Research

Attention, Distraction & Workload

What pulls or loads attention away from the driving task.

situational awareness 1291 visual 696 temporal 536 manual 479 external distraction 393 mental demand 375 workload measurement 361 visual manual 353 auditory 304 cognitive 226 attention allocation 203 dual task performance 201 attention 152 mind wandering 119

Relevant standards

ADR 14/02 — Australian Design Rule 14/02 – Rear Vision Mirrors
ADR 42/05 — Australian Design Rule 42/05 – General Safety Requirements
ADR 8/01 — Australian Design Rule 8/01 – Safety Glazing Material
ADR 93/00 — Australian Design Rule 93/00 – Forward Field of View
Alliance Driver Focus-Telematics Guidelines (2006 update) — Statement of Principles, Criteria and Verification Procedures on Driver Interactions with Advanced In-Vehicle Information and Communication Systems
CIE 115:2010 — Lighting of Roads for Motor and Pedestrian Traffic, 2nd Edition
CIE 180:2007 — Road Transport Lighting for Developing Countries
CIE 183:2008 — Definition of the Cut-off of Vehicle Headlights
CIE 236:2019 — Lighting for Pedestrians: A Summary of Empirical Data
CIE 88:2004 — Guide for the Lighting of Road Tunnels and Underpasses, 2nd Edition
CMVSS 101 — Controls, Tell-tales, Indicators and Sources of Illumination
CMVSS 103 — Windshield Defrosting and Defogging
CMVSS 104 — Windshield Wiping and Washing System
CMVSS 111 — Mirrors and Visibility Systems
Commission Delegated Regulation (EU) 2023/2590 — Commission Delegated Regulation (EU) 2023/2590 of 13 July 2023 supplementing Regulation (EU) 2019/2144 of the European Parliament and of the Council by laying down detailed rules concerning the specific test procedures and technical requirements for the type-approval of certain motor vehicles with regard to their advanced driver distraction warning systems and amending that Regulation
Commission Implementing Regulation (EU) 2024/1721 — Commission Implementing Regulation (EU) 2024/1721 of 19 June 2024 laying down rules for the application of Regulation (EU) 2019/2144 of the European Parliament and of the Council as regards uniform procedures and technical specifications for the type-approval of the intelligent speed assistance system, the driver drowsiness and attention warning system, the event data recorder, the alcohol interlock installation facilitation and the advanced driver distraction warning system
Commission Recommendation 2000/53/EC (recommendation 32000H0053) — Commission Recommendation of 21 December 1999 on safe and efficient in-vehicle information and communication systems: A European statement of principles on human machine interface
Commission Recommendation 2007/78/EC — Commission recommendation of 22 December 2006 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human machine interface
Commission Recommendation 2008/653/EC — Commission Recommendation of 26 May 2008 on safe and efficient in-vehicle information and communication systems: update of the European Statement of Principles on human-machine interface
Euro NCAP Assessment Protocol - SA - Safe Driving (v10.4) — Euro NCAP Assessment Protocol - SA - Safe Driving
Euro NCAP Safe Driving - Driver Engagement Protocol (v1.1) — Euro NCAP Safe Driving Driver Engagement Protocol
FMVSS 101 — Controls and Displays
GB/T 39265-2020 — Road vehicles — Performance requirements and testing methods for blind spot detection (BSD) system
IIHS Headlight Test and Rating Protocol — Headlight Test and Rating Protocol (Version III)
IIHS Pedestrian Automatic Emergency Braking Test Protocol — Pedestrian Automatic Emergency Braking Test Protocol (Version IV)
IIHS Safeguards For Partial Driving Automation — Test Protocol and Rating Guidelines, Version I (March 2024) — Safeguards For Partial Driving Automation Test Protocol and Rating Guidelines
ISO 12214:2018 — Road vehicles — Direction-of-motion stereotypes for automotive hand controls
ISO 15006:2011 — Road vehicles — Ergonomic aspects of transport information and control systems — Specifications for in-vehicle auditory presentation
ISO 15007-1:2014 — Road vehicles — Measurement of driver visual behaviour with respect to transport information and control systems — Part 1: Definitions and parameters
ISO 15007:2020 — Road vehicles — Measurement and analysis of driver visual behaviour with respect to transport information and control systems
ISO 16505:2019 — Road vehicles — Ergonomic and performance aspects of Camera Monitor Systems — Requirements and test procedures
ISO 16673:2017 — Road vehicles — Ergonomic aspects of transport information and control systems — Occlusion method to assess visual demand due to the use of in-vehicle systems
ISO 17287:2003 — Road vehicles — Ergonomic aspects of transport information and control systems — Procedure for assessing suitability for use while driving
ISO 17488:2016 — Road vehicles — Transport information and control systems — Detection-response task (DRT) for assessing attentional effects of cognitive load in driving
ISO 22178:2009 — Intelligent transport systems — Low speed following (LSF) systems — Performance requirements and test procedures
ISO 23376:2021 — Intelligent transport systems — Vehicle-to-vehicle intersection collision warning systems (VVICW) — Performance requirements and test procedures
ISO 26022:2010 — Road vehicles — Ergonomic aspects of transport information and control systems — Simulated lane change test to assess in-vehicle secondary task demand
ISO 4040:2009 — Road vehicles — Location of hand controls, indicators and tell-tales in motor vehicles
ISO 7397-2:1993 — Passenger cars — Verification of driver's direct field of view — Part 2: Test method
ISO/PAS 11585:2023 — Road vehicles — Partial driving automation — Technical characteristics of conditional hands-free driving systems
ISO/TR 12204:2012 — Road vehicles — Ergonomic aspects of transport information and control systems — Introduction to integrating safety critical and time critical warning signals
ISO/TR 21959-1:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 1: Common underlying concepts
ISO/TR 21959-2:2020 — Road vehicles — Human performance and state in the context of automated driving — Part 2: Considerations in designing experiments to investigate transition processes
ISO/TS 14198:2019 — Road vehicles — Ergonomic aspects of transport information and control systems — Calibration tasks for methods which assess driver demand due to the use of in-vehicle systems
ISO/TS 15007-2:2014 — Road vehicles — Measurement of driver visual behaviour with respect to transport information and control systems — Part 2: Equipment and procedures
ISO/TS 16951:2021 — Road vehicles — Ergonomic aspects of transport information and control systems (TICS) — Procedures for determining priority of on-board messages presented to drivers
ISO/TS 21957:2023 — Road vehicles — Visibility — Specifications and test procedures for head-up displays (HUD)
ISO/TS 23792-1:2023 — Intelligent transport systems — Motorway chauffeur systems (MCS) — Part 1: Framework and general requirements
JAMA Guidelines for In-vehicle Display Systems — Version 3.0 — Guidelines for In-vehicle Display Systems — Version 3.0
JIS D 0032:2011 — Road vehicles — Symbols for controls, indicators and tell-tales
KMVSS Article 14-2 (제14조의2) — Korea Motor Vehicle Safety Standards — Lane Departure Warning Device (차로이탈경고장치 / LDWS)
KMVSS Article 15-3 (제15조의3) — Korea Motor Vehicle Safety Standards — Emergency Autonomous Braking System (비상자동제동장치 / AEBS)
KNCAP — Accident-Prevention (Active) Safety Assessment — Korea New Car Assessment Program — Accident-Prevention Safety Assessment (사고예방안전성)
MLIT Notice (2016): Existing 'Automated Driving' Functions Are Not Fully Automated — MLIT — The existing 'Automated Driving' Functions Are Not Fully Automated!
NHTSA Driver Distraction Guidelines — Phase 2 (Portable/Aftermarket) — Visual-Manual NHTSA Driver Distraction Guidelines for Portable and Aftermarket Devices
NHTSA NCAP Final Decision Notice — Advanced Driver Assistance Systems and Roadmap (2024) — New Car Assessment Program; Final Decision Notice — Advanced Driver Assistance Systems and Roadmap
NHTSA Visual-Manual Driver Distraction Guidelines (2013) — Visual-Manual NHTSA Driver Distraction Guidelines for In-Vehicle Electronic Devices
SAE J1050 — Describing and Measuring the Driver's Field of View
SAE J1139 — Direction-of-Motion Stereotypes for Automotive Hand Controls
SAE J2364 — Navigation and Route Guidance Function Accessibility While Driving
SAE J2365 — Calculation and Measurement of the Time to Complete In-Vehicle Navigation and Route Guidance Tasks
SAE J2396 — Definitions and Experimental Measures Related to the Specification of Driver Visual Behavior Using Video Based Techniques
SAE J2830 — Process for Comprehension Testing of In-Vehicle Icons
SAE J2831 — Development of Design and Engineering Recommendations for In-Vehicle Alphanumeric Messages
SAE J3114 — Human Factors Definitions for Automated Driving and Related Research Topics
SAE J3216 — Taxonomy and Definitions for Terms Related to Cooperative Driving Automation for On-Road Motor Vehicles
SAE J941 — Motor Vehicle Drivers' Eye Locations
SAE J985 — Vision Factors Considerations in Rearview Mirror Design
UN ECE R104 — Uniform provisions concerning the approval of retro-reflective markings for vehicles of categories M, N and O
UN ECE R112 — Uniform provisions concerning the approval of motor vehicle headlamps emitting an asymmetrical passing-beam or a driving-beam or both and equipped with filament lamps and/or LED modules
UN ECE R121 — Uniform provisions concerning the approval of vehicles with regard to the location and identification of hand controls, tell-tales and indicators
UN ECE R123 — Uniform provisions concerning the approval of adaptive front-lighting systems (AFS) for motor vehicles
UN ECE R125 — Uniform provisions concerning the approval of motor vehicles with regard to the forward field of vision of the motor vehicle driver
UN ECE R148 — Uniform provisions concerning the approval of light-signalling devices (lamps) for power-driven vehicles and their trailers
UN ECE R149 — Uniform provisions concerning the approval of road illumination devices (lamps) and systems for power-driven vehicles
UN ECE R150 — Uniform provisions concerning the approval of retro-reflective devices and markings for power-driven vehicles and their trailers
UN ECE R183 (draft) — Proposal for a new UN Regulation No. [183] on uniform provisions concerning the approval of a vehicle type with regard to an Advanced Driver Distraction Warning (ADDW) system
UN ECE R19 — Uniform provisions concerning the approval of power-driven vehicle front fog lamps
UN ECE R23 — Uniform provisions concerning the approval of reversing lamps and manoeuvring lamps for power-driven vehicles and their trailers
UN ECE R38 — Uniform provisions concerning the approval of rear fog lamps for power-driven vehicles and their trailers
UN ECE R6 — Uniform provisions concerning the approval of direction indicators for power-driven vehicles and their trailers
UN ECE R65 — Uniform provisions concerning the approval of special warning lamps for power-driven vehicles and their trailers
UN ECE R69 — Uniform provisions concerning the approval of rear marking plates for slow-moving vehicles (by construction) and their trailers
UN ECE R7 — Uniform provisions concerning the approval of front and rear position lamps, stop-lamps and end-outline marker lamps for power-driven vehicles and their trailers
UN ECE R70 — Uniform provisions concerning the approval of rear marking plates for heavy and long vehicles
UN ECE R87 — Uniform provisions concerning the approval of daytime running lamps for power-driven vehicles
UN ECE R98 — Uniform provisions concerning the approval of motor vehicle headlamps equipped with gas-discharge light sources

3236 paper(s) · ranked by relevance to this area

Situation Awareness in Driving ↗ · 2020 · Endsley, Mica · indexed
Assessing Drivers' Situation Awareness in Semi-Autonomous Vehicles: ASP based Characterisations of Driving Dynamics for Modelling Scene Interpretation and Projection · 2023 · Suchan, Jakob et al. · archived
Digital Advertising Billboards and Driver Distraction · 2015 · Sisiopiku, Virginia P. et al. · archived
Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
Assess Driver Distraction in an Era of Rapid Technological Change for Digital Advertising Billboards [Project Summary Report] · 2024 · Pike, Adam et al. · archived
Driver's visual attention to different categories of roadside advertising signs · 2019 · Costa, Marco et al. · archived
Driver distraction by advertising: genuine risk or urban myth? · 2003 · Wallace, B. · archived
Modelling level 1 situation awareness in driving: A cognitive architecture approach · 2024 · Rehman, Umair et al. · archived
Identifying Mind-wandering behind the Wheel · 2009 · He, Jibo et al. · archived
On the Difference Between Necessary and Unnecessary Glances Away From the Forward Roadway: An Occlusion Study on the Motorway · 2019 · Kircher, Katja et al. · archived
Detecting driver distraction · 2018 · Liang, Yulan · archived
The effects of commercial electronic variable message signs (CEVMS) on driver attention and distraction : an update · 2009 · Molino, John A. et al. · archived
The use of commercial advertising on large scale electronic billboards for highways and their relation to driver safety and driver distraction, literature review. · 2008 · Lazarus, Jon M. · archived
Defining Driver Distraction · 2008 · Lee, John et al. · archived
Event Detection: The Second Dimension of Driver Performance for Visual-Manual Tasks ↗ · 2012 · Young, Richard A. · indexed
A comprehensive safety analysis for gaze fixation of drivers to outside scene · 2022 · Sarkar, Abhijit · archived
Effects of Electronic Billboards on Driver Distraction ↗ · 2013 · Dukic, Tania et al. · indexed
Memory for a Hazard is Interrupted by Performance of a Secondary In-Vehicle Task ↗ · 2014 · Borowsky, Avinoam et al. · indexed
Towards Context-Aware Modeling of Situation Awareness in Conditionally Automated Driving · 2024 · Avetisyan, Lilit et al. · archived
Effects of roadside distractors on performance of drivers with and without attention deficit tendencies ↗ · 2018 · Shaw, F. Atiyya et al. · indexed
Multi-Modal Vehicle Display Design and Analysis [Driving with Distractions] · 2004 · Cohen, J. et al. · archived
Assess Driver Distraction in an Era of Rapid Technological Change for Digital Advertising Billboards: Technical Report · 2025 · Pike, Adam et al. · archived
Mental Workload, Task Demand and Driving Performance: What Relation? ↗ · 2014 · da Silva, Fátima Pereira · indexed
A Review of Driver Mental Workload in Driver-Vehicle-Environment System · 2011 · Ba, Yutao et al. · archived
Driver distraction : a review of the literature ↗ · 2007 · Kircher, Katja · indexed
Driver Distraction Analysis on Naturalistic Heavy Vehicle Data: Task 2: Analysis of Sleeper Berth Data for Distraction Events – Draft Final Report · 2001 · Hanowski, Richard J. et al. · archived
Reading Text While Driving ↗ · 2014 · Liang, Yulan et al. · indexed
Validating two assessment strategies for visual and cognitive load in a simulated driving task ↗ · 2016 · Castro, S et al. · indexed
SPIDER 2.0: Driver Distraction and Visual Attention · 2025 · Strayer, David L. · archived
The Effect of External Distractions on Novice and Experienced Drivers' Anticipation of Hazards and Vehicle Control · 2023 · Divekar, Gautam · archived
Evaluating the Impact of Processing Spoken Words on Driving ↗ · 2012 · Rossi, Riccardo et al. · indexed
Cognitive Distraction: Something to Think About · 2013 · AAA Foundation for Traffic Safety · archived
Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2011 · Perez, William A. et al. · archived
Cognitive distraction impairs drivers' anticipatory glances: An on-road study · 2015 · Biondi, F et al. · archived
A Gaze-Based Driver Distraction Warning System and Its Effect on Visual Behavior ↗ · 2013 · Ahlstrom, Christer et al. · indexed
Mental workload and driving · 2014 · Paxion, Julie et al. · archived
Exploring the Prevalence and Sources of Outside-Vehicle Distraction in Qatar: A Self-Reported Questionnaire Study ↗ · 2025 · Alqudah, Haya et al. · indexed
Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2012 · Perez, William A. et al. · archived
Roadside advertising and the distraction of driver’s attention · 2017 · Adam, Tarnowski et al. · archived
Detecting and Quantifying Mind Wandering during Simulated Driving · 2017 · Baldwin, Carryl L. et al. · archived
Theoretical Review of the Secondary Task Methodology for Evaluating Intelligent Automobile Displays ↗ · 1987 · Noy, Y. Ian · indexed
Utilizing a remote LED stimulus to concurrently measure cognitive and visual task demand ↗ · 2018 · Motzkus, CJ et al. · indexed
Using an Integrated Cognitive Architecture to Model the Effect of Environmental Complexity on Drivers’ Situation Awareness ↗ · 2019 · Rehman, Umair et al. · indexed
Impact of Video Advertising on Driver Fixation Patterns ↗ · 2004 · Smiley, Alison et al. · indexed
Effects of Distraction in On-Road Level 2 Automated Driving: Impacts on Glance Behavior and Takeover Performance ↗ · 2021 · Yang, Shiyan et al. · indexed
Dual-task Interference in a Simulated Driving Environment: Serial or Parallel Processing? ↗ · 2019 · Abbaszadeh, Mojtaba et al. · indexed
How Dangerous Is Looking Away From the Road? Algorithms Predict Crash Risk From Glance Patterns in Naturalistic Driving ↗ · 2012 · Liang, Yulan et al. · indexed
Traffic Safety Evaluation of Video Advertising Signs ↗ · 2005 · Smiley, Alison et al. · indexed
Glass half-full: On-road glance metrics differentiate crashes from near-crashes in the 100-car data ↗ · 2017 · Seppelt, Bobbie et al. · indexed
Let Complexity Bring Clarity: A Multidimensional Assessment of Cognitive Load Using Physiological Measures · 2022 · Nilsson, Emma J. et al. · archived
Individual Differences in Glance Patterns under Distraction in Level 2 Automated Driving ↗ · 2020 · Yang, Shiyan et al. · indexed
Evaluating the Effects of Secondary Tasks on Driver Gaze Duration: A Duration Modeling Approach ↗ · 2025 · Ali, Yasir et al. · indexed
Eye Glance Analysis of the Surrogate Tests for Driver Distraction · 2015 · Hsieh, Li et al. · archived
On the Forces of Driver Distraction: Explainable Predictions for the Visual Demand of In-Vehicle Touchscreen Interactions · 2023 · Ebel, Patrick et al. · archived
Keep Your Eyes on the Road: Young Driver Crash Risk Increases According to Duration of Distraction ↗ · 2014 · Simons-Morton, Bruce G. et al. · indexed
Distracted when Using Driving Automation: A Quantile Regression Analysis of Driver Glances Considering Task Type · 2022 · He, Dengbo et al. · archived
Using the ISO Detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways ↗ · 2024 · Biondi, Francesco N. et al. · indexed
Time-Sharing of a Visual In-Vehicle Task while Driving: Findings from the Task Occlusion Method ↗ · 2003 · Tsimhoni, Omer · indexed
Driver distraction by digital billboards? Structural equation modeling based on naturalistic driving study data: A case study of Iran ↗ · 2020 · Sheykhfard, Abbas et al. · indexed
Driver’s Mental Model of Vehicle Automation ↗ · 2020 · Seppelt, Bobbie et al. · indexed
Driver Distraction: Eye Glance Analysis and Conversation Workload · 2015 · Hickman, Jeffrey S. et al. · archived
Multiple Resource Modeling of Task Interference in Vehicle Control, Hazard Awareness and In-vehicle Task Performance · 2003 · Horrey, William J. et al. · archived
Analysis of Gaze Behavior to Measure Cognitive Distraction in Real-World Driving ↗ · 2018 · Yang, Shiyan et al. · indexed
Individual differences in peripheral physiology and implications for the real-time assessment of driver state (phase I & II). · 2013 · Reimer, Bryan · archived
AN ALTERNATE METHOD TO EVALUATE DRIVER DISTRACTION ↗ · 2002 · Curry, Reates et al. · indexed
A Looming Crisis ↗ · 2014 · Liang, Yulan et al. · indexed
Mind Wandering Behind the Wheel ↗ · 2011 · He, Jibo et al. · indexed
The Research of Driver Distraction by Visual Smog on Selected Road Stretch in Slovakia ↗ · 2017 · Hudák, Martin et al. · indexed
A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
Using the ISO detection response task to measure the cognitive load of driving four separate vehicles on two distinct highways · 2024 · Biondi, FN et al. · archived
Driver Distraction in Commercial Vehicle Operations · 2009 · Olson, R.L. et al. · archived
Outdoor Advertising Report: Changeable Message Signs · 2018 · NHTSA · archived
Cell-Phone–Induced Driver Distraction · 2007 · Strayer, David L. et al. · archived
The Effects of Momentary Visual Disruption on Hazard Anticipation and Awareness in Driving ↗ · 2014 · Borowsky, Avinoam et al. · indexed
Work domain modeling of human-automation interaction for in-vehicle automation · 2024 · Zhang, You et al. · archived
Simulator Study of Involuntary Driver Distraction Under Different Perceptual Loads ↗ · 2017 · Hoekstra-Atwood, Liberty et al. · indexed
Investigating the Impact of Distracted Driving among Different Socio-Demographic Groups · 2019 · Jeihani, Mansoureh et al. · archived
Glances That Matter: Applying Quantile Regression to Assess Driver Distraction from Off-Road Glances ↗ · 2018 · Liu, Shu-Yuan et al. · indexed
Evaluation of the driver’s mental workload: a necessity in a perspective of in-vehicle system design for road safety improvement · 2014 · Pauzié, Annie · archived
Situation Awareness and Driving Performance in a Simulated Navigation Task ↗ · 2006 · Ma, Ruiqi et al. · indexed
Situation Awareness Classification Using Multi-modal Sensing in Automated Driving ↗ · 2021 · Liang, Nade et al. · indexed
A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction ↗ · 2022 · von Janczewski, Nikolai et al. · indexed
Sensitivity of Detection Response Task (DRT) to the Driving Demand and Task Difficulty · 2013 · Bruyas, Marie-Pierre et al. · archived
An Empirically Based Suggestion for Reformulating the Glance Duration Criteria in NHTSA's Visual-Manual Interaction Guidelines ↗ · 2013 · Ljung Aust, Mikael et al. · indexed
The effect of driver cognitive abilities and distractions on situation awareness and performance under hazard conditions · 2016 · Kaber, David B. et al. · archived
Safety and Environmental Design Consideration in the Use of Commercial Electronic Variable-Message Signage · 1980 · Wachtel, Jerry et al. · archived
Reading While Driving: A Study on Drivers’ Strategies of In-Vehicle Task Initiation ↗ · 2012 · Liang, Yulan et al. · indexed
SITUATION AWARENESS: WHAT IT IS AND WHY IT MATTERS FOR ITS ↗ · 1999 · Harbluk, Joanne L. et al. · indexed
Improving Driver Situation Awareness Prediction using Human Visual Sensory and Memory Mechanism · 2021 · Zhu, Haibei et al. · archived
Assessing the visual and cognitive demands of in-vehicle information systems · 2019 · Strayer, DL et al. · archived
Predicting driver distraction using computed occlusion task times : estimation of task element times and distributions. · 2015 · Elwart, Tessa et al. · archived
Effects of Visual Demand and In-Vehicle Task Complexity on Driving and Task Performance as Assessed by Visual Occlusion ↗ · 1999 · Tsimhoni, Omer et al. · indexed
Head-Up Displays and Distraction Potential · 2023 · Russell, Sheldon M. et al. · archived
The Influence of Visual-Manual Distractions on Anticipatory Driving · 2022 · He, Dengbo et al. · archived
Heavy vehicle driver workload assessment. Task 4, review of workload and related research · 1996 · Wierwille, W. et al. · archived
Distracted Driving: It is not always a choice · 2016 · Hunter, Michael P. et al. · archived
The multitasking motorist and the attention economy · 2021 · Strayer, DL et al. · archived
The influence of attention distraction on the drivers’ behaviour · 2018 · Gąsiorek, Kamila et al. · archived
Frequency of distracting tasks people do while driving : an analysis of the ACAS FOT data. · 2007 · Oberholtzer, Jessica et al. · archived
Driver Workload Metrics Task 2 Final Report ↗ · 2006 · Angell, Linda et al. · indexed
Naturalistic Driving Performance During Secondary Tasks · 2007 · Sayer, James et al. · archived
Social attitudes towards roadside advertising · 2017 · Anna, Olejniczak-Serowiec et al. · archived
Driver Distraction: Eye Glance Analysis and Conversation Workload [Research Brief] · 2015 · NHTSA · archived
The measurement of drivers' mental workload ↗ · 1996 · de Waard, Dick · indexed
Modeling Drivers' Situational Awareness from Eye Gaze for Driving Assistance · 2024 · Biswas, Abhijat et al. · archived
Situation awareness and driving performance in a simulated navigation task ↗ · 2007 · Ma, Ruiqi et al. · indexed
Driver Distraction in Commercial Vehicle Operations · 2010 · Olson, Rebecca L. et al. · archived
THE IMPACT OF COGNITIVE DISTRACTION ON DRIVER VISUAL BEHAVIOUR AND VEHICLE CONTROL ↗ · 2002 · Harbluk, Joanne L. et al. · indexed
Drivers’ situational awareness of surrounding vehicles during takeovers: Evidence from a driving simulator study ↗ · 2024 · Jia, Lesong et al. · indexed
Dual-Task Interference in a Simulated Driving Environment: Serial or Parallel Processing? · 2021 · Abbaszadeh, Mojtaba et al. · archived
The power and sensitivity of four core driver workload measures for benchmarking the distraction potential of new driver vehicle interfaces · 2021 · McDonnell, AS et al. · archived
Visual Demand of Driving and the Execution of Display-Intensive in-Vehicle Tasks ↗ · 2001 · Tsimhoni, Omer et al. · indexed
Effects of Voice Technology on Test Track Driving Performance: Implications for Driver Distraction ↗ · 2005 · Ranney, Thomas A. et al. · indexed
Driving context inﬂuences drivers' decision to engage in visual–manual · 2015 · Tivesten, Emma et al. · archived
Cognitive Distraction While Multitasking in the Automobile ↗ · 2011 · Strayer, David L. et al. · indexed
Impact of Cognitive Distractions on Drivers’ Hazardous Event Anticipation and Mitigation Behavior in Vehicle–Bicycle Conflict Situations ↗ · 2020 · Ebadi, Yalda et al. · indexed
Towards Operationalizing Driver Distraction · 2013 · Foley, James P et al. · archived
Driver’s Mental Models of Advanced Vehicle Technologies: A Proposed Framework for Identifying and Predicting Operator Errors · 2021 · Pradhan, Anuj K. et al. · archived
Secondary Behavior of Drivers on Cell Phones ↗ · 2015 · Farmer, Charles M. et al. · indexed
Focal and Ambient Visual Contributions and Driver Visual Scanning in Lane Keeping and Hazard Detection ↗ · 2004 · Horrey, William J. et al. · indexed
The Effects of Visual and Cognitive Distraction on Driver Situation Awareness · 2011 · Rogers, Meghan L. et al. · archived
Measuring Inhibitory Control in Driver Distraction ↗ · 2014 · Hoekstra-Atwood, Liberty et al. · indexed
Evaluating driver eye glance behavior and secondary task engagement while using driving automation systems ↗ · 2020 · Noble, Alexandria M. et al. · indexed
A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving · 2019 · Strayer, David L. · archived
The association between physiological and eye-tracking metrics and cognitive load in drivers: A meta-analysis · 2024 · Wang, Ange et al. · archived
Task acceptability and workload of driving city streets, rural roads, and expressways : ratings from video clips. · 2007 · Schweitzer, Jason et al. · archived
Information as a Source of Distraction · 2015 · Inman, Vaughan W. et al. · archived
Impact of Relevance and Distraction on Driving Performance and Visual Attention in a Simulated Driving Environment ↗ · 2013 · Garrison, Teena M. et al. · indexed
Comparison of Two Eye-Gaze Based Real-Time Driver Distraction Detection Algorithms in a Small-Scale Field Operational Test · 2009 · Kircher, Katja et al. · archived
Strategic changes in task performance in simulated car driving as an adaptive response to task demands · 2000 · Cnossen, Fokie et al. · archived
How Long Can a Driver (Safely) Glance at an Augmented-Reality Head-Up Display? · 2020 · Faria, Nayara de Oliveira et al. · archived
Measurement Invariance of the Nasa TLX ↗ · 2008 · Bustamante, Ernesto A. et al. · indexed
Sequential In-Vehicle Glance Distributions ↗ · 2014 · Yamani, Yusuke et al. · indexed
Are child occupants a significant source of driving distraction? ↗ · 2011 · Koppel, Sjaan et al. · indexed
On the measurement of pilot perceptual workload: a comparison of assessment techniques addressing sensitivity and intrusion issues ↗ · 1984 · Casali, John G. et al. · indexed
Glance strategies for using an in-vehicle touch-screen monitor. · 2009 · Fuller, Helen et al. · archived
What is the difference between perceived and actual risk of distracted driving? A field study on a real highway. · 2020 · Li, Zhen et al. · archived
Conversation Disrupts Change Detection in Complex Traffic Scenes ↗ · 2004 · McCarley, Jason S. et al. · indexed
VISUAL AND MANUAL DEMANDS OF IN-CAR CONTROLS AND DISPLAYS ↗ · 1993 · Wierwille, Walter W. · indexed
The Mind-Wandering Phenomenon While Driving: A Systematic Review ↗ · 2025 · Voinea, Gheorghe-Daniel et al. · indexed
On the Workload of Vigilance: Comparison of the NASA-TLX and the MRQ ↗ · 2009 · Boles, David B. et al. · indexed
Is the Technology in Your Car Driving You to Distraction? · 2015 · Strayer, David L. · archived
Training Novice Drivers to Shorten Distraction Time [Traffic Tech] · 2010 · NHTSA · archived
Effect of Distracting Factors on Driving Performance: A Review · 2022 · Sorum, Neero Gumsar et al. · archived
A validation study of a fixed‐based, medium fidelity driving simulator for human–machine interfaces visual distraction testing ↗ · 2023 · Large, David R. et al. · indexed
The distracted mind on the wheel: Overall propensity to mind wandering is associated with road crash responsibility · 2017 · Cédric Gil‐Jardine et al. · archived
The Driver Distraction Detection Algorithm AttenD ↗ · 2017 · Kircher, Katja et al. · indexed
Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use · 2025 · Halin, Anaïs et al. · archived
Off-Road Glance Behavior, Response Time to a Forward Collision Hazard, and Engagement Strategy Effects in Automated Driving ↗ · 2017 · Blommer, Mike et al. · indexed
Measures of Driver Behavior and Cognitive Workload in a Driving Simulator and in a Real Traffic Environment - Experiences from Two Experimental Studies in Sweden · 2001 · Cici, Ruggero et al. · archived
Assessment of Secondary Tasks Based on Drivers’ Eye-Movement Features · 2020 · Yao, Ying et al. · archived
Model-based estimation of the state of vehicle automation as derived from the driver's spontaneous visual strategies · 2019 · Schnebelen, Damien et al. · archived
The impact of road traffic context on secondary task engagement while driving · 2023 · Cuentas-Hernandez, Sandra et al. · archived
Review of Eye-related Measures of Drivers’ Mental Workload ↗ · 2015 · Marquart, Gerhard et al. · indexed
Development of a Human Performance Simulation Model to Evaluate In-Vehicle Information and Control Systems in Commercial Trucking Operations · 2007 · Griffin, Meredith J. et al. · archived
Extending the Detection Response Task to Simultaneously Measure Cognitive and Visual Task Demands ↗ · 2016 · Strayer, David L. · indexed
Handbook of Human Performance Measures and Crew Requirements for Flight Deck Research · 1995 · Rehmann, Albert J. · archived
What's on your mind? A Mental and Perceptual Load Estimation Framework towards Adaptive In-vehicle Interaction while Driving · 2022 · Gomaa, Amr et al. · archived
The Role of Driver Distraction in Traffic Crashes · 2001 · Stutts, Jane C. et al. · archived
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In-Vehicle Interface Adaptation to Environment-Induced Cognitive Workload · 2022 · Meiser, Elena et al. · archived
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A Contextual Multimodal System for Increasing Situation Awareness and Takeover Quality in Conditionally Automated Driving · 2023 · Capallera, Marine et al. · archived
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Situation Awareness in Remote Operators of Autonomous Vehicles: Developing a Taxonomy of Situation Awareness in Video-Relays of Driving Scenes · 2021 · Mutzenich, Clare et al. · archived
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Driver Distraction with Wireless Telecommunications and Route Guidance Systems · 2000 · Tijerina, L. et al. · archived
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Prevalence and Distribution of Young Driver Distraction Errors in Naturalistic Driving · 2014 · Carney, Cher et al. · archived
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The Impact of Driver’s Mental Models of Advanced Vehicle Technologies on Safety and Performance · 2020 · AAA Foundation for Traffic Safety · archived
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The Effect of Driving Automation on Drivers' Anticipatory Glances · 2021 · He, Dengbo et al. · archived
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Development of Situational Awareness Enhancing System for Manual Takeover of AV · 2023 · Li, Yujie et al. · archived
The impact of secondary in-vehicle display animations and their location on driver attention and glance behavior · 2024 · Befelein, Dennis et al. · archived
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Saliency-Based Attention Shifting: A Framework for Improving Driver Situational Awareness of Out-of-Label Hazards · 2025 · Shleibik, Yousra et al. · archived
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Active Inference Models of AV Takeovers: Relating Model Parameters to Trust, Situation Awareness, and Fatigue ↗ · 2024 · Wei, Ran et al. · indexed
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Effect of Fixed and sEMG-Based Adaptive Shared Steering Control on Distracted Driver Behavior ↗ · 2021 · Wang, Zheng et al. · indexed
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Mental Workload of Common Voice-Based Vehicle Interactions across Six Different Vehicle Systems · 2014 · AAA Foundation for Traffic Safety · archived
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Driving (and) Attention – Does Directional Illumination Support Driver’s System Supervision When Driving Automatically? ↗ · 2021 · Van den Beukel, Arie P. et al. · indexed
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Supporting Situational Awareness in VANET Attack Scenarios · 2022 · Almani, Dimah et al. · archived
The Effect of Partial Automation on Driver Attention: A Naturalistic Driving Study ↗ · 2019 · Gaspar, John et al. · indexed
EEG-Based Mental Workload Neurometric to Evaluate the Impact of Different Traffic and Road Conditions in Real Driving Settings ↗ · 2018 · Di Flumeri, Gianluca et al. · indexed
Use of High-Fidelity Simulation to Evaluate Driver Performance with Vehicle Automation Systems · 2009 · Brown, Timothy et al. · archived
Assessing Driver Distraction Due to In-Vehicle Video Systems through Field Testing at the Pecos Research and Testing Center · 2007 · Funkhouser, Dillon et al. · archived
Detection of Cognitive Load Modulation by EDA and HRV · 2025 · Boffet, Alexis et al. · archived
Caltrans UAS and Driver Safety: Driver Distraction in the Presence of UAS · 2024 · Akhavian, Reza et al. · archived
Speech Feedback Reduces Driver Distraction Caused by In-vehicle Visual Interfaces ↗ · 2016 · Larsson, Pontus · indexed
Towards Mitigating Teenagers’ Distracted Driving Behaviors · 2016 · Merrikhpour, Maryam et al. · archived
Multitasking additional-to-driving: Prevalence, structure, and associated risk in SHRP2 naturalistic driving data · 2020 · Bálint, András et al. · archived
Driver's lane keeping ability with eyes off road: Insights from a naturalistic study ↗ · 2012 · Peng, Yiyun et al. · indexed
Human Factors of Driving Automation: Evasive Maneuver Event Response Evaluation · 2023 · Britten, Nicholas N et al. · archived
Getting away with texting: Behavioural adaptation of drivers engaging in visual-manual tasks while driving · 2018 · Oviedo-Trespalacios, Óscar · archived
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A Link Between Trust in Technology and Glance Allocation in On-Road Driving · 2017 · Geitner, Claudia et al. · archived
Effects of In-Vehicle Distracter Complexity on Driving and Emergency Response Performance · 2002 · Manser, Michael P. et al. · archived
A Computational Multiple Resource Theory Approach to Modeling Dual-Task Interference in VR: The Roles of Resource Demand, Resource Conflict, Visual Angle Separation, and Task Priority ↗ · 2025 · Iskandarani, Mohamad El et al. · indexed
In-Vehicle Information Systems Behavioral Model and Design Support: Final Report · 2000 · Hankey, J. M. et al. · archived
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A PC-Based Driving Simulator for Assessing Situation Awareness ↗ · 1997 · Gugerty, Leo et al. · indexed
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Research Framework for Studying Driver Distraction on Polish City Highways · 2013 · Kelwyn A. D’Souza et al. · archived
Mind Wandering Impedes Response Inhibition by Affecting the Triggering of the Inhibitory Process ↗ · 2022 · Jana, Sumitash et al. · indexed
Separation of Tasks Into Distinct Domains, Not Set-Level Compatibility, Minimizes Dual-Task Interference · 2019 · Halvorson, Kimberly M. et al. · archived
Driver Distraction Injury Prevention Countermeasures‚ÄîPart 2 · 2008 · Regan, Michael et al. · archived
Comparison of concurrent cognitive load measures during n-back tasks ↗ · 2024 · Pillai, Prarthana et al. · indexed
Improved driver modeling for human-in-the-loop vehicular control · 2015 · Driggs-Campbell, Katherine et al. · archived
Cognitive workload using interactive voice messaging systems ↗ · 2016 · Coleman, JR et al. · indexed
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Improving Methods to Measure Attentiveness through Driver Monitoring · 2022 · Miller, Marty et al. · archived
Crash Studies of Driver Distraction ↗ · 2008 · Gordon, Craig · indexed
Real-time monitoring of driver distraction: State-of-the-art and future insights · 2023 · Michelaraki, Eva et al. · archived
Evaluation of Eyes Off Road During L2 Activation on Uncontrolled Access Roadways · 2024 · Anderson, Gabrial T et al. · archived
Improving Methods to Measure Attentiveness through Driver Monitoring · 2022 · NHTSA · archived
Highly Automated Driving, Secondary Task Performance, and Driver State · 2012 · Merat, Natasha et al. · archived
Scene-aware driver state understanding in car-following behaviors ↗ · 2017 · Xu, Donghao et al. · indexed
Exploring Naturalistic Driving Data for Distracted Driving Measures · 2017 · Ishak, Sherif S. et al. · archived
On working memory and a productivity illusion in distracted driving. · 2016 · Strayer, David L. et al. · archived
Assessing Text Reading and Text Entry while Driving Using the Visual Occlusion Technique · 2013 · Ghazizadeh, Mahtab et al. · archived
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On investigating drivers’ attention allocation during partially-automated driving · 2024 · Eddine, RJ et al. · archived
Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods – Phase II · 2020 · Kondyli, Alexandra et al. · archived
Mental workload accumulation effect of mobile phone distraction in L2 autopilot mode · 2022 · Zhao, Hongfei et al. · archived
Modeling driver-vehicle interaction in automated driving Modellierung der Fahrer-Fahrzeug-Interaktion beim automatisierten Fahren · 2022 · Nobari, Khazar Dargahi et al. · archived
Effect of Static Electronic Advertising Signs on Road Safety ↗ · 2014 · Izadpanah, Pedram et al. · indexed
Cocktail Party Effect& Attention Capture in Semi-Autonomous Driving · 2013 · Tobias, Crystal et al. · archived
The prevalence of and crash risk associated with primarily cognitive secondary tasks ↗ · 2019 · Dingus, Thomas A. et al. · indexed
A Simulation Approach for Evaluating the Relative Safety Impact of Driver Distraction during Secondary Tasks ↗ · 2005 · Smith, David L. et al. · indexed
Distraction Becomes Engagement in Automated Driving ↗ · 2015 · Miller, David et al. · indexed
Post Take-Over Performance Varies in Drivers of Automated and Connected Vehicle Technology in Near-Miss Scenarios · 2024 · Yamani, Yusuke et al. · archived
Noncritical State Transitions During Conditionally Automated Driving on German Freeways: Effects of Non–Driving Related Tasks on Takeover Time and Takeover Quality ↗ · 2019 · Naujoks, Frederik et al. · indexed
Literature Review of Behavioral Adaptations to Advanced Driver Assistance Systems · 2016 · AAA Foundation for Traffic Safety · archived
Searching working memory for the source of dual-task costs · 2011 · Hazeltine, Eliot et al. · archived
Visual and cognitive demands of manual and voice-based driving mode implementations on smartphones ↗ · 2023 · Monk, Chris et al. · indexed
Predicting Lane Keeping Behavior of Visually Distracted Drivers Using Inverse Suboptimal Control · 2016 · Schmitt, Felix et al. · archived
Attention: From Theory to Practice ↗ · 2006 · Kramer, Arthur F. et al. · indexed
Secondary Task Engagement During Automated Drives: Friend and Foe? ↗ · 2020 · Shupsky, Taylor et al. · indexed
Auditory, tactile, and multimodal warnings during automated driving · 2019 · Geitner, R. et al. · archived
Look Up! An Eye-Tracking Study on Situation Awareness During Automated Vehicle Takeover ↗ · 2021 · Liang, Nade et al. · indexed
Evaluation of Strategies for Integrated Classification of Visual-Manual and Cognitive Distractions in Driving · 2016 · Zhang, Yu et al. · archived
Driver Engagement in Notifications ↗ · 2014 · Giang, Wayne C.W. et al. · indexed
The “field of safe travel” revisited: interpreting driving behaviour performance through a holistic approach ↗ · 2017 · Papakostopoulos, Vassilis et al. · indexed
Real-time prediction of short-timescale fluctuations in cognitive workload · 2021 · Boehm, U et al. · archived
Human Factors Evaluation of Level 2 and Level 3 Automated Driving Concepts: Concepts of Operation · 2014 · Marinik, Andrew et al. · archived
From young to old: The effects of information presentation type, multimodal display, and age on situation awareness and processing time in automated vehicles · 2024 · Du, Na et al. · archived
The Impact of Hand-Held and Hands-Free Cell Phone Use on Driving Performance and Safety-Critical Event Risk · 2013 · Fitch, Gregory M. et al. · archived
Investigating the roles of touchscreen and physical control interface characteristics on driver distraction and multitasking performance. · 2016 · Ferris, Thomas K. et al. · archived
Using Driver Simulators to Measure the Impact of Distracted Driving on Commercial Motor Vehicle Operators · 2015 · Tarr, Ronald W. et al. · archived
Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines ↗ · 2007 · Liang, Yulan et al. · indexed
A Review of Occlusion as a Tool to Assess Attentional Demand in Driving · 2021 · Kujala, Tuomo et al. · archived
Cognitive Attention Models for Driver Engagement in Intelligent and Semi-autonomous Vehicles · 2018 · Lee, John D. et al. · archived
Predicting Relative Crash Risk from the Attentional Effects of the Cognitive Demand of Visual-Manual Secondary Tasks ↗ · 2017 · Young, Richard A. · indexed
Distracted Driving Among Newly Licensed Teen Drivers · 2012 · AAA Foundation for Traffic Safety · archived
Investigation of Driver Adaptations in a Mixed Traffic Environment · 2024 · Kondyli, Alexandra et al. · archived
Method for the evaluation of distraction effects of head-up displays in vehicles using the example of smart glasses ↗ · 2023 · Wiedemann, Katharina et al. · indexed
Performance and workload trends: The effects of repeated exposure to "high" demand tasks · 2018 · Wheatley, CL et al. · archived
Spotlighting distraction in artificial intelligence driver assistance systems · 2023 · Cardoso, Bruno et al. · archived
Subjective mental workload measurement using video fragments ↗ · 2014 · Christoph, M. et al. · indexed
Is There Any Difference between Conversing by Phone and Conversing with a Passenger While Driving? · 2009 · Bruyas, Marie-Pierre et al. · archived
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Characterizing Drivers' Peripheral Vision via the Functional Field of View for Intelligent Driving Assistance · 2023 · Biswas, Abhijat et al. · archived
Using Driver Simulators to Measure the Impact of Distracted Driving on Commercial Motor Vehicle Operators [Research Brief] · 2015 · NHTSA · archived
The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data · 2006 · Klauer, S. G. et al. · archived
Estimating the out-of-the-loop phenomenon from visual strategies during highly automated driving · 2020 · Schnebelen, Damien et al. · archived
Examining cognitive interference and adaptive safety behaviours in tactical vehicle control ↗ · 2007 · Horrey, William J. et al. · indexed
A Review of Driver Gaze Estimation and Application in Gaze Behavior Understanding · 2023 · Sharma, Pavan Kumar et al. · archived
Moving Map Displays: Using CTIL and Eye Tracking Technologies to Measure Distraction in Locomotive Cabs · 2015 · Fisher, Donald L. et al. · archived
Impact of duration of monitoring before takeover request on takeover time with insights into eye tracking data ↗ · 2023 · Huang, Chao et al. · indexed
Toward a Theory of Situation Awareness in Dynamic Systems ↗ · 2017 · Endsley, Mica R. · indexed
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Increased visual and cognitive demands emphasize the importance of meeting visual needs at all distances while driving · 2021 · Patoine, Amigale et al. · archived
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Examining Driver Situation Awareness in the Takeover Process of Conditionally Automated Driving With the Effect of Age ↗ · 2024 · Ding, Wen et al. · indexed
Identifying Outcome Measures to Evaluate Drivers’ Knowledge of Vehicle Automation · 2024 · AAA Foundation for Traffic Safety · archived
Increased visual and cognitive demands emphasize the importance of meeting visual needs at all distances while driving · 2020 · Patoine, Amigale et al. · archived
Detection of distracted driving through the analysis of real-time driver, vehicle, and roadway volatilities · 2024 · Usman, Sheikh Muhammad et al. · archived
Embodied Cognitive Architecture to Support Driver Performance ↗ · 2018 · Artifice, Andreia et al. · indexed
Driver Models for Both Human and Autonomous Vehicles · 2018 · Kurt, Arda et al. · archived
In-Vehicle Information Systems Demand Model (Research Update) · 2000 · Dingus, Tom et al. · archived
Quantitative models for automation rate and situation awareness response: A case study of levels of driving automation ↗ · 2021 · Liu, Yunmei et al. · indexed
MEASUREMENT OF HEART RATE TO DETERMINE CAR DRIVERS' PERFORMANCE IMPAIRMENT IN SIMULATED DRIVING: AN OVERVIEW ↗ · 2016 · Ismail, Faizul Rizal et al. · indexed
Visual and Cognitive Demands of a Large Language Model-Powered In-vehicle Conversational Agent · 2026 · Monk, Chris et al. · archived
Effects of mobile phone use on driving performance in a multiresource workload scenario ↗ · 2019 · Niu, Jianwei et al. · indexed
Evaluating Demands Associated with the Use of Voice-Based In-Vehicle Interfaces ↗ · 2016 · Strayer, David L. · indexed
Driver mental workload measurement trends and cognitive impacts: a literature review ↗ · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
From Driver to Supervisor: Comparing Cognitive Load and EEG-based Attentional Resource Allocation across Automation Levels · 2023 · Figalova, Nikol et al. · archived
The impact of rural expressway environments: drivers’ attention allocation to variable message signs ↗ · 2022 · Reinolsmann, Nora et al. · indexed
Evaluating the Effect of Google Glass on Driver Distraction · 2018 · Fisher, Donald L. et al. · archived
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Enhancing Automated Vehicle Safety Through Testing with Realistic Driver Models · 2023 · Garcia, Alfredo et al. · archived
Mental workload of voice interactions with 6 real-world driver interfaces · 2015 · Cooper, JM et al. · archived
Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated vehicles ↗ · 2025 · Pradhan, Anuj K. · indexed
Assessing the Driver’s Current Level of Working Memory Load with High Density Functional Near-infrared Spectroscopy: A Realistic Driving Simulator Study · 2017 · Unni, Anirudh et al. · archived
Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS · 2012 · Gil-Jiménez, Pedro et al. · archived
Using Driver State Detection in Automated Vehicles [supporting dataset] · 2019 · Gaspar, John et al. · archived
Human machine interface design for continuous support of mode awareness during automated driving: An online simulation ↗ · 2022 · Tinga, Angelica M. et al. · indexed
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Combining Driving Automation Intent and Hazard Information with an Attention Reminder System: Is More Information Always Better? ↗ · 2025 · Kanaan, Dina et al. · indexed
Aware of Scene Vehicles—Probabilistic Modeling of Car-Following Behaviors in Real-World Traffic ↗ · 2019 · Xu, Donghao et al. · indexed
Semi-automated versus highly automated driving in critical situations caused by automation failures · 2014 · Strand, Niklas et al. · archived
Visual and cognitive demands of using Apple's CarPlay, Google's Android Auto and five different OEM infotainment systems · 2018 · Cooper, JM et al. · archived
Autonomous Driving Systems: A Preliminary Naturalistic Study of the Tesla Model S ↗ · 2017 · Endsley, Mica R. · indexed
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Modeling Driver Behavior and Aggressiveness Using Biobehavioral Methods –Phase III · 2022 · Kondyli, Alexandra et al. · archived
2021 Virtual Forum on the Impact of Vehicle Technologies and Automation on Users: A Summary Report · 2022 · AAA Foundation for Traffic Safety · archived
Impact of process interference on memory encoding and retrieval processes in dual-task situations · 2024 · Hensen, Sandra et al. · archived
Comparison of Static and Driving Simulator Venues for the Tactile Detection Response Task · 2013 · Engström, Johan et al. · archived
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The Psychology of Attention ↗ · 1997 · Pashler, Harold · indexed
The effect of cognitive load on Detection-Response Task (DRT) performance during day- and night-time driving: A driving simulator study · 2023 · Öztürk, İbrahim et al. · archived
Driving Performance while Engaged in MP-3 Player Interaction: Effects of Practice and Task Difficulty on PRT and Eye Movements · 2007 · Chisholm, Susan et al. · archived
Determining Sample Measures of Distracted Driving, Distracted Pedestrian Activities and Impacts of Such Behavior on Traffic Operations at Signalized Intersections · 2022 · Abou-Senna, Hatem et al. · archived
Framework of Adaptive Driving: Linking Situation Awareness, Driving Goals, and Driving Intentions Using Eye-Tracking and Vehicle Kinetic Data ↗ · 2025 · Lai, Hsueh-Yi · indexed
Modeling Driver Distraction from Cognitive Tasks ↗ · 2019 · Salvucci, Dario D. · indexed
An examination of driver distraction as recorded in NHTSA databases · 2009 · Ascone, Debra et al. · archived
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Conversation Disrupts Visual Scanning of Traffic Scenes ↗ · 2001 · McCarley, Jason S. et al. · indexed
Functional near-infrared spectroscopy (fNIRS) and Eye tracking for Cognitive Load classification in a Driving Simulator Using Deep Learning · 2024 · Khan, Mehshan Ahmed et al. · archived
Psychophysiological responses to takeover requests in conditionally automated driving · 2020 · Du, Na et al. · archived
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The Impact of Instrumental Music on Dual-task Interference in a Simulated Driving Environment ↗ · 2024 · Khadiv, Elahe et al. · indexed
Assessing Driver Distraction Due to In-Vehicle Video Systems through Field Testing at the Pecos Research and Testing Center ↗ · 2007 · Funkhouser, Dillon et al. · indexed
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Linking the Detection Response Task and the AttenD Algorithm Through Assessment of Human–Machine Interface Workload · 2017 · Lee, Joonbum et al. · archived
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Your Interface, Your Control: Adapting Takeover Requests for Seamless Handover in Semi-Autonomous Vehicles · 2025 · Gomaa, Amr et al. · archived
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Adaptations of drivers’ gaze behaviour during car-following as a function of vehicle automation, duration of use and prior driving experience · 2026 · Schnebelen, Damien et al. · archived
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Human-Centered Intervention Based on Tactical-Level Input in Unscheduled Takeover Scenarios for Highly-Automated Vehicles · 2020 · Kamezaki, Mitsuhiro et al. · archived
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Impact of Temporary Browsing Restrictions on Drivers’ Situation Awareness When Interacting with In-Vehicle Infotainment Systems · 2022 · Meyer, Jason et al. · archived
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Accessing Multi-Modal Information on Cell Phones While Sitting and Driving · 2002 · Fussell, Susan R. et al. · archived
Multidimensional Assessment of Takeover Performance in Conditionally Automated Driving · 2025 · Liang, Kexin et al. · archived
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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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Task Interruption and Control Recovery Strategies After Take-Over Requests Emphasize Need for Measures of Situation Awareness ↗ · 2020 · Vogelpohl, Tobias et al. · indexed
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Differences in Near-Crash Risk by Types of Distraction: A Comparison of Trends between Freeways and Two-Lane Highways using Naturalistic Driving Data ↗ · 2022 · Bamney, Anshu et al. · indexed
Influence of automated driving on driver’s own localization: a driving simulator study ↗ · 2019 · Umeno, Ryuichi et al. · indexed
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Assessment of Truck Driver Distraction Problem and Research Needs · 2005 · Llaneras, Robert E. et al. · archived
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Multimodal Physiological Models of Situation Awareness ↗ · 2024 · Smith, Kieran et al. · indexed
Driver Situation Awareness and Cognitive Workload Effects of Novel Interchange Configurations and Associated Signage · 2022 · Liu, Yunmei et al. · archived
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An investigation of the effects of reading and writing text-based messages while driving · 2011 · Cooper, JM et al. · archived
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The influence of cognitive distractions and driving experience on hazard perception performance ↗ · 2025 · Sun, Meng et al. · indexed
Transition to manual: Driver behaviour when resuming control from a highly automated vehicle ↗ · 2014 · Merat, Natasha et al. · indexed
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Surrogate Measures of Visual Demand while Driving ↗ · 2000 · Farber, Eugene et al. · indexed
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The Static and Dynamic Analyses of Drivers’ Gaze Movement Using VR Driving Simulator ↗ · 2022 · Chung, Ji-Yong et al. · indexed
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An Examination of How Longer-Term Exposure and User Experiences Affect Drivers’ Mental Models of ADAS Technology · 2022 · AAA Foundation for Traffic Safety · archived
Computer Training Program Improves Teen Drivers’ Attention to the Road [Traffic Tech] · 2011 · NHTSA · archived
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Objective assessment of the effects of texting while driving: a simulator study ↗ · 2014 · Bendak, Salaheddine · indexed
A Contextual Analysis of Driver-Facing and Dual-View Video Inputs for Distraction Detection in Naturalistic Driving Environments · 2025 · Dontoh, Anthony et al. · archived
A task-interruption study on the activation of the primary task during the processing of the secondary task ↗ · 2024 · Hirsch, Patricia et al. · indexed
A COMPREHENSIVE MICROSCOPIC AUTONOMOUS DRIVER MODEL FOR USE IN HIGH- FIDELITY DRIVING SIMULATION ENVIRONMENTS ↗ · 2001 · Papelis, Yiannis 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
Perceptual Load in Different Regions of the Visual Scene and Its Relevance for Driving · 2015 · Marciano, Hadas et al. · archived
Visual in-car warnings: How fast do drivers respond? · 2018 · van der Heiden, Remo M.A. et al. · archived
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Visual Attention and Roadway Landmark Identification in At-Risk Older Drivers, · 2001 · Crowe, Amy et al. · archived
From Driver to Supervisor: Comparing Cognitive Load and EEG-Based Attentional Resource Allocation Across Automation Levels · 2023 · Figalova, Nikol et al. · archived
Análisis del comportamiento visual del conductor aplicado a la toma de decisiones en vehículos autónomos ↗ · 2023 · Sánchez–Mateo, Sofia · indexed
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Vision-Language Hazard Reasoning for Driver Distraction and Workload Estimation ↗ · 2025 · Ng, Shu-Kay et al. · indexed
Blink Rate as a Measure of Driver Workload during Simulated Driving ↗ · 2020 · Yahoodik, Sarah et al. · indexed
Age-Related Differences in the Cognitive, Visual and Temporal Demands of In-Vehicle Information Systems · 2019 · AAA Foundation for Traffic Safety · archived
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An Investigation of the Effects of Reading and Writing Text-Based Messages While Driving · 2011 · Yager, CE et al. · archived
Multi-vehicle anticipation-based driver behavior models: a synthesis of existing research and future research directions ↗ · 2024 · Nirmale, Sangram et al. · indexed
Impact of non-driving related tasks while operating automated driving systems (ADS): A systematic review ↗ · 2023 · Pradhan, Anuj K. · indexed
Effect of Vehicle Control Format on Driver Performance and Attention Allocation under Adaptive Cruise Control ↗ · 2018 · Deng, Yulin et al. · indexed
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Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
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The Influence of Drinking, Texting, and Eating on Simulated Driving Performance · 2015 · Irwin, Christopher et al. · archived
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The effects of text messaging on young novice driver performance · 2006 · Hosking, S. et al. · archived
Real-Time Cognitive Load Measurement of Pupillary Oscillation ↗ · 2026 · Duchowski, Andrew · indexed
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Volume 1: Urban Driver Mental Frameworks and Implications · 2023 · Eluru, Naveen et al. · archived
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Measuring Cognitive Distraction in the Automobile III: A Comparison of Ten 2015 In-Vehicle Information Systems · 2015 · AAA Foundation for Traffic Safety · archived
Gestural Interaction with In-Vehicle Audio and Climate Controls ↗ · 2010 · Chung, Chongyoon et al. · indexed
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Conversation Impairs the Expression of Learned Sequence Information in a Simulated Driving Environment ↗ · 2010 · Cooper, Joel · indexed
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Situation Awareness: Does it Change With Age? ↗ · 2001 · Bolstad, Cheryl Actor · indexed
Delays without Mistakes: Response Time and Error Distributions in Dual-Task · 2008 · Kamienkowski, Juan E. et al. · archived
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Effects of Hybrid Interface on Ecodriving and Driver Distraction ↗ · 2011 · Hallihan, Gregory M. et al. · indexed
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On-Road Evaluation of In-vehicle Interface Characteristics and Their Effects on Performance of Visual Detection on the Road and Manual Entry · 2018 · Suh, Youngbo et al. · archived
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A STEERING WHEEL REVERSAL RATE METRIC FOR ASSESSING EFFECTS OF VISUAL AND COGNITIVE SECONDARY TASK LOAD ↗ · 2006 · Marrkula, G et al. · indexed
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Modeling Drivers’ Lateral Motion Control · 2015 · Ni, Daiheng · archived
Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
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Impact of Information on Consumer Understanding of a Partially Automated Driving System · 2020 · AAA Foundation for Traffic Safety · archived
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Toward Computational Simulations of Behavior During Automated Driving Takeovers: A Review of the Empirical and Modeling Literatures · 2019 · McDonald, Anthony D. et al. · archived
Should Drivers Be Operating Within an Automation-Free Bandwidth? Evaluating Haptic Steering Support Systems With Different Levels of Authority ↗ · 2014 · Petermeijer, Sebastiaan M. et al. · indexed
Classifying Drivers' Cognitive Load Using EEG Signals ↗ · 2017 · Barua Shaibal et al. · indexed
The influence of time-criticality on Situation Awareness when retrieving human control after automated driving ↗ · 2013 · van den Beukel, Arie Paul et al. · indexed
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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Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
An Auditory Display for Remote Road Vehicle Operation That Increases Awareness and Presence · 2023 · Larsson, Pontus et al. · archived
Effect of Distraction Complexity on Driving Performance and Emergency Event Response ↗ · 2002 · Manser, Michael P. et al. · indexed
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Characterizing Technology's Influence on Distractive Behavior at Signalized Intersections · 2023 · Boni, Jobaidul Alam et al. · archived
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Prevalence of and Factors Associated with Distraction Among Public Transit Bus Drivers ↗ · 2014 · Griffin, Russell et al. · indexed
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Age Related Changes in Cognitive Response Style in the Driving Task: Part II · 2013 · Reimer, Bryan · archived
Situation Awareness: Review of Mica Endsley's 1995 Articles on Situation Awareness Theory and Measurement ↗ · 2008 · Wickens, Christopher D. · indexed
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Designing for Trust and Situational Awareness in Automated Vehicles: Effects of Information Type and Error Type ↗ · 2023 · Ding, Yaohan et al. · indexed
The Impacts of Touchscreen and Physical Control Interface Characteristics on Driver Distraction and Attention Management ↗ · 2016 · Suh, Youngbo et al. · indexed
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The Multiple Resource Theory and Model. Some Misconceptions in Data Interpretations ↗ · 2024 · Wickens, Christopher D. · indexed
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Countermeasures That Work – Distracted Driving [Traffic Tech] · 2021 · Blenner, J A · archived
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Evaluating the Effects of Integrated Training on Minimizing Driver Distraction · 2015 · Fisher, Donald et al. · archived
Susceptibility to Driver Distraction Questionnaire · 2014 · Feng, Jing et al. · archived
Hazard perception performance and psychological factors of distracted drivers: what are the associations? ↗ · 2024 · Watling, Christopher N. et al. · indexed
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Eye Behaviors: How Driving Simulators can Expand their Role in Science and Engineering ↗ · 2011 · Fisher, Donald L. et al. · indexed
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Characteristics of Crashes Caused by Distracted Driving on Rural and Suburban Roadways in Jordan ↗ · 2021 · Al-Rousan, Taleb et al. · indexed
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A Review of the Mental Workload Literature ↗ · 2007 · Cain, Brad · indexed
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Measuring and Predicting Drivers’ Takeover Readiness and Supporting Takeover Transitions in Automated Driving · 2023 · AAA Foundation for Traffic Safety · archived
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Negative Pathway of Wandering Minds: Serial Mediation Effect Between Mind Wandering and Internalising Symptoms of Depression and Anxiety · 2024 · Guan, Siqing et al. · archived
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Physiological metrics of mental workload: A review of recent progress ↗ · 2020 · Kramer, Arthur F. · indexed
Defining and Substantiating the Terms Scene, Situation, and Scenario for Automated Driving ↗ · 2015 · Ulbrich, Simon et al. · indexed
Automotive Collision Avoidance System Field Operational Test · 2005 · Llaneras, Robert E. et al. · archived
Cognitive Distraction Detection Using Gaze and Pupil with an Interpretable Approach · 2025 · Tamura, Kimimasa et al. · archived
Classification of Driver Cognitive Load in Conditionally Automated Driving: Utilizing Electrocardiography and Eye Tracking · 2024 · Shi, Wenxin et al. · archived
Assessing Different Methods for Detection of Distracted Driving ↗ · 2023 · Woods, Amber N. et al. · indexed
Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
Driver Training Research and Guidelines for Automated Vehicle Technology · 2019 · Manser, Michael P. et al. · archived
A Novel Active Heads-Up Display for Driver Assistance ↗ · 2008 · Doshi, A. et al. · indexed
Development of In-Vehicle Information Dissemination Mechanisms to Reduce Cognitive Burden in the Information-Rich Driving Environment · 2022 · Agrawal, Shubham et al. · archived
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
The Effects of Head-Up Display Clutter and In-Vehicle Display Separation on Concurrent Driving Performance ↗ · 2003 · Wickens, C. D. et al. · indexed
Assessing Distraction Potential of Augmented Reality Head-Up Displays for Vehicle Drivers ↗ · 2022 · Kim, Hyungil et al. · indexed
In-Vehicle Avatars to Elicit Social Response and Change Driving Behaviour ↗ · 2009 · Rakotonirainy, Andry et al. · indexed
Drivers’ Response to Scenarios when Driving Connected and Automated Vehicles Compared to Vehicles with and without Driver Assist Technology · 2022 · Gouribhatla, Raghuveer et al. · archived
Handsfree Cellphone Use Has Lingering Negative Effects on Driving Performance ↗ · 2020 · Hill, Linda et al. · indexed
Leveraging the Second Strategic Highway Research Program Naturalistic Driving Study: Examining Driver Behavior When Entering Rural High-Speed Intersections · 2017 · Jackson, Steven · archived
Driving without a Clue ↗ · 2007 · Muttart, Jeffrey W. et al. · indexed
Educating Younger Drivers in the Pacific Northwest Regarding the Dangers of Distracted Driving (Phase II) · 2015 · Hurwitz, David et al. · archived
Factors related to drivers' perception of interference from in-vehicle activities ↗ · 2010 · Horrey, William J. et al. · indexed
Models of automation proportion in human-in-the-loop systems and operator situation awareness responses ↗ · 2025 · Liu, Y. et al. · indexed
Role of Habits in Cell Phone-Related Driver Distractions · 2020 · Hansma, Braden Joseph et al. · archived
Understanding the Impact of Technology: Do Advanced Driver Assistance and Semi-Automated Vehicle Systems Lead to Improper Driving Behavior? · 2019 · AAA Foundation for Traffic Safety · archived
Driving distracted with friends: Effect of passengers and driver distraction on young drivers’ behavior ↗ · 2019 · Zhang, Fangda et al. · indexed
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Exploration of Contributing Factors of Different Distracted Driving Behaviors · 2019 · Shi, Jing et al. · archived
Multimodal Detection of Driver Distraction · 2017 · Eskenazi, Maxine et al. · archived
Evaluation of Autonomous Vehicles and Smart Technologies for Their Impact on Traffic Safety and Traffic Congestion · 2020 · Miles, James et al. · archived
Assessing Driver Distraction from Cell Phone Use ↗ · 2006 · Schattler, Kerrie L. et al. · indexed
Guiding Driver Responses During Manual Takeovers from Automated Vehicles · 2023 · Greatbatch, Richard et al. · archived
Exploring Factors Related to Drivers' Mental Model of and Trust in Advanced Driver Assistance System · 2024 · Huang, Chunxi et al. · archived
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
Evaluating Effects of Cognitive Load, Takeover Request Lead Time, and Traffic Density on Drivers' Takeover Performance in Conditionally Automated Driving ↗ · 2020 · Du, Na et al. · indexed
Impact of Cognitive Distractions on Drivers’ Anticipation Behavior in Vehicle-bicycle Conflict Situations ↗ · 2018 · Ebadi, Yalda et al. · indexed
Development of a Monitoring System for Driver Readiness in Prolonged Automated Driving · 2024 · Deb, Shuchisnigdha et al. · archived
Electronic Device Use: A Review of the Literature on Addictive Behaviors · 2023 · Hoekstra-Atwood, Liberty et al. · archived
Mobile Telephone Use and Reaction Time in Drivers With Glaucoma ↗ · 2019 · Ogata, Nara G. et al. · indexed
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Driver distraction in an unusual environment: Effects of text-messaging in tunnels ↗ · 2013 · Rudin-Brown, Christina M. et al. · indexed
Assessment of Driver Distraction at Work Zones with Portable Rumble Strip Deployments in Texas ↗ · 2023 · Ullman, Gerald L. · indexed
Driver State Modeling through Latent Variable State Space Framework in the Wild · 2022 · Tavakoli, Arash et al. · archived
Human Machine Interface for Connected Vehicle: Requirements, Development and Assessment · 2021 · Ahmed, Mohamed et al. · archived
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Toward Workload-Based Adaptive Automation: The Utility of fNIRS for Measuring Load in Multiple Resources in the Brain ↗ · 2023 · Hirshfield, Leanne et al. · indexed
Effect of Electronic Device Use on Pedestrian Safety: A Literature Review · 2016 · Scopatz, Robert A. et al. · archived
Change in Mental Models of ADAS in Relation to Quantity and Quality of Exposure [Fact Sheet] · 2023 · NHTSA · archived
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Dynamic workload measurement and modeling: Driving and conversing · 2023 · Castro, SC et al. · archived
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THE EFFECTS OF LISTENING WHILE DRIVING IN OLDER AND YOUNGER ADULTS ↗ · 2024 · Bak, Katherine 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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Hazards associated with planned transitions in automated driving: A simulator study ↗ · 2022 · Hasegawa, Kunihiro et al. · indexed
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Effect of Using Mobile Phones on Driver’s Control Behavior Based on Naturalistic Driving Data · 2019 · Zhang, Lanfang et al. · archived
Driver Distraction Assessment Using Driver Modeling ↗ · 2013 · Hermannstadter, Peter et al. · indexed
The roles of working memory capacity, visual attention and age in driving performance · 2010 · Lambert, AE et al. · archived
Using Naturalistic Driving Data to Examine Teen Driver Behaviors Present in Motor Vehicle Crashes, 2007-2015 · 2016 · AAA Foundation for Traffic Safety · archived
How Do Drivers Behave in a Highly Automated Car? ↗ · 2009 · Merat, Natasha et al. · indexed
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A quantitative model of takeover request time budget for conditionally automated driving · 2024 · Tanshi, Foghor et al. · archived
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Naturalistic Study of Level 2 Driving Automation Functions · 2018 · Russell, Sheldon M. et al. · archived
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An Experimental Evaluation of Using Automotive HUDs to Reduce Driver Distraction While Answering Cell Phones ↗ · 2002 · Nowakowski, Christopher et al. · indexed
Driver Cognitive Distraction Recognition Based on Multi-Source Data from Simulated Driving Experiments ↗ · 2025 · Qu, Chixiong et al. · indexed
Detecting Critical Mismatched Driver Visual Attention During Lane Change: An Embedding Kernel Algorithm ↗ · 2024 · Xu, Jingbin et al. · indexed
Modeling Driver Behavior during Automated Vehicle Platooning Failures · 2021 · McDonald, Anthony D et al. · archived
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Time Required for Take-over from Automated to Manual Driving ↗ · 2016 · Ito, Toshio et al. · indexed
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No difference in arousal or cognitive demands between manual and partially automated driving: A multi-method on-road study · 2021 · Lohani, M et al. · archived
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Incorporating different phases of situation awareness information into the design of advanced takeover requests for urgent takeover scenarios ↗ · 2026 · Lai, Hsueh-Yi et al. · indexed
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Simulator Study of Effects of Alternative Distraction Mitigation Strategies in Driver Workload Manager ↗ · 2011 · Tijerina, Louis et al. · indexed
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Effectiveness of Distracted Driving Countermeasures: An Expanded and Updated Review of the Scientific and Gray Literatures · 2022 · AAA Foundation for Traffic Safety et al. · archived
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The impact of smart driving aids on driving performance and driver distraction · 2011 · Birrell, Stewart A. et al. · archived
Exploring the impact of display types of information about autonomous driving in semi-autonomous vehicles on drivers’ situation awareness and take-over performance under different driving scenarios · 2025 · Zhou, Chengmin et al. · archived
Cell Phones and Driving Performance: A Meta-Analysis ↗ · 2004 · Horrey, William J. et al. · indexed
Instrumented Vehicles and Driving Simulators · 2002 · Rizzo, M. et al. · archived
Visual and Cognitive Demands of Using Apple CarPlay, Google’s Android Auto and Five Different OEM Infotainment Systems · 2018 · Esplin, J et al. · archived
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Evaluation of Drivers’ Attention Level by a Driving Simulator ↗ · 2012 · Bartolozzi, Riccardo et al. · indexed
Frequency and severity of in-vehicle distractions:A self-report survey ↗ · 2009 · Lansdown, Terry C. · indexed
An Approach for the Selection and Description of Elements Used to Define Driving Scenarios · 2021 · Rao, Sughosh J. et al. · archived
Driving Performance After Self-Regulated Control Transitions in Highly Automated Vehicles ↗ · 2017 · Eriksson, Alexander et al. · indexed
When the Brain Takes a Break: A Model-Based Analysis of Mind Wandering · 2014 · Mittner, Matthias et al. · archived
Haptic Interface for Vehicular Touch Screens · 2013 · Colgate, J. Edward et al. · archived
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics ↗ · 2023 · Han, Lei et al. · indexed
Safety of the Intended Functionality of Lane-Centering and Lane-Changing Maneuvers of a Generic Level 3 Highway Chauffeur System · 2020 · Becker, Christopher et al. · archived
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Age-Related Differences in Vehicle Control and Eye Movement Patterns at Intersections: Older and Middle-Aged Drivers · 2016 · Yamani, Yusuke et al. · archived
Signal-Adaptive and Uninhibited Driver Distraction During Crosswalk Approach: Evidence from the SHRP2 Naturalistic Driving Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Distracted Driving and Risk of Road Crashes among Novice and Experienced Drivers ↗ · 2014 · Klauer, Sheila G. et al. · indexed
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Towards Driver Behavior Understanding: Weakly-Supervised Risk Perception in Driving Scenes · 2026 · Agarwal, Nakul et al. · archived
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A merging interaction model explains human drivers' behaviour from input signals to decisions · 2023 · Abbink, David A. · archived
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Texting While Driving: A Literature Review on Driving Simulator Studies ↗ · 2023 · Voinea, Gheorghe-Daniel et al. · indexed
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Improving Usefulness of Automated Driving by Lowering Primary Task Interference through HMI Design ↗ · 2017 · Naujoks, Frederik et al. · indexed
The implication of non-driving activities on situation awareness and take-over performance in level 3 automation ↗ · 2020 · Yang, Lichao et al. · indexed
Educating Teenage Drivers in the Pacific Northwest Regarding the Dangers of Distracted Driving (Phase I) · 2014 · Hurwitz, David S. et al. · archived
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Driver’s Arousal and Workload under Partial Vehicle Automation · 2020 · AAA Foundation for Traffic Safety · archived
Human Factors Issues Associated with Limited Ability Autonomous Driving Systems: Drivers’ Allocation of Visual Attention to the Forward Roadway ↗ · 2013 · Llaneras, Robert E. et al. · indexed
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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A User-Centered Approach to Adapt the Human-Machine Cooperation Strategy in Autonomous Driving · 2021 · Coeugnet, Stéphanie et al. · archived
Linking Behaviour and Perception to Evaluate Meaningful Human Control over Partially Automated Driving · 2026 · George, Ashwin et al. · archived
Neural Measures of Individual Differences in Selecting and Tracking Multiple Moving Objects ↗ · 2008 · Drew, Trafton et al. · indexed
Quantifying Distraction Potential of Augmented Reality Head-Up Displays for Vehicle Drivers ↗ · 2018 · Kim, Hyungil et al. · indexed
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Understanding Driver Cognition and Decision-Making Behaviors in High-Risk Scenarios: A Drift Diffusion Perspective · 2025 · Huang, Heye et al. · archived
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Visual Attention in Driving: The Effects of Cognitive Load and Visual Disruption ↗ · 2007 · Lee, Yi-Ching et al. · indexed
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Selective and Divided Attention: Extracting Information from Simultaneous Sound Sources. ↗ · 2004 · Barbara Shinn‐Cunningham et al. · indexed
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Driver's Interactions with Advanced Vehicles in Various Traffic Mixes and Flows (Connected and Autonomous Vehicles (CAVs), Electric Vehicles (EVs), V2X, Trucks, Bicycles and Pedestrians) - Phase I: Driver Behavior Study and Parameters Estimation · 2020 · Jeihani, Mansoureh et al. · archived
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Multimodal Driver State Modeling through Unsupervised Learning · 2021 · Tavakoli, Arash et al. · archived
Improvement of Driving Simulator Eye Tracking Software · 2019 · Davis, Brian et al. · archived
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Haptic and Auditory Interfaces as a Collision Avoidance Technique During Roadway Departures and Driver Perception of these Modalities · 2006 · Stanley, Laura Michelle · archived
Fatal Distraction? A Comparison of the Cell-phone Driver and the Drunk Driver · 2003 · Strayer, David L. et al. · archived
Psychological and Psychophysiological Models of Pilot Performance for Systems Development and Mission Evaluation ↗ · 2002 · Svensson, Erland et al. · indexed
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Effect of Partially Automated Driving on Mental Workload, Visual Behavior and Engagement in Nondriving-Related Tasks: A Meta-Analysis · 2025 · Vasta, N et al. · archived
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Predicting Dual-Task Performance With the Multiple Resources Questionnaire (MRQ) ↗ · 2007 · Boles, David B. et al. · indexed
Mapping between cognitive theories and psycho-physiological models of attention system performance ↗ · 2023 · Guidetti, Oliver A et al. · indexed
A System's Perspective Towards an Architecture Framework for Safe Automated Vehicles · 2018 · Bagschik, Gerrit et al. · archived
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Mitigating Driver's Distraction: Automotive Head-Up Display and Gesture Recognition System · 2019 · Lagoo, Ramesh et al. · archived
Human Decision-Making in High-Risk Driving Scenarios: A Cognitive Modeling Perspective ↗ · 2024 · Li, Zheng et al. · indexed
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Commonalities Between Mind Wandering and Task Switching: An Event-Related Potential Study ↗ · 2022 · Wong, Yi-Sheng et al. · indexed
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The Naturalistic Study of Distracted Driving: Moving from Research to Practice ↗ · 2011 · Hanowski, Richard Joseph · indexed
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Neural Mechanisms of Human Perceptual Choice Under Focused and Divided Attention ↗ · 2015 · Wyart, Valentin et al. · indexed
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Behavioral Transportation: The Role of Psychological, Cognitive, and Social Factors in Distracted Driving Behavior ↗ · 2023 · Gabaldon, Janeth · indexed
Can Pupillometry be used to Detect Driver Hazard Awareness? ↗ · 2024 · Tamura, Kimimasa et al. · indexed
From Car-Driver-Handovers to Cooperative Interfaces: Visions for Driver-Vehicle Interaction in Automated Driving ↗ · 2017 · Walch, Marcel et al. · indexed
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An Analysis of Driver-Initiated Takeovers during Assisted Driving and their Effect on Driver Satisfaction · 2024 · Schwager, Robin et al. · archived
A risk field-based metric correlates with driver’s perceived risk in manual and automated driving: A test-track study · 2021 · Kolekar, Sarvesh et al. · archived
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The Impact of Pedestrian Distraction on Safety Behaviours at Controlled and Uncontrolled Crossings ↗ · 2023 · O’Dell, Amy et al. · indexed
Experience Sampling of the Degree of Mind Wandering Distinguishes Hidden Attentional States ↗ · 2019 · Zanesco, Anthony Paul et al. · indexed
Relationship of Near-Crash/Crash Risk to Time Spent on a Cell Phone While Driving ↗ · 2015 · Farmer, Charles M. et al. · indexed
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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
Workload, Distraction, and Automation ↗ · 2020 · Lee, John D. et al. · indexed
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Scenario Authoring for a Driving Simulator to Evaluate Driver Experience in Intelligent Autonomous Vehicles · 2015 · Manawadu, Udara et al. · archived
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Koordination von Übernahmemanövern beim hochautomatisierten Fahren unter Berücksichtigung der Fahrerverfügbarkeit Coordination of Takeover Maneuvers in Highly Automated Driving Considering Driver Availability · 2021 · Albers, Franz et al. · archived
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The Influence of Driver Stress, Partial-Vehicle Automation, and Subjective State on Driver Performance ↗ · 2005 · Funke, Gregory J. et al. · indexed
Profiles in driver distraction : effects of cell phone conversations on younger and older drivers · 2004 · Drews, Frank A. et al. · archived
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Cognitive Workload Estimation in Conditionally Automated Vehicles Using Transformer Networks Based on Physiological Data · 2024 · Wang, Ange et al. · archived
Auditory Messages for Intersection Movement Assist (IMA) Systems: Effects of Speech- and Nonspeech-Based Cues ↗ · 2021 · Wu, Xingwei et al. · indexed
Proactive Evaluation of Traffic Signs Using a Traffic Sign Simulator · 2015 · De Ceunynck, Tim et al. · archived
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Experiencing Automated Vehicles in Real-Life Affects Central Aspects of Drivers’ User Experience · 2026 · Brandenburg, Stefan et al. · archived
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Cooperation Between Vehicle and Driver: Predicting the Driver’s Takeover Capability in Cooperative Automated Driving Based on Orientation Patterns · 2024 · Herzberger, Nicolas et al. · archived
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Using Microworlds to Design Intelligent Interfaces that Minimize Driver Distraction · 2001 · Kantowitz, Barry H · archived
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Driver distraction in school zones: A roadside observational study in Canada · 2025 · Biondi, FN et al. · archived
Classification of Human Driver Distraction Using 3D Convolutional Neural Networks ↗ · 2023 · Kwakye, Kelvin et al. · indexed
The "Out-of-the-Loop" concept in automated driving: proposed definition, measures and implications · 2018 · Merat, Natasha et al. · archived
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Subtle motion cues by automated vehicles can nudge human drivers’ decisions: Empirical evidence and computational cognitive model · 2023 · Abbink, David A. · archived
Working Memory and Attention – A Conceptual Analysis and Review · 2019 · Oberauer, Klaus · archived
How Handheld Mobile Device Size and Hand Location May Affect Divided Attention ↗ · 2017 · Castro, Spencer C. · indexed
An Initial Review of the Instructional and Operational Variability Among Automated Systems in Passenger Vehicles ↗ · 2017 · Wright, Timothy J. et al. · indexed
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Situation Awareness Oriented Design: Review and Future Directions ↗ · 2024 · Endsley, Mica R. et al. · indexed
Integrating Human Behavior Toward the Development of Safer Cooperative Automated Transportation: Implementation of SHRP2 Naturalistic Driving Study · 2023 · Ahmed, Mohamed et al. · archived
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Effect of Driver Age and Distance Guide Sign Format on Driver Attention Allocation and Performance ↗ · 2018 · Zahabi, Maryam et al. · indexed
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HMI and Safety-Related Driver Performance ↗ · 2004 · Östlund, Johan Lind et al. · indexed
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Evaluation of before and after Measures to Curb Distracted Walking · 2021 · Akter, Samia et al. · archived
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Predicting Changes in Driving Safety Performance on an Individualized Level Under Naturalistic Driving Conditions · 2019 · Cavuoto, Lora et al. · archived
On-Road and In-Vehicle Delivery of Service Signs: Effects of Information Source and Age ↗ · 2019 · Deng, Yulin et al. · indexed
Vision and Language: Novel Representations and Artificial intelligence for Driving Scene Safety Assessment and Autonomous Vehicle Planning · 2026 · Greer, Ross et al. · archived
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Distracted Driving and Driving Patterns in Older Drivers With Glaucoma · 2021 · Jain, Purva et al. · archived
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An Evaluation of the Use of Odds Ratios to Estimate the Association between Mobile Phone Use and Safety Critical Driving Events · 2022 · Reed, Nick et al. · archived
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Enhancing the Driver's Comprehension of ADS's System Limitations: An HMI for Providing Request-to-Intervene Trigger Information · 2023 · Matsuo, Ryuji et al. · archived
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Quantitative Description of Informational Dimensions of Urban Freeways · 2004 · Tsyganov, Alexei et al. · archived
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Opportunities and Challenges in Cooperative Road Vehicle Automation · 2021 · Shladover, Steven E. · archived
Distracted and Risk-Prone Drivers · 2013 · AAA Foundation for Traffic Safety · archived
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DeepScenario: City Scale Scenario Generation for Automated Driving System Testing & Evaluation · 2023 · Liu, Henry et al. · archived
Cooperative Automation Research: CARMA Proof-of-Concept TSMO Use Case Testing: CARMA Cooperative Perception Concept of Operations · 2022 · Lou, Yingyan et al. · archived
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Information Transparency in Multimodal Interfaces: Effects on Users' Situational Awareness in Autonomous Driving ↗ · 2025 · Liu, Xiaoqian et al. · indexed
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Driver Distraction Detection Using Artificial Intelligence and Smart Devices · 2024 · Papatheocharous, Efi et al. · archived
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Distraction by Auditory Categorical Deviations Is Unrelated to Working Memory Capacity: Further Evidence of a Distinction between Acoustic and Categorical Deviation Effects · 2021 · Labonté, Katherine et al. · archived
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Trial-level sequence modeling reveals hidden dynamics of dual-task interference · 2026 · den Otter, Rick et al. · archived
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Differential Contributions of Set-Shifting and Monitoring to Dual-Task Interference · 2011 · Cooper, Richard et al. · archived
Multiple Resources and Mental Workload ↗ · 2008 · Wickens, Christopher D · indexed
Systematic review and meta-analysis of take-over time from automated driving at SAE levels 2 and 3 to manual control ↗ · 2025 · Sekadakis, Marios et al. · indexed
Using the Driving Behavior of an Automated Vehicle to Communicate Intentions - A Wizard of Oz Study ↗ · 2018 · Fuest, Tanja et al. · indexed
Effects of visual attentional load on auditory processing ↗ · 2000 · Otten, Leun J. et al. · indexed
Human Factors Aspects of the Transfer of Control from the Driver to the Automated Highway System · 1995 · Bloomfield, John R. et al. · archived
Situation Awareness, Mental Workload, and Trust in Automation: Viable, Empirically Supported Cognitive Engineering Constructs ↗ · 2008 · Parasuraman, Raja et al. · indexed
Improvement and Calibration of Driving Safety Field Model: Resolving Risk Characterization Mismatches ↗ · 2026 · Hu, Yanting et al. · indexed
A Study on Functional Safety, SOTIF and RSS from the Perspective of Human-Automation Interaction ↗ · 2021 · Zhang, You et al. · indexed
A Driving Simulator Study to Examine the Role of Vehicle Acoustics on Drivers’  Speed Perception · 2011 · Merat, Natasha et al. · archived
Studying in the region of proximal learning reduces mind wandering · 2016 · Xu, Judy et al. · archived
Driver Distraction: A Perennial but Preventable Public Health Threat to Adolescents ↗ · 2014 · Bingham, C. Raymond · indexed
The Effectiveness of Safety Campaign VMS Messages - A Driving Simulator Investigation · 2007 · Jamson, A Hamish · archived
Age-related differences and similarities in dual-task interference. ↗ · 1999 · Hartley, Alan A. et al. · indexed
Classification systems for individual differences in multiple-task performance and subjective estimates of workload ↗ · 1984 · Damos, Diane L. · indexed
Driver intervention performance assessment as a key aspect of L3–L4 automated vehicles deployment ↗ · 2021 · Rodak, Aleksandra et al. · indexed
HMI--NEW TECHNOLOGIES AND SAFETY ASPECTS ↗ · 2000 · Haller, Rudolf · indexed
In-vehicle crash avoidance warning systems : human factors considerations · 1997 · Huey, R. W. et al. · archived
Predicting Take-over Time for Autonomous Driving with Real-World Data:\n Robust Data Augmentation, Models, and Evaluation · 2021 · Rangesh, Akshay et al. · archived
The Role of Situation Criticality in Affecting the Effect of Cognitive Load on Drivers’ Brake responses: A Driving Simulator Based Study ↗ · 2020 · Xue, Qingwan et al. · indexed
Pay attention! A review of visual attentional expertise in sport ↗ · 2009 · Memmert, Daniel · indexed
Driver Model Using Fuzzy Logic for Virtual Validation · 2024 · Lombera, Daniel Cisneros et al. · archived
The effect of in‐vehicle agent embodiment on drivers' perceived usability and cognitive workload: Evidence from subjective reporting, ECG, and fNIRS ↗ · 2024 · Ren, Zenggen et al. · indexed
Automotive Collision Avoidance Field Operational Test: Warning Cue Implementation Summary Report · 2002 · NHTSA · archived
The Use of a Full-Scale Driving Simulator in Evaluating Driver Comprehension of Traffic Signals ↗ · 2002 · Michael A. Knodler, Jr. et al. · indexed
The influence of driver distraction on the severity of injuries sustained by teenage drivers and their passengers ↗ · 2007 · Neyens, David M. et al. · indexed
Working Memory Capacity as Executive Attention · 2002 · Engle, Randall W · archived
Adaptive driver modelling in ADAS to improve user acceptance: A study using naturalistic data · 2018 · Fleming, James M. et al. · archived
AVATAR Assesses Speech Understanding and Multitask Costs in Ecologically Relevant Listening Situations ↗ · 2019 · Devesse, Annelies et al. · indexed
A critique of the SAE conditional driving automation definition, and analyses of options for improvement · 2018 · Inagaki, Toshiyuki et al. · archived
Contributors to pedestrian distraction and risky behaviours during road crossings in Romania ↗ · 2017 · Hamann, Cara et al. · indexed
Visual attention allocation between robotic arm and environmental process control ↗ · 2015 · Wickens, Christopher D. et al. · indexed
Fatigue in the Automated Vehicle ↗ · 2014 · Neubauer, Catherine et al. · indexed
Modeling Slow Lead Vehicle Lane Changing ↗ · 2003 · Olsen, Erik C. B. et al. · indexed
Divided attention between simultaneous auditory and visual signals · 1998 · Bonnel, Anne-Marie et al. · archived
Cognitive Cars: A New Frontier for ADAS Research ↗ · 2011 · Li, Li et al. · indexed
Situation Awareness ↗ · 2006 · Endsley, Mica R. · indexed
Exploratory Advanced Research (EAR) Program: Compendium of Papers from Funded Research Projects · 2023 · NHTSA · archived
Toward Minimum Startle After Take-Over Request: A Preliminary Study of Physiological Data ↗ · 2020 · Pakdamanian, Erfan et al. · indexed
European NCAP Program Developments to Address Driver Distraction, Drowsiness and Sudden Sickness ↗ · 2021 · Fredriksson, Rikard et al. · indexed
Preparing for the Future of Transportation: Automated Vehicles 3.0 · 2018 · NHTSA · archived
Effects of Gait and Cognitive Task Difficulty on Cognitive-Motor Interference in Aging ↗ · 2012 · Plummer, Prudence et al. · indexed
Driver model for the analysis of pre-accident situations ↗ · 2009 · Jurecki, R. et al. · indexed
Preliminary Studies in Haptic Displays for Rear-End Collision Avoidance System and Adaptive Cruise Control System Applications · 2000 · Tijerina, Louis et al. · archived
Investigating the Effects of Alcohol Consumption on Manual and Automated Driving: A Systematic Review · 2024 · Dong, Miaomiao et al. · archived
Electronic Device Use: A Review of the Literature on Addictive Behaviors [Traffic Tech] · 2023 · NHTSA · archived
Study of the population in terms of knowledge about the distance between vehicles in motion ↗ · 2021 · Krzysztof, Olejnik · indexed
A formal model of human driving behavior in vehicular networks ↗ · 2014 · Bouhoute, Afaf et al. · indexed
NADS versus CAMP Closed-Course Comparison Examining “Last-Second” Braking and Steering Maneuvers under Various Kinematic Conditions · 2005 · Curry, R. C. et al. · archived
Using Interference Models to Predict Performance in a Multiple-Task UAV Environment - 2 UAVs ↗ · 2003 · Wickens, C. D. · indexed
Overcoming Representational Errors in Complex Environments ↗ · 2000 · Jones, Debra G. et al. · indexed
Testing the Effect of Road Traffic Signs′ Informational Value on Driver Behavior ↗ · 1992 · Fisher, James · indexed
Personalizing driver safety interfaces via driver cognitive factors inference · 2024 · Sumner, Emily S. et al. · archived
Developing Analysis, Modeling, and Simulation Tools for Connected and Automated Vehicle Applications · 2021 · Huang, Zhitong et al. · archived
Development and evaluation of collision warning/collision avoidance algorithms using an errable driver model ↗ · 2010 · Yang, Hsin-Hsiang et al. · indexed
Attitudes and behaviors related to distracted driving in college students: a need for interventions in adolescence ↗ · 2017 · Basch, Corey H. et al. · indexed
Driving for Real or on a Fixed-Base Simulator: Is It so Different? An Explorative Study ↗ · 2015 · Milleville-Pennel, Isabelle et al. · indexed
A Stochastic Delay Differential Equation Model of Multitasking While Driving ↗ · 2026 · Trommler, Daniel et al. · indexed
Measuring Usefulness of Crash Fact Signs on Speeding Behavior: A Case Study from Sahrawi Highway · 2025 · Alhomaidat, Fadi · archived
Context-Aware Driver Distraction Severity Classification using LSTM Network ↗ · 2019 · Fasanmade, Adebamigbe et al. · indexed
Visual Search ↗ · 2018 · Wolfe, Jeremy M. · indexed
Experimental Design for Human-in-the-Loop Driving Simulations · 2014 · Driggs-Campbell, Katherine et al. · archived
Overview of research on driver drowsiness definition and driver drowsiness detection ↗ · 1995 · Wierwille, Walter W. · indexed
Overview of research on driver drowsiness definition and driver drowsiness detection ↗ · 1995 · Wierwille, Walter W. · indexed
Generalized Dynamic Cognitive Hierarchy Models for Strategic Driving Behavior · 2022 · Sarkar, Atrisha et al. · archived
A Review of Shared Control for Automated Vehicles: Theory and Applications · 2020 · Marcano, Mauricio et al. · archived
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A Statistical and Machine Learning Approach to Assess Contextual Complexity of the Driving Environment Using Autonomous Vehicle Data— Technology Transfer Activities · 2024 · Ogle, Jennifer H et al. · archived
Effect of Visual and Auditory Alerts on Older Drivers’ Glances toward Latent Hazards while Turning Left at Intersections ↗ · 2019 · Bakhtiari, Sarah et al. · indexed
Evaluation of a Natural Speech Based Informational Inquiry System as a Potential Means to Increase Transit Utilization · 2013 · Glass, Jim · archived
Human Performance Models of Pilot Behavior · 2005 · Wickens, C. D. · archived
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Stress and Simulated Environments: Insights From Physiological Marker · 2021 · Liebherr, Magnus et al. · archived
A Taxonomy of External and Internal Attention ↗ · 2010 · Chun, Marvin M. et al. · indexed
Human Variation in Overriding Attentional Capture ↗ · 2009 · Fukuda, K. et al. · indexed
National Survey of Distracted and Drowsy Driving Attitudes and Behavior: 2002: Volume 3: Methods · 2003 · Royal, Dawn · archived
Advanced Crash Avoidance Technologies (ACAT) Program - Final Report of the Volvo-Ford-UMTRI Project: Safety Impact Methodology for Lane Departure Warning - Method Development and Estimation of Benefits · 2010 · Gordon, T. et al. · archived
Applying Mambaattention, Tabpfn, and Tabtransformers to Classify Sae Automation Levels in Crashes · 2025 · Das, Subasish et al. · archived
Effects of Vehicle Automation and Cooperative Driving Messaging on Driver Behavior When Passing a Bicyclist on a Shared Roadway · 2024 · Sanchez, Robert et al. · archived
Do drivers change their manual car-following behaviour after automated car-following? · 2020 · Louw, Tyron et al. · archived
Using Rapid Serial Visual Presentation to Measure Set-Specific Capture, a Consequence of Distraction While Multitasking ↗ · 2018 · Moore, Katherine Sledge et al. · indexed
Great expectations: a predictive processing account of automobile driving · 2017 · Engström, Johan et al. · archived
Travel modeling in an era of connected and automated transportation systems: an investigation in the Dallas-Fort Worth area. · 2017 · Kuhr, James et al. · archived
Situation Awareness and Cognitive Modeling ↗ · 2012 · Kokar, Mieczyslaw M. et al. · indexed
Impact mechanism of interruptions on the performance of high-speed train driving tasks based on simulator environment ↗ · 2026 · Li, Huimin et al. · indexed
Mobile Phone Use “on the Road”: A Self-Report Study on Young Drivers · 2021 · Fraschetti, Angelo et al. · archived
Assessment of Variation in Driving Distraction Risk by Age, Gender, and Driving Area using SHRP 2 Naturalistic Driving Study ↗ · 2017 · Pérez, Miguel A. et al. · indexed
The concept of “presence” as a measure of ecological validity in driving simulators · 2015 · Deniaud, Christophe et al. · archived
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Drivers' Ratings of Different Components of Their Own Driving Skill: A Greater Illusion of Superiority for Skills That Relate to Accident Involvement1 ↗ · 2004 · Horswill, Mark S. et al. · indexed
Perception Sharing for Cooperative Driving Automation (CDA) · 2025 · NHTSA · archived
Development of Game-Like System Using Active Behavior Input for Wakefulness-Keeping Support in Driving · 2020 · Ibe, Tatsuro et al. · archived
User interface design and verification for semi-autonomous driving · 2014 · Sadigh, Dorsa et al. · archived
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Deep InSight: A Driver-State Estimation Platform for Processing Naturalistic Driving Data · 2024 · Sharma, Anuj et al. · archived
Cell phone-related driver distraction: Habits predict behavior over and above the theory of planned behavior variables ↗ · 2023 · Demir, Basar et al. · indexed
Examining the Impact of Driver Distraction on Speeding Through the Exploitation of Smartphone Sensor Data · 2026 · Papantoniou, Panagiotis et al. · archived
A Differential 2D Gaussian Ellipse-Based Eye Movement Analysis · 2025 · Zhang, Jiahao et al. · archived
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A survey of distracted driving and electronic device use among app-based and taxi drivers ↗ · 2021 · Hill, Linda et al. · indexed
Operator functional state assessment for adaptive automation implementation ↗ · 2005 · Wilson, Glenn F. · indexed
Evaluating Autonomous Vehicles’ Safety Benefits in Mixed Autonomy Scenarios · 2024 · Joe-Wong, Carlee et al. · archived
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Revisiting the Deviation Effects of Irrelevant Sound on Serial and Nonserial Tasks ↗ · 2024 · Nakajima, Yu et al. · indexed
Open-Loop Naturalistic Driving: An Assessment of Human Behavior, Performance, and Physiology to Support the Development of Shared Control Strategies ↗ · 2022 · Luster, Maya S. et al. · indexed
Development of a Novice Driver Training Module to Accelerate Driver Perceptual Expertise · 2017 · AAA Foundation for Traffic Safety · archived
How Does Day-to-Day Variability in Psychophysiological Data Affect Classifier Accuracy? ↗ · 2010 · Wilson, Glenn F. et al. · indexed
Acquisition, Response, and Error Rates With Three Suites of Collision Warning Sounds · 2009 · Sullivan, John M. et al. · archived
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Differences in drivers’ dependence on AR warning information in urban driving environments: the role of driving experience · 2025 · Huo, Faren et al. · archived
Simultaneous Control of Attention by Multiple Working Memory Representations ↗ · 2012 · Beck, Valerie M. et al. · indexed
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Car telephone use and road safety : an overview prepared for the European Commission · 2009 · NHTSA · archived
Balancing temporal dynamics with measurement noise in real-time situation awareness prediction ↗ · 2025 · Smith, Kieran J et al. · indexed
Effect of Freeway Level of Service and Driver Education on Truck Driver Stress: Phase 1 · 2012 · Sharma, Anuj et al. · archived
Modeling the influence of connected vehicles on driving behaviors and safety outcomes in highway crash scenarios across varied weather conditions: A multigroup structural equation modeling analysis using a driving simulator experiment ↗ · 2024 · Alruwaili, Abdalziz et al. · indexed
Investigation of Driver Comprehension of Traffic Information on Graphical Congestion Display Panels using a Driving Simulator · 2004 · Richards, Andy et al. · archived
Effects of Smart Cockpit Steering Wheel Control Gestures on List Selection Tasks ↗ · 2025 · Xu, Wenxia et al. · indexed
Situation Awareness in Anesthesia ↗ · 2013 · Schulz, Christian et al. · indexed
Factors modulating the effect of divided attention during retrieval of words · 2002 · Fernandes, Myra A. et al. · archived
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An interactive driver assistance system monitoring the scene in and out of the vehicle ↗ · 2004 · Petersson, Lars et al. · indexed
Comprehensive study of driver behavior monitoring systems using computer vision and machine learning techniques · 2024 · Furht, Borko · archived
Classification of Eye Movement and Its Application in Driving Based on a Refined Pre-Processing and Machine Learning Algorithm ↗ · 2021 · Li, Xiansheng et al. · indexed
A survey on motion prediction and risk assessment for intelligent vehicles · 2014 · Lefèvre, Stéphanie et al. · archived
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Perception Sharing for Cooperative Driving Automation (CDA) · 2024 · NHTSA · archived
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DivNEDS: Diverse Naturalistic Edge Driving Scene Dataset for Autonomous Vehicle Scene Understanding · 2024 · Duah, John Owusu et al. · archived
Spatio-Semantic Road Space Modeling for Vehicle–Pedestrian Simulation to Test Automated Driving Systems ↗ · 2020 · Schwab, Benedikt et al. · indexed
Parallel dual-task processing and task-shielding in older and younger adults: Behavioral and diffusion model results ↗ · 2018 · Janczyk, Markus et al. · indexed
Generalizing Predictive Models of Situation Awareness to Unseen Participants ↗ · 2025 · Smith, Kieran J. et al. · indexed
First Annual Report: Automotive Collision Avoidance System Field Operational Test · 2002 · NHTSA · archived
AUTOMATED DRIVING SYSTEMS: COMPARISON OF TRAINING METHODS’ EFFECTIVENESS · 2024 · RODAK, Aleksandra et al. · archived
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What Did My Car Say? Impact of Autonomous Vehicle Explanation Errors and Driving Context On Comfort, Reliance, Satisfaction, and Driving Confidence · 2025 · Kaufman, Robert et al. · archived
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Cell Phone-Related Near Accidents Among Young Drivers: Associations With Mindfulness ↗ · 2015 · Terry, Christopher P. et al. · indexed
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A Driving Simulator Investigation on the Aggressiveness of an Automatic Lane-Change System · 2025 · Guan, Muhua et al. · archived
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The Effect of Time Constraints on Older and Younger Driver Decisions to Turn at Intersections Using a Modified Change Blindness Paradigm · 2001 · Caird, Jeff K. et al. · archived
Single-Vehicle Run-Off Road Crashes Because of Cellphone Distraction: Finding Patterns with Rule Mining ↗ · 2022 · Das, Subasish · indexed
Predicting Driver Takeover Time in Conditionally Automated Driving · 2021 · Ayoub, Jackie et al. · archived
Effectiveness of Crash Fact/Safety Message Signs on Dynamic Message Signs · 2021 · Savolainen, Peter T. et al. · archived
Pilot Situation Awareness Training in General Aviation ↗ · 2000 · Endsley, Mica R. et al. · indexed
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Cumulative Progress in Formal Theories of Attention ↗ · 2004 · Logan, Gordon D. · indexed
Vibrotactile Displays: A Survey With a View on Highly Automated Driving ↗ · 2015 · Petermeijer, Sebastiaan M. et al. · indexed
Address Entry While Driving: Speech Recognition Versus a Touch-Screen Keyboard ↗ · 2004 · Tsimhoni, Omer et al. · indexed
Cognitive Load Measurement as a Means to Advance Cognitive Load Theory ↗ · 2003 · Paas, Fred et al. · indexed
Three Decades of Driver Assistance Systems: Review and Future Perspectives ↗ · 2014 · Bengler, Klaus et al. · indexed
DistractNet: a deep convolutional neural network architecture for distracted driver classification · 2022 · Nasri, Ismail et al. · archived
Modeling and Recognition of Driving Behavior Based on Stochastic Switched ARX Model ↗ · 2007 · Sekizawa, S. et al. · indexed
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Electrophysiological markers of mind wandering: A systematic review ↗ · 2022 · Kam, Julia W. Y. et al. · indexed
Formalizing Human Machine Communication in the Context of Autonomous Vehicles · 2020 · Gopalswamy, Swaminathan et al. · archived
Development of Drowsiness Detection Method by Integrating Heart Rate Variability Analysis and Multivariate Statistical Process Control ↗ · 2016 · Abe, Erika et al. · indexed
Situation Awareness Requirements for Infantry Platoon Leaders ↗ · 2004 · Matthews, Michael D. et al. · indexed
Providing Explainability in Safety-Critical Automated Driving Situations through Augmented Reality Windshield HMIs ↗ · 2023 · Manger, Carina et al. · indexed
A new dynamic spatial information design framework for AR-HUD to evoke drivers’ instinctive responses and improve accident prevention ↗ · 2023 · Wang, Jianmin et al. · indexed
Evaluating Model Mismatch Impacting CACC Controllers in Mixed Traffic Using a Driving Simulator · 2018 · Aramrattana, Maytheewat et al. · archived
Making Driving Simulators More Useful for Behavioral Research: Simulator Characteristics Comparison and Model-Based Transformation, Summary Report · 2015 · Philips, Brian H. et al. · archived
Autonomous Ground Vehicles—Concepts and a Path to the Future ↗ · 2012 · Luettel, Thorsten et al. · indexed
How does distraction affect cyclists’ severe crashes? A hybrid CatBoost-SHAP and random parameters binary logit approach ↗ · 2025 · Agheli, Ali et al. · indexed
Effects of Marking Automated Vehicles on Human Drivers on Highways · 2020 · Fuest, Tanja et al. · archived
Application of the Multiple Resources Questionnaire (MRQ) to a Complex Gaming Environment ↗ · 2004 · Boles, David B. et al. · indexed
MOBILE PHONE USE WHILE DRIVING: CONCLUSIONS FROM FOUR INVESTIGATIONS ↗ · 2004 · Thulin, Hans 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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Driver Electronic Device Use in 2024 [Traffic Safety Facts] · 2026 · NHTSA · archived
Evaluating the Impact of Detour Messaging on Actual Driver Detour Behavior · 2022 · Acharya, Sailesh et al. · archived
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SPORTING PERFORMANCE, PRESSURE AND COGNITION: INTRODUCING ATTENTIONAL CONTROL THEORY ↗ · 2016 · Eysenck, Michael W · 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
Consumer Education and Training for Vehicle Automation: Outcomes from an Expert Workshop · 2024 · AAA Foundation for Traffic Safety · archived
Subtle motion cues by automated vehicles can nudge human drivers’ decisions: Empirical evidence and computational cognitive model · 2023 · Zgonnikov, Arkady et al. · archived
Safety Assurance System Utilizing Visual Attention for Advanced Driver-Assistance Systems · 2023 · Jing, Haoming et al. · archived
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0-7033: Defining Operational Design Domains (ODDs) for the Safe Blending of Levels 0-4 Connected and Autonomous Vehicles (CAVs) in the Traffic Streams · 2023 · Chin, Kristie et al. · archived
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Impact of Wind Turbine Distraction on Crash Severity: Assessment and Prediction Study · 2025 · Alhomaidat, Fadi et al. · archived
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Gaze Supervision for Mitigating Causal Confusion in Driving Agents · 2024 · Biswas, Abhijat et al. · archived
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Effects of Chinese Text Size on the In-Vehicle Text Legibility and Driver Distraction: A Simulator Study ↗ · 2025 · Zhong, Qi et al. · indexed
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Does Roadside Vegetation Affect Driving Performance?: Driving Simulator Study on the Effects of Trees on Drivers' Speed and Lateral Position · 2015 · Calvi, Alessandro · archived
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The Future Driver: Exploring the Safety Challenges of Level 4 Automated Vehicles During Manual Control ↗ · 2025 · Andriola, Cesar et al. · indexed
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Psychophysics in a Web browser? Comparing response times collected with JavaScript and Psychophysics Toolbox in a visual search task · 2015 · de Leeuw, Joshua R. et al. · archived
Musician Enhancement for Speech-In-Noise ↗ · 2009 · Alexandra Parbery‐Clark et al. · indexed
Brain activation and pupil response during covert performance of the Stroop Color Word task ↗ · 1999 · Brown, Gregory G. et al. · indexed
Distributed Cooperative MPC for Autonomous Driving in Different Traffic Scenarios · 2020 · Mohseni, Fatemeh et al. · archived
The Effect of a Powered Lower-Body Exoskeleton on Physical and Cognitive Warfighter Performance ↗ · 2018 · Bequette, Blake et al. · indexed
A Dual-Task Paradigm Using the Oral Trail Making Test While Walking to Study Cognitive-Motor Interactions in Older Adults · 2021 · Langeard, Antoine et al. · archived
Optimal Trajectory Planning Algorithm for Connected and Autonomous Vehicles towards Uncertainty of Actuated Traffic Signals · 2023 · Shafik, Amr et al. · archived
Can a Low-Cost Eye Tracker Assess the Impact of a Valent Stimulus? A Study Replicating the Visual Backward Masking Paradigm · 2020 · Vlastos, Dimitris D. et al. · archived
Decision making for autonomous vehicles: Combining safety and optimality ↗ · 2020 · Verbakel, J.J. et al. · indexed
Measured and Perceived Exercise Intensity During the Performance of Single-Task, Cognitive-Motor Dual-Task, and Exergame Training: Transversal Study (Preprint) · 2022 · Gallou-Guyot, Matthieu et al. · archived
Multi-Frame Grid Perspective for Traffic Video Captioning and Context-Aware VQA ↗ · 2026 · Prajapati, Sanjita et al. · indexed
LOW-FREQUENCY SOUND-ABSORBING SCREEN · 2026 · Fedorov, Volodymyr et al. · archived
Electroencephalography theta/beta ratio covaries with mind wandering and functional connectivity in the executive control network · 2019 · Van Son, Dana et al. · archived
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Visual attention and phonological processing in children with developmental language disorder · 2024 · Lara-Díaz, María Fernanda et al. · archived
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Cognitive Workload of Tugboat Captains in Realistic Scenarios: Adaptive Spatial Filtering for Transfer Between Conditions · 2022 · Miklody, Daniel et al. · archived
Adaptive Game-Theoretic Decision Making for Autonomous Vehicle Control at Roundabouts · 2018 · Tian, Ran et al. · archived
The Subjective Value of Cognitive Effort is Encoded by a Domain-General Valuation Network ↗ · 2018 · Westbrook, Andrew et al. · indexed
The benefit of choice on task performance: Reduced difficulty effects in free-choice versus forced-choice tasks · 2024 · Mittelstädt, Victor et al. · archived
Simulating and Modelling the Safety Impact of Connected and Autonomous Vehicles in Mixed Traffic: Platoon Size, Sensor Error, and Path Choice ↗ · 2024 · Papadoulis, Alkis et al. · indexed
Incorporating ESO into Deep Koopman Operator Modeling for Control of Autonomous Vehicles ↗ · 2024 · Chen, Hao et al. · indexed
Navigating Occluded Intersections with Autonomous Vehicles Using Deep Reinforcement Learning · 2018 · Isele, David et al. · archived
Coordinating Tire Forces to Avoid Obstacles Using Nonlinear Model Predictive Control ↗ · 2019 · Brown, Matthew et al. · indexed
QRTEngine: An easy solution for running online reaction time experiments using Qualtrics · 2014 · Barnhoorn, Jonathan S. et al. · archived
Cognitive and Linguistic Processing in the Bilingual Mind ↗ · 2010 · Bialystok, Ellen et al. · indexed
Interactive Simulation Program for Autonomous Vehicles · 2021 · POZNA, Claudiu Radu et al. · archived
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Speech-in-noise research: From classrooms to Canadian Armed Forces operational environments ↗ · 2018 · Nakashima, Ann et al. · indexed
Why Ethics Matters for Autonomous Cars · 2016 · Lin, Patrick · archived
Requirements and Design for Better Cultural Situation Awareness: Delivering the Right Information ↗ · 2012 · Onal, Emrah et al. · indexed
Shared Information Between Pilots and Controllers in Tactical Air Traffic Control ↗ · 2000 · Farley, Todd et al. · indexed
Predicting the effect of hearing loss and audibility on amplified speech reception in a multi-talker listening scenario ↗ · 2013 · Woods, William S. et al. · indexed
Aberrant resting-state connectivity of auditory, ventral attention/salience and default-mode networks in adults with attention deficit hyperactivity disorder · 2022 · Blomberg, Rina et al. · archived
Motion planning for autonomous driving with a conformal spatiotemporal lattice ↗ · 2011 · McNaughton, Matthew et al. · indexed
Feasibility of a novel neurofeedback system: a parallel randomized single-blinded pilot study · 2023 · Horváth, Dávid et al. · archived
SOUND ABSORBING COMPLEX AS PROTECTION AGAINST TRANSPORT NOISE · 2025 · Fedorov, Volodymyr et al. · archived
Mapping human voice in urban spaces ↗ · 2024 · SILIEZAR, Jonathan et al. · indexed
The Effects of Proportion Congruent on the Magnitude of Stroop Interference: Controlling for the Display Frequency Confound · 2012 · Lee, Jae Yong et al. · archived
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Psychosocial Working Conditions and Cognitive Complaints among Swedish Employees · 2013 · Stenfors, Cecilia U. D. et al. · archived
Top-down and bottom-up influences on pupil hippus ↗ · 2024 · Rabadan, Vivien et al. · indexed
Neural and behavioral correlates of change detection following training with complex auditory scenes ↗ · 2020 · Ball, Natalie J. et al. · indexed
Policy-Gradient and Actor-Critic Based State Representation Learning for Safe Driving of Autonomous Vehicles ↗ · 2020 · Gupta, Abhishek et al. · indexed
Perceptual assessment of quality of urban soundscapes with combined noise sources and water sounds ↗ · 2010 · Jeon, Jin Yong et al. · indexed
Pupil dynamics during very light exercise predict benefits to prefrontal cognition · 2023 · Kuwamizu, Ryuta et al. · archived
Robust Intensity-Based Localization Method for Autonomous Driving on Snow–Wet Road Surface · 2017 · Aldibaja, Mohammad et al. · archived
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Safe and Computational Efficient Imitation Learning for Autonomous Vehicle Driving · 2020 · Acerbo, Flavia Sofia et al. · archived
The Stroop Color and Word Test · 2017 · Scarpina, Federica et al. · archived
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Spatially Formulated Connected Automated Vehicle Trajectory Optimization with Infrastructure Assistance ↗ · 2022 · Yi, Ran et al. · indexed
Green time usage metrics on signalized intersections and arterials using high-resolution traffic data ↗ · 2021 · Guadamuz, Renato et al. · indexed
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Tracking Components of Bilingual Language Control in Speech Production: An fMRI Study Using Functional Localizers ↗ · 2024 · Wolna, Agata et al. · indexed
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A Potential Field-Based Model Predictive Path-Planning Controller for Autonomous Road Vehicles · 2016 · Rasekhipour, Yadollah et al. · archived
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Hierarchical Reinforcement Learning for Dynamic Autonomous Vehicle Navigation at Intelligent Intersections · 2023 · Qian, Sun et al. · archived
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Nature imagery's influence on ERN amplitude: an examination of Attention Restoration Theory using EEG · 2025 · Strayer, David L. · archived
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Recorded Responses of a Light Truck With Rapid Left Front Air-Out of Super Oversized Mud Tires ↗ · 2015 · Arndt, Mark W. · indexed
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Attention-Demanding Cognitive Tasks Worsen Postural Control in Patients With Cervical Dystonia: A Case-Control Study ↗ · 2021 · Baione, Viola et al. · indexed
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Integration of Reinforcement Learning Based Behavior Planning With Sampling Based Motion Planning for Automated Driving · 2023 · Klimke, Marvin et al. · archived
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Mental Fatigue From Smartphone Use or Stroop Task Does Not Affect Bench Press Force–Velocity Profile, One-Repetition Maximum, or Vertical Jump Performance · 2023 · Carlos Alix‐Fages et al. · archived
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Autonomous On-ramp Merge Strategy Using Deep Reinforcement Learning in Uncertain Highway Environment · 2022 · Wu, Sifan et al. · archived
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Twin Scenarios Establishment for Autonomous Vehicle Digital Twin Empowered SOTIF Assessment ↗ · 2023 · Hou, Zhonglin et al. · indexed
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Dynamic Cell Modeling for Accurate SOC Estimation in Autonomous Electric Vehicles · 2023 · Ajao, Qasim et al. · archived
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Modeling of Load Demand Due to EV Battery Charging in Distribution Systems ↗ · 2010 · Qian, Kejun et al. · indexed
Make it worth it: Effort-reward modulations on reinforcement-learning and prediction-error signaling across adolescence · 2025 · Kramer, Anne‐Wil et al. · archived
A computational study of path-based methods for optimal traffic assignment with both inelastic and elastic demand ↗ · 2019 · Galligari, Alessandro et al. · indexed
On Vehicle Path Generation Method for Collision Avoidance using Mixed Integer Programming ↗ · 2007 · Mukai, Masakazu et al. · indexed
Virtual reality programs targeting executive functions and social cognition evaluation and/or rehabilitation in children with ADHD or ASD—A narrative review · 2025 · Doulou, Filippia et al. · archived
Knowledge Transfer via Dynamic Policy Fusion Between Autonomous Driving Agents · 2025 · Maad, Fatima-Ezzahra et al. · archived
Automotive engine diagnosis and control via nonlinear estimation ↗ · 1998 · Kim, Yong-Wha et al. · indexed
Traffic Assignment Problem with Strict Capacity Constraints · 2020 · Azimi, Ghazaleh · archived
The use of the differential outcomes procedure for the recognition of facial expressions of complex emotions and its electrophysiological correlates · 2024 · García-Pérez, Ángel et al. · archived
Analysis of the Energy Consumption of a Series-Parallel Hybrid Electric Vehicle ↗ · 2023 · Rivera, Néstor et al. · indexed
Are bilingual children better at ignoring perceptually misleading information? A novel test ↗ · 2014 · Goldman, Meghan C. et al. · indexed
Load shift potential of electric vehicles in Europe · 2014 · Babrowski, Sonja et al. · archived
Reducing Computation Time with Priority Assignment in Distributed MPC ↗ · 2023 · Scheffe, Patrick et al. · indexed
Energy Demand Estimation in Turkey According to Road and Rail Transportation: Walrus Optimizer and White Shark Optimizer Algorithm-Based Model Development and Application ↗ · 2024 · Korkmaz, Ersin et al. · indexed
Machine Learning-Driven Calibration of Traffic Models Based on a Real-Time Video Analysis ↗ · 2024 · Lopukhova, Ekaterina A. et al. · indexed
Reducing Computation Time with Priority Assignment in Distributed MPC ↗ · 2023 · Scheffe, Patrick et al. · indexed
Association of Transcranial Direct Current Stimulation and Neurofeedback With Declarative Memory and Cerebral Arterial Flow in University Students: Protocol for a Double-blind Randomized Controlled Study · 2022 · Grecco, Leandro H et al. · archived
Chemical composition and oxidative potential of roadside PM(2.5) with associated health implications in urban Bangkok, Thailand. · 2026 · Zhang, Y et al. · archived
SuperiorGAT: Graph Attention Networks for SparseLiDAR Point Cloud Reconstruction in AutonomousSystems · 2026 · Awedat, Khalfalla et al. · archived
The importance of lexical status in word recognition of familiar words and novel items ↗ · 2000 · Diakoumakou, Evanthia et al. · indexed
Low-Frequency Anodal Transcranial Pulsed Current Stimulation (0.5–5 Hz): Effects on EEG Band Amplitude, Interhemispheric Coherence, and Cognitive Performance ↗ · 2026 · Malekahmad, Mona et al. · indexed
Plug-in Hybrid Electric Vehicles and Smart Grid ↗ · 2009 · Waraich, Rashid A. · indexed
Wait, what? Assessing stereotype incongruities using the N400 ERP component ↗ · 2009 · White, Katherine R. et al. · indexed
Characterisation of micro turbine generator as a range extender using an automotive drive cycle for series hybrid electric vehicle application · 2021 · Shah, Raja Mazuir Raja Ahsan et al. · archived
Potential Impacts of Plug-in Hybrid Electric Vehicles on Regional Power Generation · 2008 · Hadley, Stanton W. et al. · archived
Comparison of Different Models for Electric Vehicle with Heating System ↗ · 2017 · Desreveaux, Anatole et al. · indexed