving ↗ · 2014 · Dahal, Nabaraj et al. · indexed
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Cognitive failure and driving distraction on private car drivers using naturalistic driving study ↗ · 2024 · Al Baihaqi, Hasby et al. · indexed
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Human-Oriented Online Driving Authority Optimization for Driver-Automation Shared Steering Control ↗ · 2022 · Liu, Jun et al. · indexed
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Human Factors Issues regarding Driver Assisted and Automated Driving: What Can Be Seen from Comparison between Aircraft and Automobile Automation ↗ · 2020 · Inagaki, Toshiyuki et al. · indexed
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Study on Optimization of Takeover Time and Safety Distance of L3 Automatic Driving System · 2025 · Yao, Bohan · archived
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(Safe) SMART Hands: Hand Activity Analysis and Distraction Alerts Using a Multi-Camera Framework · 2023 · Greer, Ross et al. · archived
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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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Capable and considerate: Exploring the assigned attributes of an automated vehicle · 2021 · Johansson, Mikael et al. · archived
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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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Driver Distraction Detection Using Bidirectional Long Short-Term Network Based on Multiscale Entropy of EEG · 2022 · Zuo, Xin et al. · archived
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Automated Driving System Architecture to Ensure Safe Delegation of Driving Authority ↗ · 2016 · YUN, Sunkil et al. · indexed
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The Interaction Between Highly Automated Driving and the Development of Drowsiness ↗ · 2015 · Schömig, Nadja et al. · indexed
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Identification and Quantification of Hazardous Scenarios for Automated Driving · 2020 · Kramer, Birte et al. · archived
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Scene-aware driver state understanding in car-following behaviors ↗ · 2017 · Xu, Donghao et al. · indexed
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Recommendations Supporting Situation Awareness in Partially Automated Driver Assistance Systems ↗ · 2015 · Wulf, Felix et al. · indexed
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Multitasking While Driving: Central Bottleneck or Problem State Interference? ↗ · 2022 · Held, Moritz et al. · indexed
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Human-Centred Classification of Remote Operation Intervention Scenarios for Automated Vehicles ↗ · 2026 · Medojevic, Marko et al. · indexed
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EEG alpha spindles and prolonged brake reaction times during auditory distraction in an on-road driving study ↗ · 2014 · Sonnleitner, Andreas et al. · indexed
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The Effect of Cognitive Load on Auditory Susceptibility During Automated Driving · 2021 · Van der Heiden, Remo M. A. et al. · archived
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Haptic Icons: A Hands-On Approach to Haptic HMI in Automated Vehicles · 2025 · Sarabia, Joseba et al. · archived
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Assessing Cognitive Demand Testing Methods for Voice-Based Infotainment Systems ↗ · 2020 · Shields, Muriel · indexed
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“I’d like an Explanation for That!”Exploring Reactions to Unexpected Autonomous Driving ↗ · 2020 · Wiegand, Gesa et al. · indexed
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Noncontact Multimodal Sensing for Driver Distraction Detection via Behavioral-Physiological Fusion ↗ · 2025 · Sun, Yuheng et al. · indexed
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What Should Automated Vehicles Communicate to Human Drivers? Prioritizing External Human-Machine Interface Information Based on the Four-Sides Model ↗ · 2026 · Zhou, Di et al. · indexed
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Wearable Driver Distraction Identification On-The-Road via Continuous Decomposition of Galvanic Skin Responses ↗ · 2018 · Dehzangi, Omid et al. · indexed
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Modeling takeover time for non-driving related tasks using hybrid deep neural networks in conditionally automated vehicles ↗ · 2024 · Wang, Dan et al. · indexed
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Vibrotactile Take-over Requests in Highly Automated Driving ↗ · 2020 · Chu, Duanfeng et al. · indexed
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Examining Driver Takeover Decisions and Trust of AVs at Rural Intersections · 2026 · Morris, Nichole L. et al. · archived
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Expert Drivers’ Prospective Thinking-Aloud to Enhance Automated Driving Technologies – Investigating Uncertainty and Anticipation in Traffic ↗ · 2020 · Grahn, Hilkka et al. · indexed
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Lookie Here! Designing Directional User Indicators across Displays in Conditional Driving Automation ↗ · 2020 · Nair, Pranav et al. · indexed
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Highly Automated Driving on Highways Based on Legal Safety · 2013 · Vanholme, Benoit et al. · archived
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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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Investigation into Legislative Action Needed to Accommodate the Future Safe Operation of Autonomous Vehicles in the State of Louisiana · 2016 · Wilmot, Chester G. et al. · archived
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Adaptive Bounded-Rationality Modeling of Early-Stage Takeover in Shared-Control Driving ↗ · 2026 · Sun, Jian et al. · indexed
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The notorious B.I.T: The effects of a ransomware and a screen failure on distraction in automated driving ↗ · 2023 · Payre, William et al. · indexed
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Specification of Drivers’ Behavior in Partially Automated Vehicles for Microscopic Simulation Models ↗ · 2019 · Rodrigues, Rita 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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Drowsiness in Conditional Automation: Proneness, diagnosis and driving performance effects ↗ · 2016 · Gonçalves, Joel et al. · indexed
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Effects of environmental, vehicle and human factors on comfort in partially automated driving: A scenario-based study · 2022 · Delmas, Maxime et al. · archived
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Exploring the effectiveness of a digital voice assistant to maintain driver alertness in partially automated vehicles ↗ · 2021 · Mahajan, Kirti et al. · indexed
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Secondary task and situation awareness, a mobile application for conditionally automated vehicles ↗ · 2019 · Capallera, Marine et al. · indexed
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Missing no Interaction—Using STPA for Identifying Hazardous Interactions of Automated Driving Systems · 2018 · Abdulkhaleq, Asim et al. · archived
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Encountering Automation Surprise in Everyday Automated Driving: An Exploratory Phenomenological Inspired Study Using A Wizard‐of‐Oz Vehicle on Real Motorways ↗ · 2025 · Dong, Haoyu et al. · indexed
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In-Vehicle Human Machine Interface: Investigating the Effects of Tactile Displays on Information Presentation in Automated Vehicles ↗ · 2022 · Martinez, Kimberly D. et al. · indexed
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Automated Road Transport Systems (ARTS)—The Safe Way to Integrate Automated Road Transport in Urban Areas · 2015 · Alessandrini, Adriano et al. · archived
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Three Decades of Driver Assistance Systems: Review and Future Perspectives ↗ · 2014 · Bengler, Klaus et al. · indexed
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Human–Vehicle Integration in the Code of Practice for Automated Driving ↗ · 2020 · Wolter, Stefan et al. · indexed
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A Review on the Development of the In-Vehicle Human-Machine Interfaces in Driving Automation: A Design Perspective ↗ · 2024 · Dong, Haoyu et al. · indexed
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Pyramid Scene Parsing Network for Driver Distraction Classification ↗ · 2023 · Khadraoui, Abdelhak 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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Determining Sample Measures of Distracted Driving, Distracted Pedestrian Activities and Impacts of Such Behavior on Traffic Operations at Signalized Intersections · 2022 · Abou-Senna, Hatem et al. · archived
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A Review of Selected Factors Affecting Driver Distraction ↗ · 2022 · Haberka, Katarzyna et al. · indexed
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Driver-Automation Cooperation Oriented Approach for Shared Control of Lane Keeping Assist Systems · 2019 · Sentouh, Chouki et al. · archived
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Driver Distraction Identification using Multiple Machine Learning Approaches ↗ · 2021 · Pandey, Nageshwar Nath et al. · indexed
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Quantifying Distraction Potential of Augmented Reality Head-Up Displays for Vehicle Drivers ↗ · 2018 · Kim, Hyungil et al. · indexed
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A Comprehensive Examination of Machine Learning and Deep Learning Techniques for Driver Distraction Recognition ↗ · 2025 · Fan, Ruijie · 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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Vigilance, boredom proneness and detection time of a malfunction in partially automated driving ↗ · 2015 · Korber, Moritz et al. · indexed
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Contextual Analysis of Strategies and Interaction Motivations with Smartphones in Vehicles ↗ · 2016 · Quaresma, Manuela 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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Control Centers for Maneuver-based Teleoperation of Highly Automated and Autonomous Vehicles: System Model and Requirements ↗ · 2022 · Herzberger, Nicolas et al. · indexed
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A Hybrid Deep Learning Approach for Driver Distraction Detection ↗ · 2020 · Mafeni Mase, Jimiama et al. · indexed
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LLMs in the Loop: A Survey of Language-Driven Driver Monitoring and Assistance Systems ↗ · 2026 · Chandrayan, Vanchha et al. · indexed
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Balancing Safety, Efficiency, and Sustainability: A Survey of Modeling Tools for Autonomous Vehicles Interactions ↗ · 2026 · Sarkandi, Golnoosh et al. · indexed
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Function-Specific Uncertainty Communication in Automated Driving ↗ · 2019 · Kunze, Alexander et al. · indexed
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Improving human-in-the-loop decision making in multi-mode driver assistance systems using hidden mode stochastic hybrid systems ↗ · 2015 · Lam, Chi-Pang et al. · indexed
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Uncertainty Aware Task Allocation for Human-Automation Cooperative Recognition in Autonomous Driving Systems ↗ · 2023 · Kuribayashi, Atsushi et al. · indexed
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Human–Machine Collaboration for Automated Driving Using an Intelligent Two‐Phase Haptic Interface ↗ · 2021 · Lv, Chen et al. · indexed
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Refining two-stage transition procedures for planned transitions in conditionally automated driving ↗ · 2024 · Hasegawa, Kunihiro et al. · indexed
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Human Factor Issues Associated with Lane Change Collision Avoidance Systems: Effects of Authority, Control, and Ability on Drivers’ Performance and Situation Awareness ↗ · 2017 · Muslim, Husam et al. · indexed
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Individual Differences in Signal Perception for Takeover Request in Autonomous Driving ↗ · 2023 · Lee, Okkeun et al. · indexed
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Saluton! How do you evaluate usability? – Virtual Workshop on Usability Assessments of Automated Driving Systems ↗ · 2020 · Albers, Deike et al. · indexed
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Special issue on Motion Control for Automated Driving and Autonomous Functions on Road Vehicles ↗ · 2019 · Lidberg, Mathias et al. · indexed
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Vehicle Connectivity and Automation: A Sibling Relationship · 2020 · Ha, Paul et al. · archived
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Distributed Cognition on the road: Using EAST to explore future road transportation systems ↗ · 2018 · Banks, Victoria A. et al. · indexed
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First Workshop on Trust in the Age of Automated Driving ↗ · 2017 · Noah, Brittany E. et al. · indexed
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Cognitive workload using interactive voice messaging systems ↗ · 2016 · Coleman, JR et al. · indexed
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DIPNet: Driver intention prediction for a safe takeover transition in autonomous vehicles · 2023 · Bonyani, Mahdi et al. · archived
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Lateral Controllability for Automated Driving (SAE Level 2 and Level 3 Automated Driving Systems) ↗ · 2021 · Garbacik, Neil et al. · indexed
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Impact of Non-driving Related Tasks on Drivers During Conditional Automated Driving ↗ · 2025 · Zhang, Qi et al. · indexed
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Keeping the Driver in the Loop While Using Assistance Systems ↗ · 2007 · Mayser, Christoph et al. · indexed
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Formalizing Human Machine Communication in the Context of Autonomous Vehicles · 2020 · Gopalswamy, Swaminathan et al. · archived
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Takeover Time Prediction for Conditionally Automated Driving Vehicles: Considering Mixed Traffic Flow Environment ↗ · 2025 · Liu, Qingchao et al. · indexed
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The Impact of Distraction Mitigation Strategies on Driving Performance ↗ · 2006 · Donmez, Birsen et al. · indexed
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Driver distraction by advertising: genuine risk or urban myth? · 2003 · Wallace, B. · archived
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Situation awareness training as a prerequisite for handling complexity in Human-autonomy teaming: Demonstration and experiment proposal ↗ · 2024 · Stensrud, Rune et al. · indexed
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Conveying Uncertainties Using Peripheral Awareness Displays in the Context of Automated Driving ↗ · 2019 · Kunze, Alexander et al. · indexed
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A closed-loop crash warning system based on heterogeneous cues ↗ · 2011 · Gunaratne, Pujitha 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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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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Control Transferring between Automated and Manual Driving using Shared Control ↗ · 2017 · Saito, Takahiro et al. · indexed
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Assessing drivers’ performance when automated driver support systems fail with different levels of automation ↗ · 2014 · Shen, Sijun et al. · indexed
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Comparison of Two-Level and Three-Level Graded Collision Warning Systems Under Distracted Driving Conditions ↗ · 2025 · Shariatmadari, Khatereh et al. · indexed
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Systematic H<sub>2</sub>/H<sub>∞</sub> haptic shared control synthesis for cars, parameterized by sharing level ↗ · 2020 · Pano, Beatrice et al. · indexed
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Methodology for the design of automotive HUD graphical interfaces · 2018 · Villa-Espinal, Jesús et al. · archived
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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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Workshop on Human-Vehicle-Environment Cooperation in Automated driving: The Next Stage of a Classic Topic ↗ · 2021 · Wang, Chao et al. · indexed
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Actions speak louder: Effects of a transforming steering wheel on post-transition driver performance ↗ · 2017 · Mok, Brian et al. · indexed
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Shaping driver-vehicle interaction in autonomous vehicles: How the new in-vehicle systems match the human needs ↗ · 2021 · Sun, Xu et al. · indexed
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Interaction Mediation for Meaningful Human Control over Highly Automated Vehicles ↗ · 2023 · Baltzer, Marcel C. A. et al. · indexed
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A Systematic Literature Review of Driver Inattention Monitoring Systems for Smart Car ↗ · 2022 · Soultana, Abdelfettah et al. · indexed
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Technology Acceptance of Passive Brain-Computer Interfaces in Vehicles for Adaptive Automation ↗ · 2026 · Wehrle, Theresa et al. · indexed
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Combining Internal and External Communication: The Design of a Holistic Human-Machine Interface for Automated Vehicles ↗ · 2024 · Verstegen, Rutger et al. · indexed
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Influence of Prior General Knowledge on Older Adults’ Takeover Performance and Attitude Toward Using Conditionally Automated Driving Systems ↗ · 2021 · Zhou, Huiping et al. · indexed
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The Underpinnings of Workload in Unmanned Vehicle Systems · 2017 · Hooey, Becky L. et al. · archived
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Assessing Cognitive Demand during Natural Language Interactions with a Digital Driving Assistant ↗ · 2016 · Large, David R. et al. · indexed
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Driver Distraction Detection with a Two-stream Convolutional Neural Network ↗ · 2020 · Ma, Yuefeng et al. · indexed
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Partial-autonomous frenzy: Driving a level-2 vehicle on the open road · 2017 · Biondi, F et al. · archived
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Visualizing Driving Maneuvers Through Peripheral Displays: A Comparative Study of HMI Modalities in Autonomous Vehicles ↗ · 2025 · Rottmann, Leonhard et al. · indexed
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Effect of System Capability Verification on Conflict, Trust, and Behavior in Automated Vehicles · 2022 · Woide, Marcel et al. · archived
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Driver Support by a Vibrotactile Seat Matrix – Recognition, Adequacy and Workload of Tactile Patterns in Take-over Scenarios During Automated Driving ↗ · 2015 · Schwalk, Matti et al. · indexed
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Comparison of manual vs. speech-based interaction with in-vehicle information systems ↗ · 2009 · Maciej, Jannette et al. · indexed
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A cross-methodological review on the safety effects of partial vehicle automation ↗ · 2026 · de Winkel, Ksander N et al. · indexed
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Willingness to take responsibility: Self-sacrifice versus sacrificing others in takeover decisions during autonomous driving ↗ · 2024 · Ju, Uijong et al. · indexed
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Reliable and transparent in-vehicle agents lead to higher behavioral trust in conditionally automated driving systems · 2023 · Taylor, Skye et al. · archived
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Visual aided speech interface to reduce driver distraction ↗ · 2019 · Kim, Guiyoung et al. · indexed
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Steering the conversation: A linguistic exploration of natural language interactions with a digital assistant during simulated driving ↗ · 2017 · Large, David R. et al. · indexed
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A multimodal human-machine interface enabling situation-adaptive control inputs for highly automated vehicles ↗ · 2017 · Manawadu, Udara E. et al. · indexed
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What Do We Tell the Drivers? Toward Minimum Driver Training Standards for Partially Automated Cars ↗ · 2019 · Casner, Stephen M. et al. · indexed
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Using Bidirectional Long Short Term Memory with Attention Layer to Estimate Driver Behavior ↗ · 2019 · Monjezi Kouchak, Shokoufeh et al. · indexed
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CBAM VGG16: An efficient driver distraction classification using CBAM embedded VGG16 architecture ↗ · 2024 · Praharsha, Chittathuru Himala et al. · indexed
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The Effect of Secondary Cognitive Task Difficulty on Headway Maintenance and Perceived Workload While Using Lane Keeping Systems ↗ · 2019 · Liang, Nade et al. · indexed
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Using tactile displays to maintain situational awareness during driving ↗ · 2013 · Howard, M. et al. · indexed
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Fast Detection of Handheld Phone-Distracted Driving by Sensing the Driver's Hand-Grip ↗ · 2024 · Wang, Ruxin 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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Adapting the Technology Readiness Level (TRL) Framework to Automated Vehicle Development ↗ · 2025 · Swaminathan, Sunder et al. · indexed
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Improving Driver Engagement with Level 2 Automated Systems: The Impact of Fully Shared Longitudinal Control ↗ · 2024 · Illgner, Johannes et al. · indexed
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Modeling Driver Lateral Control Behavior for Human--Machine Shared Takeover During Emergency Collision Avoidance Under Dynamic Traffic Environment ↗ · 2026 · Feng, Shiyong et al. · indexed
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A Classified Driver’s Lane-Change Decision- Making Model Based on Fuzzy Inference for Highly Automated Driving ↗ · 2021 · Guan, Muhua et al. · indexed
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Autonomous Driving Takeover Requests: The Influence of Spatio-Temporal Characteristics of Human-Machine Interface Elements on Driving Trust ↗ · 2025 · Wu, Jianfeng et al. · indexed
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Perceptions of Two Unique Lane Centering Systems: An FOT Interview Analysis ↗ · 2020 · Landry, Steven et al. · indexed
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Design Possibilities for Vehicle Roll Motions as Feedback for the Driver during Automated Driving ↗ · 2017 · Cramer, Stephanie et al. · indexed
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A Novel Human–Machine Shared Control Strategy with Adaptive Authority Allocation Considering Scenario Complexity and Driver Workload ↗ · 2026 · Liu, Lijie et al. · indexed
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Interactive Steering for Seamless Transition During Control Handover in Autonomous Driving ↗ · 2025 · Gurumoorthi, Adithyaa Rettaikudi et al. · indexed
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Smart Detection System for Driver Distraction: Enhanced Support Vector Machine classifier using Analytical Hierarchy Process technique ↗ · 2023 · Singh, Hiteshwar et al. · indexed
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