automation complacency bias
Human performance problems of supervising automation in any domain: automation complacency, automation bias and over-reliance, out-of-the-loop performance loss, ironies of automation, misuse and disuse of automated aids, vigilance under monitoring of reliable automation, and levels-of-automation frameworks (Sheridan, Parasuraman). The cross-domain (aviation, process control, medical) automation-supervision literature that vehicle automation research builds on, distinct from takeover_transitions and mode_awareness (driving-specific automation behavior) and from trust_in_automation_foundations (the trust construct itself).
Also in Vehicle Automation & ADAS
Related elsewhere in the corpus
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Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.
- mixed levels331
- not applicable297
- l3 conditional125
- manual l0116
680 paper(s) · ranked by relevance to this topic
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Automation-Related “Complacency”: Theory, Empirical Data, and Design Implications ↗ · 2001 · Metzger, Ulla et al. · indexed
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The Out-of-the-Loop Performance Problem and Level of Control in Automation ↗ · 1995 · Endsley, Mica R. et al. · indexed
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Integration of Human Factors in an Automated Driving Supervision System · 2022 · Scoliege, Jordan et al. · archived
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Humans: Still Vital After All These Years of Automation ↗ · 2008 · Parasuraman, Raja et al. · indexed
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Human Performance Consequences of Stages and Levels of Automation · 2013 · Onnasch, Linda et al. · archived
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Out‐of‐the‐loop performance problems and the use of intermediate levels of automation for improved control system functioning and safety ↗ · 1997 · Kaber, David 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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Autopilot, Mind Wandering, and the Out of the Loop Performance Problem · 2017 · Gouraud, Jonas et al. · archived
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Shared control versus traded control in driving: a debate around automation pitfalls · 2022 · Winter, Joost de et al. · archived
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Effects of Automation Reliability on Driver Vigilance ↗ · 2024 · Millard, Ashley S. et al. · indexed
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Impact of Automation's Level and Reliability on Multi-Vehicle Supervisory Control Task Performance ↗ · 2011 · Ruff, Heath 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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Semi-automated versus highly automated driving in critical situations caused by automation failures · 2014 · Strand, Niklas et al. · archived
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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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Supervising High Degree Automation in Simulated Air Traffic Control ↗ · 2018 · Bowden, Vanessa 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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A review of human-automation interaction and lessons learned · 2006 · Sheridan, Thomas 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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Using Modeling and Simulation to Predict Operator Performance and Automation-Induced Complacency With Robotic Automation ↗ · 2015 · Wickens, Christopher D. et al. · indexed
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Human-Automation Interaction and the Challenge of Maintaining Situation Awareness in Future Autonomous Vehicles ↗ · 2019 · Endsley, Mica R. · indexed
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Individual Differences in Complacency and Monitoring for Automation Failures ↗ · 2005 · Prinzel III, Lawrence J. et al. · indexed
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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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Situation Awareness Prompts: Bridging the Gap between Supervisory and Manual Air Traffic Control ↗ · 2022 · Kim, Munyung 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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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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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 factors of automated driving systems: a compendium of lessons learned ↗ · 2021 · Biondi, Francesco N. et al. · indexed
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Automotive automation: effects, problems and implications for driver mental workload ↗ · 2017 · Young, Mark S. et al. · indexed
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Human factors perspectives on highly automated driving · 2020 · Navarro, Jordan et al. · archived
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Driver Vigilance in Automated Vehicles: Hazard Detection Failures Are a Matter of Time ↗ · 2018 · Greenlee, Eric T. et al. · indexed
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The impact of intermediate levels of automation on situation awareness and performance in dynamic control systems ↗ · 2002 · Engsley, M.R. et al. · indexed
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Mode Errors and Intentional Violations in Visual Monitoring of Level 2 Driving Automation ↗ · 2020 · Boos, Annika et al. · indexed
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A human factors perspective on automated driving · 2017 · Kyriakidis, Miltos et al. · archived
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Automation Reliability in Unmanned Aerial Vehicle Control: A Reliance-Compliance Model of Automation Dependence in High Workload ↗ · 2006 · Dixon, Stephen R. et al. · indexed
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The Effects of Level of Automation on the Out-of-the-Loop Unfamiliarity in a Complex Dynamic Fault-Management Task during Simulated Spaceflight Operations ↗ · 2001 · Lorenz, Bernd et al. · indexed
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Level of automation effects on performance, situation awareness and workload in a dynamic control task ↗ · 1999 · Endsley, Mica R. et al. · indexed
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Effects of Automation Reliability on Human Monitoring Performance ↗ · 2003 · Oakley, Brian et al. · indexed
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Performance-based Adaptive Automation for Supervisory Control ↗ · 2011 · Calhoun, Gloria L. et al. · indexed
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Precursor Systems Analyses of Automated Highway Systems. Automated Check Out · 1995 · NHTSA · archived
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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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Level of Automation Effects on Situation Awareness and Functional Specificity in Automation Reliance ↗ · 2012 · Smith, Adam G. et al. · indexed
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RELATIONSHIP BETWEEN INTERFACE ALERTS AND COMPLACENCY ON HUMAN-AUTOMATION INTERACTION: ↗ · 2017 · Goncalves, Rafael Cirino et al. · indexed
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Monitoring an Automated System for a Single Failure: Vigilance and Task Complexity Effects ↗ · 1996 · MOLLOY, ROBERT et al. · indexed
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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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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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Automated driving · 2020 · Janssen, Christian P. et al. · archived
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Human supervisory control of aircraft, rail and highway vehicles ↗ · 1999 · Sheridan, Thomas B. · 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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The effects of driving with different levels of unreliable automation on self-reported workload and secondary task performance ↗ · 2016 · de Winter, Joost et al. · indexed
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Design of automation for telerobots and the effect on performance, operator situation awareness, and subjective workload ↗ · 2000 · Kaber, David B. et al. · indexed
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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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Bored beyond Belief: How Automation is Boring us to Distraction ↗ · 2010 · Marras, William S. · 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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Driver Reactions to Automated Vehicles · 2018 · Eriksson, Alexander 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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Supervising the self-driving car: Situation awareness and fatigue during highly automated driving ↗ · 2023 · McKerral, Angus et al. · indexed
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Cooperation between drivers and automation: implications for safety ↗ · 2008 · Hoc, Jean-Michel et al. · indexed
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Adaptive Automation of Human-Machine System Information-Processing Functions · 2005 · Kaber, David B. et al. · archived
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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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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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Overloaded, underloaded or in control: How many automated vehicles can one person supervise? ↗ · 2025 · Bogg, Adam 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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Evaluation of operators' performance for automation design in the fully digital control room of nuclear power plants ↗ · 2009 · Lin, Chiuhsiang Joe 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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Handbook of Human Factors for Automated, Connected, and Intelligent Vehicles ↗ · 2020 · Fisher, Donald L. 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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Adaptable and Adaptive Automation for Supervisory Control of Multiple Autonomous Vehicles ↗ · 2012 · Kidwell, Brian et al. · indexed
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Transparent systems, opaque results: a study on automation compliance and task performance · 2025 · Pharmer, Rebecca L. et al. · archived
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Trust rises, attention falls: divergent effects of exposure and education in driving automation · 2026 · Chouchane, Hanna et al. · archived
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Automated fault-management in a simulated spaceflight micro-world. ↗ · 2002 · Lorenz, Bernd et al. · indexed
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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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A multi-method approach to understanding drivers' experiences and behavior under partial vehicle automation · 2023 · Strayer, DL et al. · archived
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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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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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Estimating the out-of-the-loop phenomenon from visual strategies during highly automated driving · 2020 · Schnebelen, Damien et al. · archived
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Effects of Manual and Autopilot Control on Mental Workload and Vigilance During Simulated General Aviation Flight ↗ · 1999 · Masalonis, Anthony J. et al. · indexed
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Back to School: Impact of Training on Driver Behavior and State in Autonomous Vehicles ↗ · 2020 · Sibi, Srinath et al. · indexed
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Absence of DOA Effect but No Proper Test of the Lumberjack Effect: A Reply to Jamieson and Skraaning (2019) · 2020 · Wickens, Christopher D. et al. · archived
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The Effects of Age and Working Memory Demands on Automation-Induced Complacency ↗ · 2014 · Leidheiser, William et al. · indexed
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Fatigue and Automation-Induced Impairments in Simulated Driving Performance ↗ · 1998 · Desmond, Paula A. 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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Supervision of a self-driving vehicle unmasks latent sleepiness relative to manually controlled driving ↗ · 2021 · Flynn-Evans, Erin E. et al. · indexed
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Designing the human-machine interface for highly automated cars — Challenges, exemplary concepts and studies ↗ · 2015 · Kerschbaum, Philipp et al. · indexed
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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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Human performance in a multiple-task environment: Effects of automation reliability on visual attention allocation ↗ · 2013 · Cullen, Ralph H. et al. · indexed
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Underload on the Road: Measuring Vigilance Decrements During Partially Automated Driving · 2021 · McWilliams, Thomas et al. · archived
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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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Stages and Levels of Automation: An Integrated Meta-analysis ↗ · 2010 · Wickens, Christopher D. 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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Situation awareness and automation: issues and design approaches ↗ · 1999 · Qureshi, Z. et al. · indexed
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Automation bias and verification complexity: a systematic review ↗ · 2016 · Lyell, David 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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Automation Promises and Concerns for Three Levels of Automation: A Survey of Pilots of Advanced Automation Commercial Aircraft ↗ · 1995 · Rogers, William H. · indexed
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Driver Adaptation to Vehicle Automation: The Effect of Driver Assistance Systems on Driving Performance and System Monitoring · 2022 · Weaver, Starla et al. · archived
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Driver Vigilance Decrement is More Severe During Automated Driving than Manual Driving ↗ · 2022 · Greenlee, Eric T. et al. · indexed
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Updating the 2016 FAA Human Factors Design Standard (HF-STD-001B): Automation, Workstation Design, and Information Management · 2021 · Cardosi, Kim 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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Journey's End: Will Vehicle Automation Make Skilled Drivers Redundant? ↗ · 2000 · Young, Mark S. et al. · indexed
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An Influence Model of the Human-Automation Team: Effects of Workload and Automation Reliability, Transparency and Degree · 2023 · Wickens, Christopher D. et al. · archived
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Bimodal Trust: High and Low Trust in Vehicle Automation Influence Response to Automation Errors · 2023 · Kamaraj, Amudha V. et al. · archived
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The Impact of Automation Reliability and Operator Fatigue on Performance and Reliance ↗ · 2016 · Wohleber, Ryan W. 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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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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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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Supporting operator reliance on automation through continuous feedback · 2009 · Seppelt, Bobbie · archived
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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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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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Brain–Computer Interface-Based Adaptive Automation to Prevent Out-Of-The-Loop Phenomenon in Air Traffic Controllers Dealing With Highly Automated Systems ↗ · 2019 · Di Flumeri, Gianluca et al. · indexed
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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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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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Behavioral Adaptations to Lane Keeping Systems: Effects of Exposure and Withdrawal ↗ · 2018 · Miller, Erika E. et al. · indexed
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A Multi-Method Approach to Understanding Drivers’ Experiences and Behavior Under Partial Vehicle Automation · 2023 · AAA Foundation for Traffic Safety · 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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Near-Perfect Automation: Investigating Performance, Trust, and Visual Attention Allocation ↗ · 2021 · Foroughi, Cyrus K. et al. · indexed
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Behavioural impacts of Advanced Driver Assistance Systems–an overview · 2019 · Brookhuis, Karel 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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Automation-Level Transference Effects in Simulated Multiple Unmanned Aerial Vehicle Control ↗ · 2011 · Calhoun, Gloria L. et al. · indexed
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The effects of level of automation and adaptive automation on human performance, situation awareness and workload in a dynamic control task ↗ · 2004 · Kaber, David B. et al. · indexed
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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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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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The Impact of Increasing Autonomy on Training Requirements in a UAV Supervisory Control Task ↗ · 2019 · Cummings, Mary et al. · indexed
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Control Task Substitution in Semiautomated Driving · 2012 · Carsten, Oliver et al. · archived
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Applicability of risky decision-making theory to understand drivers' behaviour during transitions of control in vehicle automation · 2019 · GONÇALVES, Rafael Cirino et al. · archived
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Towards Understanding Human-Technology Migration: Internal Interaction in Automated Road Vehicles · 2025 · Weiser, Paul et al. · archived
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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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Influence of automation on mind wandering frequency in sustained attention · 2018 · Gouraud, Jonas et al. · archived
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Multi-Unmanned Vehicle Supervisory Control: An Initial Evaluation of Personality Drivers ↗ · 2012 · Calhoun, Gloria 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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Effects of False-Alarm vs. Miss-Prone Automation and Likelihood Alarm Technology on Trust, Reliance, and Compliance in a Miss-Prone Task ↗ · 2010 · Davenport, Randy B. et al. · indexed
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Effects of Automation Types on Air Traffic Controller Situation Awareness and Performance ↗ · 2009 · Sethumadhavan, Arathi · indexed
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Automation Error Bias, Trust, and Dependence Behaviors in a Simulated Drone Collision Avoidance Task ↗ · 2026 · Jackson, Austin 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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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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Automation's Not Perfect But Neither Are We: Unveiling Illusionary Control And Automation Bias In Automated Driving ↗ · 2023 · Manger, Carina 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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Does Accountability and an Automation Decision Aid’s Reliability Affect Human Performance in a Visual Search Task? ↗ · 2017 · Shah, Smruti J. 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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Evaluation of a 3M (mistakes, mentoring, and mastery) training program for transfer of control situations in a level 2 automated driving system ↗ · 2024 · Roberts, Shannon C. et al. · indexed
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Effects of Human Understanding of Automation Abilities on Driver Performance and Acceptance of Lane Change Collision Avoidance Systems ↗ · 2019 · Muslim, Husam et al. · indexed
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Driver Assistance after Handover of Control from Automation ↗ · 2018 · Johns, Mishel et al. · indexed
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Performance, Workload, and Situation Awareness in Manual and Automation-Aided Rendezvous and Docking ↗ · 2019 · Du, Xiaoping et al. · indexed
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Multimodal interface and reliability displays: Effect on attention, mode awareness, and trust in partially automated vehicles · 2023 · Monsaingeon, Noé et al. · archived
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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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Conceptualization of Human Factors in Automated Driving by Work Domain Analysis ↗ · 2020 · Zhang, You et al. · indexed
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Tailored Performance-based Adaptive Levels of Automation ↗ · 2012 · Calhoun, Gloria L. 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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Boredom and Distraction in Multiple Unmanned Vehicle Supervisory Control ↗ · 2013 · Cummings, M.L. et al. · indexed
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Effects of trust in human-automation shared control: A human-in-the-loop driving simulation study ↗ · 2021 · Yin, Weiru et al. · indexed
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Inflating system expectations prior to SAE level 3 automated vehicle use: effects on monitoring behavior, resumption of control, and attitudes toward driving automation ↗ · 2025 · Souders, Dustin J. et al. · indexed
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Preface to the Special Issue on Assessment and Effectiveness of Driver Monitoring Systems ↗ · 2023 · Biondi, Francesco et al. · indexed
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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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Utilization of Drivetime – Performing Non-Driving Related Tasks While Driving Highly Automated ↗ · 2015 · Gold, Christian et al. · indexed
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Developing Operator Capacity Estimates for Supervisory Control of Autonomous Vehicles ↗ · 2007 · Cummings, M.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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Situation Awareness and Transitions in Highly Automated Driving: A Framework and Mini Review ↗ · 2017 · Son, Joonwoo et al. · indexed
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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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Effect of automation failure type on trust development in driving automation systems ↗ · 2023 · Mishler, Scott et al. · indexed
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Evaluation of driving performance after a transition from automated to manual control: a driving simulator study ↗ · 2020 · Calvi, Alessandro 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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Situation Awareness, Automation & Free Flight · 2005 · Endsley, Mica R. · archived
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Detecting a Single Automation Failure: The Impact of Expected (But Not Experienced) Automation Reliability ↗ · 2023 · Bowden, Vanessa K. 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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Potential Individual Differences Regarding Automation Effects in Automated Driving ↗ · 2014 · Körber, Moritz et al. · indexed
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Driver Behavior in an Emergency Situation in the Automated Highway System ↗ · 1999 · de Waard, Dick et al. · indexed
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Interaction Breakdowns Between Older Drivers and Automated-Driving Features: A Mixed-Methods HCI Analysis ↗ · 2026 · Tusti, Anannya Ghosh 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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Workload-Matched Adaptive Automation Support of Air Traffic Controller Information Processing Stages · 2002 · Kaber, David B. et al. · archived
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Automation and Crew Performance: The Importance of Who and What ↗ · 1996 · Jentsch, Florian 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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Takeover Transition in Autonomous Vehicles: A YouTube Study · 2019 · Zhou, Feng 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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The Impact of Higher Levels of Automation on Performance and Situation Awareness ↗ · 2016 · Jipp, Meike et al. · indexed
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Distinct oculomotor signatures for task disengagement and reduction in vigilance during a supervisory task ↗ · 2026 · Ficarella, Stefania C. et al. · indexed
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Human Interaction with Levels of Automation and Decision-Aid Fidelity in the Supervisory Control of Multiple Simulated Unmanned Air Vehicles ↗ · 2002 · Ruff, Heath A. et al. · indexed
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Effects of Automation Type on Human Performance in Proofreading Tasks ↗ · 2018 · Jeong, Heejin 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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Cognitive Load During Automation Affects Gaze Behaviours and Transitions to Manual Steering Control ↗ · 2019 · Wilkie, Richard et al. · indexed
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Training for Unmanned Vehicle Allocation with Automation in a Dynamic Microworld ↗ · 2012 · Clegg, Benjamin A. · indexed
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Automated driving, secondary task performance and situation awareness ↗ · 2010 · Merat, Natasha et al. · indexed
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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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A fuzzy logical vigilance alarm system for improving situation awareness and trust in supervisory control ↗ · 2006 · Liu, Cheng-Li et al. · indexed
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Effects of Automation Exposure and Non-Driving Related Tasks on Manual Driving Performance after Takeover of Manual Control ↗ · 2024 · Dudley, LeGrand E. et al. · indexed
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Driving performance, sleepiness, fatigue, and mental workload throughout the time course of semi‐automated driving—Experimental data from the driving simulator ↗ · 2020 · Kaduk, Sylwia I. et al. · 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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Application of quality engineering to evaluate the effects of situation awareness and trust in automation system ↗ · 2003 · Cheng-Li Liu et al. · indexed
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Situation Awareness and Driving Performance in a Simulated Navigation Task ↗ · 2006 · Ma, Ruiqi et al. · indexed
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Effects of First Automation Failure on Situation Awareness and Performance in an Air Traffic Control Task ↗ · 2011 · Sethumadhavan, Arathi · 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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A Systematic Review of Takeover System Design and Evaluation in Highly Automated Driving ↗ · 2025 · Liu, Tianrui et al. · indexed
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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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What's skill got to do with it? Vehicle automation and driver mental workload ↗ · 2007 · Young, M. S. et al. · indexed
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Takeover performance evaluation using driving simulation: a systematic review and meta-analysis · 2021 · Soares, Sónia et al. · archived
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Investigating Automation Level and Automation Reliability in Hybrid Automation Systems ↗ · 2025 · Uba, Jimmy 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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The Driver Has Control: Exploring Driving Performance with Varying Automation Capabilities ↗ · 2015 · Johns, Mishel et al. · indexed
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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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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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Adaptive Automation for Human Supervision of Multiple Uninhabited Vehicles: Effects on Change Detection, Situation Awareness, and Mental Workload ↗ · 2009 · Parasuraman, Raja et al. · indexed
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Imperfect Diagnostic Automation: An Experimental Examination of Priorities and Threshold Setting ↗ · 2006 · Wickens, Christopher D. 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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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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Is driving experience all that matters? Drivers’ takeover performance in conditionally automated driving ↗ · 2023 · Zhang, Neng et al. · 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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How Can I Trust You? The Effect of Risk and Automation Failures on Trust and Reliance Behavior ↗ · 2025 · Ebinger, Nikolai et al. · indexed
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Quantifying Compliance and Reliance Trust Behaviors to Influence Trust in Human-Automation Teams ↗ · 2017 · Boubin, Jayson G. et al. · indexed
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Human’s Overtrust in and Overreliance on Advanced Driver Assistance Systems: A Theoretical Framework ↗ · 2013 · Inagaki, Toshiyuki et al. · indexed
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Boring But Demanding: Using Secondary Tasks to Counter the Driver Vigilance Decrement for Partially Automated Driving ↗ · 2023 · Mishler, Scott et al. · indexed
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Foreseeable Misuse in Automated Driving Vehicles - The Human Factor in Fatal Accidents of Complex Automation ↗ · 2017 · Serter, Barbaros et al. · indexed
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Keep the driver in control: Automating automobiles of the future ↗ · 2015 · Banks, Victoria A. et al. · indexed
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Designing for Situation Awareness: An Approach to User-Centered Design · 2003 · Endsley, Mica R. et al. · archived
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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 Task-Induced Fatigue in Prolonged Conditional Automated Driving ↗ · 2019 · Jarosch, Oliver et al. · indexed
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The Effects of Continuous Driving-Related Feedback on Drivers’ Response to Automation Failures ↗ · 2017 · Cohen-Lazry, Guy et al. · indexed
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Effect of Level of Automation on Unmanned Aerial Vehicle Routing Task ↗ · 2009 · Calhoun, Gloria L. 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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Supporting Drivers of Partially Automated Cars through an Adaptive Digital In-Car Tutor · 2020 · Boelhouwer, Anika et al. · archived
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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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A Systematic Review of Takeover System Design in Highly Automated Driving ↗ · 2026 · Liu, Tianrui et al. · indexed
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Accelerating Understanding of Human Response to Automation Failure ↗ · 2024 · Loft, Shayne · indexed
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Automation and Inattentional Blindness in a Simulated Flight Task ↗ · 2014 · Kennedy, Kellie D. et al. · indexed
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Tactical Driving Behavior With Different Levels of Automation ↗ · 2014 · Kircher, Katja et al. · indexed
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Is Too Much System Caution Counterproductive? Effects of Varying Sensitivity and Automation Levels in Vehicle Collision Avoidance Systems ↗ · 2020 · Fu, Ernestine 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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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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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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Long-term Effect of Experiencing System Malfunction on Driver Take-over Control in Conditional Driving Automation ↗ · 2019 · Zhou, Huiping 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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Driver State Monitoring: Manipulating Reliability Expectations in Simulated Automated Driving Scenarios · 2022 · Perello-March, Jaume R. 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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Effects of Non-Driving Related Tasks During Self-Driving Mode ↗ · 2022 · Minhas, Saad et al. · 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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Driving Performance After Self-Regulated Control Transitions in Highly Automated Vehicles ↗ · 2017 · Eriksson, Alexander et al. · indexed
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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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How system failures and ransomwares affect drivers' trust and attitudes in an automated car? A simulator study ↗ · 2022 · Payre, William et al. · indexed
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What leads to reliance on automated vehicles? An inferential analysis of responses to variable AV performance ↗ · 2025 · Xiao, Xizi et al. · indexed
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Attention and automation: New perspectives on mental underload and performance ↗ · 2002 · Young, Mark S. et al. · indexed
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Adaptive automation: automatically (dis)engaging automation during visually distracted driving ↗ · 2018 · Cabrall, Christopher D.D. et al. · indexed
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Driving aviation forward; contrasting driving automation and aviation automation ↗ · 2019 · Banks, Victoria A. et al. · indexed
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Modelling how humans use decision aids in simulated air traffic control ↗ · 2020 · Strickland, Luke et al. · indexed
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Automation and the situation awareness of drivers in agricultural semi-autonomous vehicles ↗ · 2014 · Bashiri, Behzad 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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Malleable Attentional Resources Theory: A New Explanation for the Effects of Mental Underload on Performance · 2002 · Young, Mark S. et al. · archived
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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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The Importance of Flexible Automation in Simulated Submarine Track Management: Balancing Performance Under Normal and Failed Conditions ↗ · 2026 · Li, Wentao et al. · indexed
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Human-automation teamwork : Current practices and future directions in air traffic control · 2020 · Svensson, Åsa · archived
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Operator's situation awareness under different levels of automation; evaluations through probabilistic human cognitive simulations ↗ · 2002 · Furukawa, H. 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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Road Vehicle Automation and Its Effects on Fatigue, Sleep, Rest, and Recuperation ↗ · 2023 · Ahlström, Christer et al. · indexed
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Evaluation of Levels of Automation for Non-Normal Event Resolution ↗ · 2011 · Thomas, Lisa C. · indexed
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The effect of prolonged conditionally automated driving on fatigue, physiological activity, and takeover performance: a driving simulator experiment ↗ · 2026 · Coyne, Rory et al. · indexed
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An Objective Look at Helicopter Automation from a Test Pilot's Point of View ↗ · 1982 · Shapley, John J. · 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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A systemic approach for a well-documented situation awareness in human-centered automation systems ↗ · 2020 · Bouami, Hind et al. · indexed
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Handing over the Keys: A Qualitative Study of the Experience of Automation in Driving ↗ · 2019 · Linehan, Conor et al. · indexed
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Transitioning to Future Air Traffic Management: Effects of Imperfect Automation on Controller Attention and Performance ↗ · 2010 · Rovira, Ericka et al. · indexed
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Assessing the Effects of Failure Alerts on Transitions of Control from Autonomous Driving Systems ↗ · 2020 · Fu, Ernestine 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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Human behaviour with automated driving systems: a quantitative framework for meaningful human control ↗ · 2019 · Heikoop, Daniël D. et al. · indexed
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Return-to-Manual Performance can be Predicted Before Automation Fails ↗ · 2022 · Griffiths, Natalie et al. · indexed
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Comparison of Adaptive, Adaptable, and Hybrid Automation for Surveillance Task Completion in a Multi-Task Environment ↗ · 2018 · Ruff, Heath 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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To Trust or Not to Trust? A Simulation-Based Experimental Paradigm · 2018 · Knodler Jr., Michael A. et al. · archived
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How Multi-Tasking Ability Impacts Performance, Workload, Situation Awareness, Stress and Trust with Simulated Imperfect Automation. ↗ · 2026 · Greenwell-Barnden, JN et al. · indexed
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Safety Driver Attention on Autonomous Vehicle Operation Based on Head Pose and Vehicle Perception ↗ · 2024 · Konrad, Santiago Gerling 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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Decision support for partial automation: Driver behavior and trust with different versions of automated lane change ↗ · 2026 · Monfort, Samuel S. et al. · indexed
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Fault Condition and Familiarity Shape Evasive Performance in SAE Level 2 Driving Automation ↗ · 2026 · Schmitz, Maegan L. 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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Fatigue and mental underload further pronounced in L3 conditionally automated driving: Results from an EEG experiment on a test track · 2024 · Figalova, Nikol et al. · archived
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Effects of human-machine interaction mechanisms on situation awareness in partly automated driving ↗ · 2013 · Wulf, Felix et al. · indexed
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Investigating the interplay between cognitive workload and situation awareness during full driving automation ↗ · 2024 · Sahoo, Praneet et al. · 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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Failures in Driving Automation Systems: Definitions, Taxonomy, and Prevention Mechanisms ↗ · 2024 · Roberts, Shannon C. · indexed
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National Advanced Driving Simulator Measures Driver Interactions with Automated Driving System · 2017 · NHTSA · archived
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The Role of Physiological Monitoring in the Implementation of Vehicle Automation ↗ · 2015 · Whitmore, Antony et al. · indexed
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Automated decision aids: When are they advisors and when do they take control of human decision making? · 2023 · Strickland, Luke 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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The monitoring requests on young driver’s fatigue and take-over performance in prolonged conditional automated driving ↗ · 2023 · Yin, Juan et al. · indexed
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Attentional Considerations in Advanced Air Mobility Operations: Control, Manage, or Assist? ↗ · 2022 · Sato, Tetsuya et al. · indexed
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How Driving Experience Affect Trust in Automation from Level 3 Automated Vehicles? An Experimental Analysis ↗ · 2020 · Jin, Mengxia et al. · indexed
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Haptic shared control: smoothly shifting control authority? · 2011 · Abbink, David A. et al. · archived
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The work organization in teleoperated driving – a human reliability and socio-technical systems perspective ↗ · 2024 · Grabbe, Niklas et al. · indexed
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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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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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Influence of Surrounding Traffic and System Behaviors on Driver-Initiated Automation Disengagements in Urban Overtaking Scenarios ↗ · 2025 · Muslim, Husam 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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Hazard Analysis of Action Loops for Automated Vehicle Remote Operation ↗ · 2021 · Kamaraj, Amudha V. et al. · indexed
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Fatigue and mental underload further pronounced in L3 conditionally automated driving: Results from an EEG experiment on a test track · 2023 · Figalová, Nikol et al. · archived
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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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Effects of Task Duration and Type of Automation Support on Human Performance and Stress in a Simulated Battlefield Engagement Task ↗ · 2003 · McGarry, Kathleen 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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Keep your hands on the wheel: The effect of driver supervision strategy on change detection, mind wandering, and gaze behavior ↗ · 2023 · Amre, Shruti M. et al. · indexed
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Repeated Induction of Inattentional Blindness in a Simulated Aviation Environment ↗ · 2017 · Kennedy, Kellie D. et al. · indexed
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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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Examining Driver Vigilance in Partially Automated Vehicles: The Impact of Push Notifications ↗ · 2025 · Proskurin, Aleksei V. et al. · indexed
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A Longitudinal Simulator Study to Explore Drivers' Behaviour in Level 3 Automated Vehicles ↗ · 2019 · Large, David R. et al. · indexed
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Understanding Is Key: An Analysis of Factors Pertaining to Trust in a Real-World Automation System ↗ · 2018 · Balfe, Nora et al. · indexed
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Effect of Automating Procedural Work on Situation Awareness and Workload ↗ · 2022 · Schreckenghost, Debra et al. · indexed
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Influences of Combined Use of Level 2 Automated Driving and Manual Driving on Vigilance Decrements in Long Time Driving · 2022 · Yoshiyama, Kohei et al. · archived
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Predicting takeover response to silent automated vehicle failures ↗ · 2020 · Mole, Callum et al. · 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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A Systematic Review of Metrics Measuring Takeover Performance in Conditionally Automated Driving ↗ · 2025 · Tilbury, Dawn M. et al. · indexed
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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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How different mental workload levels affect the take-over control after automated driving ↗ · 2016 · Bueno, M. et al. · indexed
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Participant Characteristics in Human-in-the-Loop Studies with Multiple Unmanned Vehicles including Aircraft ↗ · 2022 · Bass, Ellen J. et al. · indexed
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Predicting Return-to-Manual Performance in Lower- and Higher-Degree Automation ↗ · 2025 · Griffiths, Natalie 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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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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Driver adaptation to lane keeping assistance systems: Do drivers become less vigilant? ↗ · 2017 · Miller, Erika E. et al. · 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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Evaluating effects of workload on trust in automation, attention allocation and dual-task performance ↗ · 2017 · Yuan Zhang, Meng 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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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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A Preliminary Study on the Influence of Automation over Mind Wandering Frequency in Sustained Attention ↗ · 2017 · Gouraud, Jonas et al. · indexed
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Reduced Attention Allocation during Short Periods of Partially Automated Driving: An Event-Related Potentials Study · 2017 · Solís-Marcos, Ignacio et al. · archived
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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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Effects of Reliable and Unreliable Automation on Subjective Measures of Mental Workload, Situation Awareness, Trust and Confidence in a Dynamic Flight Task ↗ · 2004 · Brown, Rebecca D. et al. · indexed
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“In automation we trust” - Australian air traffic controller perspectives of increasing automation in air traffic management ↗ · 2022 · Langford, Kieran et al. · indexed
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Introduction Matters: Manipulating Trust in Automation and Reliance in Automated Driving ↗ · 2017 · Körber, Moritz et al. · indexed
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Vigilance Decrement and Passive Fatigue Caused by Monotony in Automated Driving ↗ · 2015 · Körber, Moritz et al. · indexed
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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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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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Realising Meaningful Human Control Over Automated Driving Systems: A Multidisciplinary Approach · 2022 · de Sio, Filippo Santoni et al. · archived
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Advanced Driver Assistance Systems: Transparency and Driver Performance Effects ↗ · 2023 · Deng, Yulin 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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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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Sharing Vehicle Situation Awareness Reduces Driver-Initiated Overrides in Urban Environments ↗ · 2023 · Lee, Joonbum 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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Transparency and Conflict Resolution Automation Reliability in Air Trffic Control ↗ · 2017 · Trapsilawati, Fitri et al. · indexed
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Automation Use: The Roles of Self-Confidence, Trust, and Workload ↗ · 2023 · Patton, Colleen E. · indexed
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The Relationship Between Partial-Automation Use and Driver Sentiment Toward Automation ↗ · 2023 · Haus, Samantha H. et al. · indexed
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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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Design of Conditional Driving Automation Variables to Improve Takeover Performance ↗ · 2019 · Tanshi, Foghor 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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Video entertainment to mitigate safety risks during prolonged automated driving: Impacts on cognitive load, fatigue, and takeover performance ↗ · 2026 · Ma, Jun et al. · indexed
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Investigation on the Effect of Mental Workload on the Time-related Take-over Performance ↗ · 2020 · Kim, Jungsook 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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Individual performance markers and working memory predict supervisory control proficiency and effective use of adaptive automation ↗ · 2014 · Saqer, Haneen et al. · indexed
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Addressing the Challenges in NextGen Decision Making · 2012 · Mosier, Kathleen et al. · archived
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A Microworld Approach to Identifying Issues of Human-Automation Systems Design for Supporting Operator's Situation Awareness ↗ · 2004 · Itoh, Makoto et al. · indexed
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Human–Machine Adaptive Shared Control for Safe Driving Under Automation Degradation ↗ · 2022 · Huang, Chao et al. · indexed
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Modelling operator control work across traffic management domains: implications for interaction design ↗ · 2024 · Lundberg, Jonas 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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Effects of automation and task load on task switching during human supervision of multiple semi-autonomous robots in a dynamic environment ↗ · 2010 · Squire, P. N. 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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Unmanned Aerial Vehicle Flight Control: False Alarms versus Misses ↗ · 2004 · Wickens, C. D. · indexed
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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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Effects of Non-Driving-Related Task Attributes on Takeover Quality in Automated Vehicles ↗ · 2020 · Lee, Seul Chan et al. · indexed
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Exploring Transitional Automation with New and Old Drivers ↗ · 2016 · Miller, David et al. · indexed
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Performance-Based Adaptive Automation: Number of Task Types and Response Time Measures Triggering Level of Automation Changes ↗ · 2021 · Calhoun, Gloria et al. · indexed
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Individual Susceptibility to Vigilance Decrement in Prolonged Assisted Driving Revealed by Alert-State Wearable EEG Assessment ↗ · 2023 · Seet, Manuel et al. · indexed
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A Meta-Analytic Approach to Investigating the Relationship Between Human-Automation Trust and Attention Allocation ↗ · 2023 · Sato, Tetsuya 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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Takeover performance of older drivers in automated driving: A review · 2022 · Gasne, C. et al. · archived
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Models of automation proportion in human-in-the-loop systems and operator situation awareness responses ↗ · 2025 · Liu, Y. et al. · indexed
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This is your brain on autopilot 2.0: The influence of practice on driver workload and engagement during on-road, partially automated driving · 2024 · McDonnell, AS 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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Agent Transparency, Situation Awareness, Mental Workload, and Operator Performance: A Systematic Literature Review ↗ · 2022 · van de Merwe, Koen et al. · indexed
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Take-over expectation and criticality in Level 3 automated driving: a test track study on take-over behavior in semi-trucks · 2020 · Lotz, Alexander et al. · archived
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Influencing Trust for Human–Automation Collaborative Scheduling of Multiple Unmanned Vehicles ↗ · 2015 · Clare, Andrew S. et al. · indexed
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On Track: A Series of Research about the Effects of Increasing Railway Automation on the Train Driver ↗ · 2019 · Brandenburger, N. et al. · indexed
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The Influence of Driver Stress, Partial-Vehicle Automation, and Subjective State on Driver Performance ↗ · 2005 · Funke, Gregory J. et al. · indexed
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Taking Over Control From Highly Automated Vehicles in Complex Traffic Situations ↗ · 2016 · Gold, Christian et al. · indexed
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Assessing the effectiveness of driver training interventions in improving safe engagement with vehicle automation systems ↗ · 2025 · Zhang, Chengxin et al. · indexed
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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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Effects of unreliable automation and takeover time budget on young drivers’ mental workload ↗ · 2021 · Shahini, Farzaneh et al. · indexed
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Prior Familiarization With Takeover Requests Affects Drivers’ Takeover Performance and Automation Trust ↗ · 2017 · Hergeth, Sebastian et al. · indexed
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Adaptive Automation to Improve Human Performance in Supervision of Multiple Uninhabited Aerial Vehicles ↗ · 2011 · Saqer, Haneen et al. · indexed
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Can Shared Control Improve Overtaking Performance? Combining Human and Automation Strengths for a Safer Maneuver · 2022 · Marcano, Mauricio et al. · archived
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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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(Mis-)use of standard Autopilot and Full Self-Driving (FSD) Beta: Results from interviews with users of Tesla's FSD Beta · 2023 · Nordhoff, Sina et al. · archived
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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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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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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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Multidimensional Assessment of Takeover Performance in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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The Effect of Cognitive Load and Task Complexity on Automation Bias in Electronic Prescribing ↗ · 2018 · Lyell, David et al. · indexed
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Characterizing Level 2 Automation in a Naturalistic Driving Fleet · 2024 · Perez, Miguel A et al. · archived
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Designing for Situation Awareness · 2025 · Endsley, Mica R. et al. · archived
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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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Fatigue and Secondary Media Impacts in the Automated Vehicle: A Multidimensional State Perspective ↗ · 2023 · Neubauer, Catherine et al. · 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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Supporting situation awareness with peripheral feedback on monitoring behavior ↗ · 2014 · Fortmann, Florian et al. · indexed
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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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A temporal analysis of safety drivers taking back control in public roadway automated driving trials ↗ · 2019 · Corcoran, Nicole et al. · indexed
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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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Quantifying Pilot Performance and Mental Workload in Modern Aviation Systems: A Scoping Literature Review ↗ · 2025 · Kyle, Ainsley R. et al. · indexed
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Comparing Coupled and Decoupled Steering Interface Designs for Emergency Obstacle Evasion ↗ · 2021 · Bhardwaj, Akshay et al. · indexed
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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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Comfort in Automated Driving: A Literature Survey and a High-Level Integrative Framework ↗ · 2024 · Domova, Veronika 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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Automation in Future Air Traffic Management: Effects of Decision Aid Reliability on Controller Performance and Mental Workload ↗ · 2017 · Metzger, Ulla et al. · indexed
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Decision Support Automation Research in the En Route Air Traffic Control Environment ↗ · 2002 · Willems, Ben · indexed
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The Effect of Fatigue on Take-over Performance in Urgent Situations in Conditionally Automated Driving ↗ · 2019 · Feldhutter, Anna et al. · indexed
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Designing for Flexible Interaction Between Humans and Automation: Delegation Interfaces for Supervisory Control ↗ · 2007 · Miller, Christopher A. et al. · indexed
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Driver Adaptation to Partially Automated Driving in Urban Environments: Effects of Repeated Exposure and System Capabilities on Drivers’ Trust, Monitoring, and Response ↗ · 2026 · Nkusi, Elena Malaika et al. · indexed
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Takeover request (TOR) effects during different automated vehicle failures ↗ · 2021 · DeGuzman, Chelsea A. et al. · indexed
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Unreliable Automated Attention Cueing for Air-Ground Targeting and Traffic Maneuvering ↗ · 1999 · Wickens, C. D. · indexed
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The Relevance of Vigilance Research to Aerospace Monitoring Tasks ↗ · 1965 · Kibler, Austin W. · indexed
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Principles and Practice of Aviation Psychology · 2002 · Tsang, Pamela S. · archived
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A Closed-Loop Model of Operator Visual Attention, Situation Awareness, and Performance Across Automation Mode Transitions ↗ · 2016 · Johnson, Aaron W. et al. · indexed
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Takeover Performance and Workload under Varying Automation Levels, Time Budget and Road Curvature ↗ · 2022 · Xu, Chengliang 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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The impact of automated planning aids on situation awareness and workload in the monitoring of uncrewed vehicles ↗ · 2024 · Barnhart, Grace et al. · indexed
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Evaluating the Human-Automated Maintenance Vehicle Interaction for Improved Safety and Facilitating Long-Term Trust · 2021 · Miller, Erika E. et al. · archived
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Misses or False Alarms? How Error Type Affects Confidence In Automation Reliability Estimates ↗ · 2024 · Guzman-Bonilla, Ebernoe et al. · indexed
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Automation to Autonomy: Temporal Dynamics of Trust and Visual Attention Allocation Did Not Evolve ↗ · 2025 · Sato, Tetsuya et al. · indexed
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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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What do drivers prefer? A field study on longitudinal and lateral driving automation ↗ · 2023 · Ebinger, Nikolai 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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Interaction patterns for cooperative guidance and control: Automation mode transition in highly automated truck convoys ↗ · 2017 · Baltzer, Marcel C.A. et al. · indexed
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Negative Behavioral Adaptation to Lane-Keeping Assistance Systems ↗ · 2010 · Breyer, Felix et al. · indexed
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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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Seeing the automation malfunction before it happens: designing information cues that support driver situation awareness ↗ · 2026 · Garakani, Golnoosh et al. · indexed
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The Decline of User Experience in Transition from Automated Driving to Manual Driving ↗ · 2021 · Johansson, Mikael et al. · indexed
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Driver takeover performance in conditionally automated driving: sudden system failure situation versus ODD exit situation ↗ · 2021 · Yao, Hua 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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Supporting Dynamic Re-Planning In Multiple Uav Control: A Comparison of 3 Levels of Automation ↗ · 2012 · Prinet, Julie C. et al. · indexed
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A Topology of Shared Control Systems—Finding Common Ground in Diversity · 2018 · Abbink, David A. 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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Exploring Trust and Performance in Human-Automation Interaction: Novel Perspectives on Incorrect Reassurances from Imperfect Automation ↗ · 2023 · Yong Kim, Jin et al. · indexed
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Wake Up and Take Over! The Effect of Fatigue on the Take-over Performance in Conditionally Automated Driving ↗ · 2018 · Feldhutter, Anna et al. · indexed
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Switching from manual to automated driving and reverse: Are drivers behaving more risky after highly automated driving? ↗ · 2014 · Brandenburg, S. et al. · indexed
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Contributing Factors to Driver's Over-trust in a Driving Support System for Workload Reduction ↗ · 2009 · ITOH, Makoto · indexed
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Driving automation: learning from aviation about design philosophies ↗ · 2007 · Young, Mark S. et al. · indexed
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Perceptions of Difficulty in an Automation-Supported Task ↗ · 2025 · Padilla, Jewel G. et al. · indexed
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Reducing False Alarms in Automated Target Recognition by Lowering the Level of Automation ↗ · 2013 · Ho, Geoffrey 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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Trust in Level 3 Automated Vehicles: A Systematic Literature Review ↗ · 2025 · Alkurdi, Duha et al. · indexed
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Key considerations in the development of driving automation systems ↗ · 2015 · Christensen, Andy et al. · indexed
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Safety and reliability analysis of automated vehicle driving systems ↗ · 2004 · Lan Huang 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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Examination of Human Factors that Affect Reliance During Autonomous Driving ↗ · 2024 · Arakawa, Toshiya · indexed
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Framing Human-Automation Regulation: A New Modus Operandi from Cognitive Engineering ↗ · 2020 · Canellas, Marc et al. · indexed
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Situation Awareness: Review of Mica Endsley's 1995 Articles on Situation Awareness Theory and Measurement ↗ · 2008 · Wickens, Christopher D. · indexed
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Situation Awareness-Based Safety Assessment Method for Human–Autonomy Interaction Process Considering Anchoring and Omission Biases ↗ · 2025 · Zeng, Shengkui et al. · indexed
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How to Design Valid Simulator Studies for Investigating User Experience in Automated Driving ↗ · 2018 · Hock, Philipp 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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Automation of driving functions - future development, benefits and pitfalls ↗ · 2002 · Hahn, S. · indexed
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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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Evaluating the Benefits and Potential Costs of Automation Delegation for Supervisory Control of Multiple UAVs ↗ · 2010 · Shaw, Tyler et al. · indexed
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Under pressure: Effect of a ransomware and a screen failure on trust and driving performance in an automated car simulation · 2023 · Payre, William et al. · archived
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Investigating the effects of age and disengagement in driving on driver’s takeover control performance in highly automated vehicles ↗ · 2019 · Li, Shuo et al. · indexed
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Drivers’ Mental Workload In Agricultural Semi-Autonomous Vehicles ↗ · 2013 · Bashiri, Behzad et al. · indexed
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Evaluating the Effects of Situation Awareness and Trust With Robust Design in Automation ↗ · 2000 · Liu, Cheng-Li et al. · indexed
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Dual-Task Performance Consequences of Imperfect Alerting Associated With a Cockpit Display of Traffic Information · 2007 · Wickens, C. D. · archived
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I’ve Got the Power: Exploring the Impact of Cooperative Systems on Driver-Initiated Takeovers and Trust in Automated Vehicles ↗ · 2023 · Woide, Marcel et al. · indexed
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ERROR TYPE, RISK, PERFORMANCE, AND TRUST: INVESTIGATING THE IMPACTS OF FALSE ALARMS AND MISSES ON TRUST AND PERFORMANCE ↗ · 2019 · Zhao, Huajing et al. · indexed
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Situation awareness implications of adaptive automation for information processing in an air traffic control-related task ↗ · 2017 · Kaber, David B et al. · indexed
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3112 Towards Socially Acceptable Forward Vehicle Collision Avoidance : Adaptive Autonomy via Non-intrusive Driver-monitoring ↗ · 2007 · Itoh, Makoto · indexed
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The Effects of Countermeasures for Preventing Vigilance Decrement During Manual and Automated Driving ↗ · 2025 · Murata, Atsuo et al. · indexed
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User-Centered Design for Railroad Automation: Phase I · 2023 · Cowen, Michael B. et al. · archived
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Situation Awareness Sub-Dimensions and Task Domains Modulate the Correlation of Situation Awareness and Performance: A Three-Level Meta-Analysis ↗ · 2025 · Zhu, Pengye 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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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 Automation and Skill Development in a Simplified Driving Task ↗ · 2000 · Ward, Nicholas J. · indexed
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User Experience and Behavioural Adaptation Based on Repeated Usage of Vehicle Automation: Online Survey ↗ · 2024 · Mbelekani, Naomi Y. · indexed
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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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Cognitive effects of prolonged continuous human-machine interaction: The case for mental state-based adaptive interfaces · 2022 · Hinss, Marcel F. et al. · archived
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Attempting to Automate Compliance to Aircraft Collision Avoidance Advisories ↗ · 2015 · Pritchett, Amy R. et al. · indexed
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Structural Redesign of Pilot Training and the Automated Aircraft ↗ · 2017 · Petitt, Karlene · indexed
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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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Supporting human supervision in autonomous collision avoidance through agent transparency ↗ · 2023 · van de Merwe, Koen et al. · indexed
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Structural Redesign of Pilot Training and the Automated Aircraft ↗ · 2020 · Petitt, Karlene · 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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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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Driver mental workload measurement trends and cognitive impacts: a literature review ↗ · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
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Cognitive Biases in User Interaction with Automated Vehicles: The Influence of Explainability and Mental Models ↗ · 2025 · Manger, Carina et al. · indexed
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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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Gorillas on a boat: Inattentional blindness during supervisory control of autonomous vessels ↗ · 2023 · Veitch, Erik 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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Driving with shared control: How support system performance impacts safety ↗ · 2016 · Muslim, Husam et al. · indexed
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Contrasting models of driver behaviour in emergencies using retrospective verbalisations and network analysis ↗ · 2015 · Banks, Victoria A. et al. · indexed
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How should drivers’ use of Automated Lane Keeping Systems (ALKS) be assessed? A study with experienced driving assessors in a Wizard-of-Oz vehicle ↗ · 2026 · Bazilinskyy, Pavlo et al. · indexed
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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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The Rise, Fall, and Repair of Trust for Automated Driving Systems ↗ · 2020 · Mishler, Scott et al. · indexed
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Human–Agent Teaming for Multirobot Control: A Review of Human Factors Issues ↗ · 2014 · Chen, Jessie Y. C. et al. · indexed
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Peripheral Visual Feedback: A Powerful Means of Supporting Effective Attention Allocation in Event-Driven, Data-Rich Environments ↗ · 2001 · Nikolic, Mark I. et al. · indexed
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Digital navigation and the driving-machine: supervision, calculation, optimization, and recognition ↗ · 2019 · Hind, Sam · indexed
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From Initial to Situational Automation Trust: The Interplay of Personality, Interpersonal Trust, and Trust Calibration in Young Males · 2026 · Tang, Menghan et al. · archived
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Adaptable (Not Adaptive) Automation: Forefront of Human–Automation Teaming ↗ · 2021 · Calhoun, Gloria · indexed
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Simulation-Based Evaluation of Adaptive Automation Revoking Strategies on Cognitive Workload and Situation Awareness ↗ · 2017 · Rusnock, Christina F. et al. · indexed
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The Effect of Flight Expertise and Automation Reliability on Task Performance and Mental Workload in a Multitasking Environment ↗ · 2025 · Wang, Shuo et al. · indexed
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Highly automated vehicle safety driver monitoring support through Bayesian MCMC Logistic Regression ↗ · 2021 · Corcoran, Nicole M et al. · indexed
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Situation awareness: Valid or fallacious? · 2015 · Carsten, Oliver et al. · archived
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The autopilot paradox: public perception of sleeping while driving semi-automated cars ↗ · 2025 · Das, Subasish · 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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Real-World Observations and Human Factors Evaluation of AV Shuttle Operations · 2025 · Fox, Sarah et al. · archived
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Chatting with AI: enhancing the supervision safety of near-L3 automated driving by engaging in non-driving–related tasks ↗ · 2026 · Jiang, Tingwei et al. · indexed
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The Relationship between ADAS User Experience and Driver Attention: From an Automation Complacency Perspective ↗ · 2026 · Park, Se-Hyun et al. · indexed
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Automation Reliability and Other Contextual Factors in Multi-UAV Operator Selection ↗ · 2016 · Lin, Jinchao et al. · indexed
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Mission Control of Multiple Unmanned Aerial Vehicles: A Workload Analysis ↗ · 2005 · Wickens, C. D. · indexed
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Imperfect Automation in Aviation Traffic Alerts: A Review of Conflict Detection Algorithms and Their Implications for Human Factors Research ↗ · 2003 · Wickens, C. D. · indexed
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Automation-induced efficiency and inefficiency: transformative views from air and ground vehicle industry experts ↗ · 2023 · Mbelekani, Naomi Y. et al. · indexed
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Risk Perception in Complex Systems: A Comparative Analysis of Process Control and Autonomous Vehicle Failures ↗ · 2025 · Wen, He et al. · indexed
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The Supervisory Paradox: How AI Delegation Transforms Productive Labor into Cognitive Vigilance ↗ · 2026 · Tripp, John · indexed
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