Research

Attention, Distraction & Workload

What pulls or loads attention away from the driving task.

Categories in this area

Overlaps with other areas

Categories filed elsewhere whose papers overlap this area. The evidence is the measured co-occurrence; a curated entry is one kept by domain judgement below the threshold, and says so.

situational awareness 3189neuro workload indices 2804workload measurement 2440visual 1808mental demand 1672temporal 1306manual 1194mind wandering 878external distraction 877visual manual 836auditory 821cognitive 753attention allocation 706dual task performance 493attention 386

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

13088 paper(s) · ranked by relevance to this area

  1. Situation Awareness in Driving · 2020 · Endsley, Mica · indexed
  2. Digital Advertising Billboards and Driver Distraction · 2015 · Sisiopiku, Virginia P. et al. · archived
  3. Mind Wandering While Driving · 2015 · Lerner, Neil et al. · indexed
  4. Roadside advertising and the distraction of driver’s attention · 2017 · Adam, Tarnowski et al. · archived
  5. The Effect of Visual Clutter on Driver Eye Glance Behavior · 2011 · Perez, William et al. · indexed
  6. Effect of roadside billboards on driving performance: a driving simulator study · 2026 · Rao, Annamdasu Nageswara et al. · indexed
  7. Internal Distraction and Driving: Does It Show? · 2007 · Brouwer, Rino F T et al. · indexed
  8. Detecting driver distraction · 2018 · Liang, Yulan · archived
  9. Identifying Mind-wandering behind the Wheel · 2009 · He, Jibo et al. · archived
  10. The Effects of Momentary Visual Disruption on Hazard Anticipation in Driving · 2013 · Borowsky, Avinoam et al. · indexed
  11. The Mind Wandering Phenomenon While Driving: An Exploratory Survey · 2026 · Butilă, Eugen Valentin et al. · indexed
  12. Defining Driver Distraction · 2008 · Lee, John et al. · archived
  13. Understanding Driver's Situation Awareness in Highly Automated Driving · 2022 · Kim, Young Woo et al. · indexed
  14. Effects of Electronic Billboards on Driver Distraction · 2013 · Dukic, Tania et al. · indexed
  15. Mental Workload, Task Demand and Driving Performance: What Relation? · 2014 · da Silva, Fátima Pereira · indexed
  16. Improving pilot mental workload evaluation with combined measures · 2014 · Wanyan, Xiaoru et al. · indexed
  17. Social attitudes towards roadside advertising · 2017 · Anna, Olejniczak-Serowiec et al. · archived
  18. Driver distraction : a review of the literature · 2007 · Kircher, Katja · indexed
  19. Comparing Methods of Detecting Mind Wandering While Driving · 2017 · Barragan, Daniela et al. · archived
  20. Reading Text While Driving · 2014 · Liang, Yulan et al. · indexed
  21. Secondary task boundaries influence drivers' glance durations · 2015 · Lee, Ja Young et al. · indexed
  22. An Empirical Investigation into Dual-Task Trade-offs while Driving and Dialing · 2007 · Brumby, Duncan P. et al. · indexed
  23. SPIDER 2.0: Driver Distraction and Visual Attention · 2025 · Strayer, David L. · archived
  24. Evaluating the Impact of Processing Spoken Words on Driving · 2012 · Rossi, Riccardo et al. · indexed
  25. A Gaze-Based Driver Distraction Warning System and Its Effect on Visual Behavior · 2013 · Ahlstrom, Christer et al. · indexed
  26. Exploring Mind Wandering While Driving · 2016 · Barragán, Daniela et al. · indexed
  27. Mental workload and driving · 2014 · Paxion, Julie et al. · archived
  28. On the Cost of Detection Response Task Performance on Cognitive Load · 2020 · Biondi, Francesco N. et al. · indexed
  29. Cognitive Distraction: Something to Think About · 2013 · AAA Foundation for Traffic Safety · archived
  30. Attraction and distraction of attention with roadside advertisements · 2006 · Crundall, David et al. · indexed
  31. Effect of Distracting Factors on Driving Performance: A Review · 2022 · Sorum, Neero Gumsar et al. · archived
  32. The influence of attention distraction on the drivers’ behaviour · 2018 · Gąsiorek, Kamila et al. · archived
  33. Driver Demand: Eye Glance Measures · 2016 · Seaman, Sean et al. · indexed
  34. Detecting and Quantifying Mind Wandering during Simulated Driving · 2017 · Baldwin, Carryl L. et al. · archived
  35. Situation Awareness in Driving · 2025 · Endsley, Mica R. et al. · indexed
  36. Impact of Video Advertising on Driver Fixation Patterns · 2004 · Smiley, Alison et al. · indexed
  37. Effect of External Distractions · 2012 · Divekar, Gautam et al. · indexed
  38. Exploring the effect of cognitive load in scenarios of daily driving · 2024 · Felisberti, Fatima M. et al. · archived
  39. Study on Driver Attention Allocation under Common Driving Behaviors · 2018 · Ren, Yuan-yuan et al. · indexed
  40. Traffic Safety Evaluation of Video Advertising Signs · 2005 · Smiley, Alison et al. · indexed
  41. Study on Comprehensive Evaluation Method of Pilot Mental Workload · 2014 · Zhang, Huan et al. · indexed
  42. Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
  43. Analysis of selected off-road glances during driving in real road traffic · 2020 · Bucsuházy, Kateřina et al. · indexed
  44. The impact of road traffic context on secondary task engagement while driving · 2023 · Cuentas-Hernandez, Sandra et al. · archived
  45. Driver Distraction: Eye Glance Analysis and Conversation Workload · 2015 · Hickman, Jeffrey S. et al. · archived
  46. Driving With the Wandering Mind · 2013 · Yanko, Matthew R. et al. · indexed
  47. Driver Distraction in Commercial Vehicle Operations · 2010 · Olson, Rebecca L. et al. · archived
  48. Driver’s Mental Model of Vehicle Automation · 2020 · Seppelt, Bobbie et al. · indexed
  49. The Effects of Task Irrelevant Images on Glance Time for In-vehicle Systems · 2015 · Domeyer, Joshua E et al. · indexed
  50. AN ALTERNATE METHOD TO EVALUATE DRIVER DISTRACTION · 2002 · Curry, Reates et al. · indexed
  51. Mind Wandering Behind the Wheel · 2011 · He, Jibo et al. · indexed
  52. Behavioral Research and Practical Models of Drivers' Attention · 2021 · Kotseruba, Iuliia et al. · archived
  53. A Looming Crisis · 2014 · Liang, Yulan et al. · indexed
  54. Simulated Driving Environment Impacts Mind Wandering · 2015 · Geden, Michael et al. · indexed
  55. Assessing cognitive distraction in the automobile · 2015 · Strayer, DL et al. · archived
  56. Situation Awareness: The Key to Safe Autonomous Systems: Plenary Talk · 2019 · Haidegger, Tamás · indexed
  57. Driver Distraction in Commercial Vehicle Operations · 2009 · Olson, R.L. et al. · archived
  58. Cognitive State Assessment · 2014 · Sciarini, Lee W. et al. · indexed
  59. Computational Model of Situation Awareness for Decision Making in Driving · 2018 · Mustapha, Rabi et al. · indexed
  60. Predictors of Mind-Wandering While Driving · 2017 · Rodd, Heather E K et al. · archived
  61. Evaluation of the Minimum Forward Roadway Glance Duration · 2015 · Samuel, Siby et al. · indexed
  62. Eye Glance Behavior Associated with Cell-Phone Use · 2014 · Bao, Shan et al. · indexed
  63. Simulator Study of Involuntary Driver Distraction Under Different Perceptual Loads · 2017 · Hoekstra-Atwood, Liberty et al. · indexed
  64. Validity of Mental Workload Measures in a Driving Simulation Environment · 2018 · Galante, Francesco et al. · archived
  65. Outdoor Advertising Influence on Perception of Driver Road Conditions · 2016 · Parshutina, Marina Vyacheslavovna et al. · indexed
  66. The multitasking motorist and the attention economy · 2021 · Strayer, DL et al. · archived
  67. Measuring cognitive distraction in the automobile · 2013 · Strayer, DL et al. · archived
  68. Psycho-physiological parameters to evaluate the mental demand during driving · 2011 · Yoon, Sang-Young et al. · indexed
  69. SITUATION AWARENESS: WHAT IT IS AND WHY IT MATTERS FOR ITS · 1999 · Harbluk, Joanne L. et al. · indexed
  70. The interplay between cognitive load and driving in scenarios of daily commuting · 2022 · Felisberti, Fatima Maria et al. · indexed
  71. Automated driving, secondary task performance and situation awareness · 2010 · Merat, Natasha et al. · indexed
  72. Head-Up Displays and Distraction Potential · 2023 · Russell, Sheldon M. et al. · archived
  73. Human Mental Workload: A Survey and a Novel Inclusive Definition · 2022 · Longo, Luca et al. · archived
  74. Detection-Response Task—Uses and Limitations · 2018 · Stojmenova, Kristina et al. · indexed
  75. The apparent intelligence of a system as a factor in situation awareness · 2014 · Thill, Serge et al. · indexed
  76. Driver's exposure to distractions in their natural driving environment · 2005 · Stutts, J C et al. · indexed
  77. Distracted Driving: It is not always a choice · 2016 · Hunter, Michael P. et al. · archived
  78. Driver Workload Metrics Task 2 Final Report · 2006 · Angell, Linda et al. · indexed
  79. Effects of visual warnings on guiding attention during distracted driving · 2026 · Chihara, Takanori et al. · indexed
  80. A Comparison of Subjective Mental Workload Measures in Driving Contexts · 2013 · Kim, Ji Yeon et al. · indexed
  81. Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS · 2012 · Gil-Jiménez, Pedro et al. · archived
  82. Measuring Mental Workload with EEG+fNIRS · 2017 · Aghajani, Haleh et al. · archived
  83. Psychophysiological Metrics for Workload are Demand-Sensitive but Multifactorial · 2014 · Reinerman-Jones, Lauren E. et al. · indexed
  84. Evaluation and Validation of Distraction Detection Algorithms on Multiple Data Sources · 2018 · Mehrotra, Shashank Kumar et al. · indexed
  85. The measurement of drivers' mental workload · 1996 · de Waard, Dick · indexed
  86. Glance analysis of driver eye movements to evaluate distraction · 2002 · Sodhi, Manbir et al. · indexed
  87. A Deeper Look at the NASA TLX and Where It Falls Short · 2018 · McKendrick, Ryan D. et al. · indexed
  88. The Effect of Distraction Modality on Driver Performance · 2010 · Louw, Tyron · indexed
  89. Human Performance in Vehicle Driving · 2026 · Abendroth, Bettina et al. · archived
  90. Measuring Cognitive Load: Heart-rate Variability and Pupillometry Assessment · 2020 · Urrestilla, Nerea et al. · indexed
  91. NASA TLX: Software for assessing subjective mental workload · 2009 · Cao, Alex et al. · indexed
  92. Is the Technology in Your Car Driving You to Distraction? · 2015 · Strayer, David L. · archived
  93. Mental workload and information management · 2003 · Smiley, A. · indexed
  94. The Psychometrics of Mental Workload · 2014 · Matthews, Gerald et al. · indexed
  95. Reliability and Validity of Cognitive Workload in Older Adults · 2020 · Devos, Hannes et al. · indexed
  96. Identifying cognitive distraction using steering wheel reversal rates · 2016 · Kountouriotis, Georgios K. et al. · indexed
  97. Measuring Inhibitory Control in Driver Distraction · 2014 · Hoekstra-Atwood, Liberty et al. · indexed
  98. Cognitive Distraction While Multitasking in the Automobile · 2011 · Strayer, David L. et al. · indexed
  99. A Review on Driver Distraction Detection Methods · 2020 · Vismaya, U.K et al. · indexed
  100. Cell-Phone–Induced Driver Distraction · 2007 · Strayer, David L. et al. · archived
  101. Towards Operationalizing Driver Distraction · 2013 · Foley, James P et al. · archived
  102. Heart Rate and Pupil Dilation As Reliable Measures of Neuro-Cognitive Load Classification · 2022 · Abdurrahman, Usman Alhaji et al. · indexed
  103. Situation Awareness Misconceptions and Misunderstandings · 2015 · Endsley, Mica R. · archived
  104. Secondary Behavior of Drivers on Cell Phones · 2015 · Farmer, Charles M. et al. · indexed
  105. What do Drivers Fail to See When Conversing on a Cell Phone? · 2004 · Strayer, David L. et al. · indexed
  106. Measurement Invariance of the Nasa TLX · 2008 · Bustamante, Ernesto A. et al. · indexed
  107. Information as a Source of Distraction · 2015 · Inman, Vaughan W. et al. · archived
  108. How Long <i>Can</i> a Driver (Safely) Glance at an Augmented-Reality Head-Up Display? · 2020 · Faria, Nayara de Oliveira et al. · archived
  109. Sequential In-Vehicle Glance Distributions · 2014 · Yamani, Yusuke et al. · indexed
  110. Are child occupants a significant source of driving distraction? · 2011 · Koppel, Sjaan et al. · indexed
  111. On-Road Eye Movement Tracking-Glance Analysis of Dynamic Scenes · 2005 · Sodhi, Manbir S. · indexed
  112. Glance strategies for using an in-vehicle touch-screen monitor. · 2009 · Fuller, Helen et al. · archived
  113. The Mind-Wandering Phenomenon While Driving: A Systematic Review · 2025 · Voinea, Gheorghe-Daniel et al. · indexed
  114. Conversation Disrupts Change Detection in Complex Traffic Scenes · 2004 · McCarley, Jason S. et al. · indexed
  115. VISUAL AND MANUAL DEMANDS OF IN-CAR CONTROLS AND DISPLAYS · 1993 · Wierwille, Walter W. · indexed
  116. On the Workload of Vigilance: Comparison of the NASA-TLX and the MRQ · 2009 · Boles, David B. et al. · indexed
  117. Towards a Driver Monitoring System for Estimating Driver Situational Awareness · 2019 · Hijaz, Ala’aldin et al. · indexed
  118. Naturalistic Driving Performance During Secondary Tasks · 2007 · Sayer, James et al. · archived
  119. Evaluation of Subjective and EEG-Based Measures of Mental Workload · 2013 · Funke, Gregory et al. · archived
  120. Review of Eye-related Measures of Drivers’ Mental Workload · 2015 · Marquart, Gerhard et al. · indexed
  121. Modeling Driver Response to Imperfect Vehicle Control Automation · 2015 · Seppelt, Bobbie D. et al. · indexed
  122. Linking mind wandering tendency to risky driving in young male drivers · 2018 · Albert, Derek A. et al. · indexed
  123. Assessment of bus driver's mental workload by Persian Driving Activity Load Index · 2021 · Babamiri, Mohammad et al. · indexed
  124. The Driver Distraction Detection Algorithm AttenD · 2017 · Kircher, Katja et al. · indexed
  125. Multiple measures of monitoring mental workload · 2000 · Zhijun, Zhang · indexed
  126. A proposed psychological model of driving automation · 2000 · Stanton, Neville A. et al. · indexed
  127. Distraction of the Driver and Its Impact on Road Safety · 2020 · Tarkowski, Sławomir et al. · indexed
  128. The impact of mind wandering on physiological measures in delegated driving · 2025 · Mazeres, Florence et al. · archived
  129. Development of an Eye Response-Based Mental Workload Evaluation Method · 2022 · Tran, Cong Chi et al. · indexed
  130. The Effect of Prior Task Loading on Mental Workload · 2010 · Morgan, Justin F. et al. · indexed
  131. The restless mind while driving: drivers’ thoughts behind the wheel · 2015 · Berthié, Gaëlle et al. · indexed
  132. The Role of Driver Distraction in Traffic Crashes · 2001 · Stutts, Jane C. et al. · archived
  133. Attentional capture in driving displays · 2016 · Arexis, Mahé et al. · archived
  134. Toward Measurement of Situation Awareness in Autonomous Vehicles · 2017 · Sirkin, David et al. · indexed
  135. A Panoramic Review of Situational Awareness Monitoring Systems · 2023 · Elshafei, Aly et al. · indexed
  136. Mind wandering and driving · 2012 · Lagarde, E et al. · indexed
  137. ANALYSIS OF THE IMPACT OF TASK DIFFICULTY ON THE OPERATORʾS WORKLOAD LEVEL · 2022 · Galant-Gołębiewska, Marta et al. · indexed
  138. Unravelling the Physiological Correlates of Mental Workload · 2022 · John, Alka Rachel et al. · archived
  139. USING ARTIFICIAL POTENTIAL FIELDS TO MODEL DRIVER SITUATIONAL AWARENESS · 2022 · Jensen, Emily et al. · indexed
  140. Physiological Parameter Response to Variation of Mental Workload · 2017 · Marinescu, Adrian Cornelius et al. · indexed
  141. Factors That Affect Drivers’ Perception of Closing and an Immediate Hazard · 2023 · Weaver, Bradley W. et al. · archived
  142. Observed Driver Glance Behavior at Roadside Advertising Signs · 2004 · Beijer, Daan et al. · indexed
  143. Attention Selection and Multitasking in Everyday Driving: A Conceptual Model · 2017 · Engström, Johan et al. · indexed
  144. The Effects of Distraction on Anticipatory Driving · 2018 · He, Dengbo et al. · archived
  145. Shifting Eyes and Thinking Hard Keep Us in Our Lanes · 2009 · Cooper, Joel M. et al. · indexed
  146. Task Shifting in Dual-Task Settings · 2002 · Hsieh, Shulan · indexed
  147. Dual-task interference in simple tasks: Data and theory. · 1994 · Pashler, Harold · archived
  148. Task-dependent gaze priorities in driving · 2011 · Sullivan, B. et al. · indexed
  149. The role of driver distraction in traffic crashes · 2001 · Stutts, Jane C. et al. · archived
  150. Inattention-blindness behind the wheel · 2010 · Strayer, David L. · indexed
  151. Toward a Theory of Situation Awareness in Dynamic Systems · 1995 · Endsley, Mica R. · indexed
  152. Mindfulness Predicts Driver Engagement in Distracting Activities · 2018 · Young, Kristie L. et al. · archived
  153. Heart rate dynamics for cognitive load estimation in a driving simulation task · 2024 · Arutyunova, Karina Rollandovna et al. · archived
  154. The prevalence of cognitive disengagement in automobile crashes · 2019 · Wotring, Brian et al. · indexed
  155. Mental workload measurement in operator control room using NASA-TLX · 2017 · Sugarindra, M. et al. · indexed
  156. The Distracted Driver · 2011 · Hurts, Karel et al. · indexed
  157. Using Driver State Detection in Automated Vehicles · 2018 · Gaspar, John et al. · archived
  158. On Allocating the Eyes · 2008 · Horrey, William J. · indexed
  159. The impact of driver distraction in tractor-trailers and motorcoach buses · 2019 · Rebecca L. Hammond (Olson) et al. · indexed
  160. Driver Workload Metrics Project: Task 2 Final Report · 2006 · U.S. Department of Transportation · indexed
  161. Factors influencing mental workload indexes. · 1997 · Miyake, S. · indexed
  162. Measuring mental workload using physiological measures: A systematic review · 2019 · Charles, Rebecca L. et al. · indexed
  163. Attention allocation patterns in naturalistic driving · 2013 · Wong, Jinn-Tsai et al. · indexed
  164. Assessment of Naturalistic Use Patterns of Advanced Infotainment Systems · 2014 · Perez, Miguel A. et al. · indexed
  165. Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
  166. Driver Distraction Using Visual-Based Sensors and Algorithms · 2016 · Fernández, Alberto et al. · archived
  167. Gaze doesn’t always lead steering · 2018 · Lehtonen, Esko et al. · indexed
  168. Effects of Visual and Cognitive Distraction on Lane Change Test Performance · 2007 · Engström, Johan et al. · indexed
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  2993. Pupil Dilation as an Index of Verbal Fluency · 2020 · Haj, Mohamad El et al. · indexed
  2994. Power Spectrum Analysis of EEG Signals for Estimating Visual Attention · 2012 · KumarAhirwal, Mitul et al. · indexed
  2995. Mobile EEG in Education &amp; Language Learning: A Scoping Review · 2025 · Yang, Jincai et al. · archived
  2996. Introducing non-cognitive load to the educational discourse · 2025 · Sultanova, Gulbakhyt · indexed
  2997. Mind wandering state detection during video-based learning via EEG · 2023 · Tang, Shaohua et al. · indexed
  2998. EEG power spectrum during N-back task training in obese patient · 2017 · Khoonsinthaweekul, Teerawat et al. · indexed
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  3000. Decoding auditory working memory load from EEG alpha oscillations · 2025 · Yuan, Yichen et al. · indexed
  3001. EEG mutual information during a serial subtraction task · 2024 · Husain, Suraiya et al. · indexed
  3002. Learning Autonomous Vehicle Safety Concepts from Demonstrations · 2023 · Leung, Karen et al. · indexed
  3003. Pupillary correlates of individual differences in n-back task performance · 2023 · Robison, Matthew Kyle · indexed
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  3006. A Highway Driving Simulator for Vehicle Platooning Applications · 2024 · Schrapel, Maximilian et al. · indexed
  3007. Effects of Workstation Type on Mental Stress: FNIRS Study · 2020 · Alyan, Emad et al. · indexed
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  3009. Unobtrusive in-car measurement of physiological signals on the road · 2024 · Teichmann, Daniel et al. · indexed
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  3012. Analysis on The Mental Workload of Female Lecturers During The Covid-19 Pandemic · 2022 · Yuliani, Euis Nina Saparina et al. · indexed
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  3018. Predicting Pilot Performance, Workload and Handling Qualities using SCOPE · 2023 · Bachelder, Edward et al. · indexed
  3019. fNIRS Acquisition Device for Monitoring Cognitive Load · 2024 · Amarathunga, Poojani et al. · indexed
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  3022. Sharing the Road · 2025 · He, Dengbo et al. · indexed
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  3024. Societal Intelligence for Safer and Smarter Transportation · 2021 · Cheng, Xiang et al. · indexed
  3025. NoGo VR Shooting Difficulty Task · 2022 · Pratiher, Sawon et al. · indexed
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  3027. EEGG: An analytic brain-computer interface algorithm · 2021 · Liu, Gang et al. · indexed
  3028. A Review of Heartbeat Detection Systems for Automotive Applications · 2021 · Arakawa, Toshiya · indexed
  3029. Is shame managed through mind-wandering? · 2019 · Sedighimornani, Neda · indexed
  3030. Cognitive Load in Voice Therapy Carry-Over Exercises · 2017 · Iwarsson, Jenny et al. · indexed
  3031. Cognitive function, P3a/P3b brain potentials, and cortical thickness in aging · 2007 · Fjell, Anders M. et al. · indexed
  3032. Temporal Trajectories in EEG-Based Mental Workload: Effects of Workspace Type · 2025 · Pérez-Martínez, María et al. · indexed
  3033. Hierarchical Game-Theoretic Planning for Autonomous Vehicles · 2019 · Fisac, Jaime F. et al. · archived
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  3047. Acoustic Salience Drives Pupillary Dynamics in an Interrupted, Reverberant Task · 2026 · Figarola, Victoria et al. · indexed
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  3086. ALPHA EEG PREDICTS VISUAL REACTION TIME · 2006 · JIN, YI et al. · indexed
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  3251. Psychosocial Working Conditions and Cognitive Complaints among Swedish Employees · 2013 · Stenfors, Cecilia U. D. et al. · archived
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  3257. Analysis of Workload Assessment Methods for Air Traffic Controllers · 2023 · Zhang, Yuming et al. · indexed
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  3270. The neural markers of an imminent failure of response inhibition · 2012 · Bengson, Jesse J. et al. · indexed
  3271. Eye movements decrease during effortful speech listening · 2023 · Cui, M. Eric et al. · indexed
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  3273. Assessing cognitive load using oculometrics to identify deceit during interviews · 2018 · Mitre‐Hernandez, Hugo et al. · indexed
  3274. Microstate Dynamics of Focused Attention Meditation · 2026 · Ngo, Chuong et al. · indexed
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  3276. Does the Experimenter Presence Affect Verbal Working Memory? · 2025 · Camos, Valérie et al. · indexed
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  3281. Rapid allocation of temporal attention in the attentional blink paradigm · 2010 · Hilkenmeier, Frederic et al. · indexed
  3282. On-task errors drive effort avoidance more than opportunity costs · 2024 · Embrey, Jake Ryan et al. · indexed
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  3284. Frontal Oscillatory Dynamics Predict Feedback Learning and Action Adjustment · 2011 · van de Vijver, Irene et al. · indexed
  3285. Automobility—A Social Problem and Theoretical Concept · 2001 · Beckmann, Jörg · indexed
  3286. Cognitive load affects early processes involved in mentalizing robot behaviour · 2021 · Spatola, Nicolas et al. · indexed
  3287. The Electrophysiological Dynamics of Interference during the Stroop Task · 2008 · Hanslmayr, Simon et al. · indexed
  3288. The Stroop Effect: Brain Potentials Localize the Source of Interference · 1981 · Duncan-Johnson, Connie C. et al. · indexed
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  3290. Are Face-Incongruent Voices Harder to Process? · 2019 · Huestegge, Sujata M. et al. · indexed
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  3295. The Effects of Cognitive Load on Intergroup Empathy Biases · 2026 · Franks, Jillian Elizabeth et al. · indexed
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  3297. On Mind Wandering, Attention, Brain Networks, and Meditation · 2013 · Sood, Amit et al. · indexed
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  3300. Seafarer Mental Workload Assessment Using a Hybrid Deep Learning Model · 2025 · Jiang, Ruonan et al. · indexed
  3301. Cognitive load in working memory on trigonometry Learning · 2018 · Basir, Mochamad Abdul et al. · indexed
  3302. EEG From a Single-Channel Dry-Sensor Recording Device · 2012 · Johnstone, Stuart J. et al. · indexed
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  3305. Situation awareness and control errors of cyber weapons · 2013 · Tyugu, E. · indexed
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  3307. Effect of working memory on evaluation-related frontocentral negativity · 2005 · Suchan, Boris et al. · indexed
  3308. Fascinatin’ Rhythm – and Pauses in Translators’ Cognitive Processes · 2018 · Martín, Ricardo Muñoz et al. · archived
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  3310. Intelligence Testing for Autonomous Vehicles: A New Approach · 2016 · Li, Li et al. · indexed
  3311. Visual Perceptual Load Does Not Affect the Frequency Mismatch Negativity · 2019 · Wiens, Stefan et al. · indexed
  3312. Attentional control of positive and negative visual emotional distraction · 2015 · Devue, Christel et al. · indexed
  3313. The role of divided attention and expertise in melody recognition · 2017 · Herff, Steffen A. et al. · indexed
  3314. Working memory readout varies with frontal theta rhythms · 2026 · Han, Hio-Been et al. · indexed
  3315. Divided attention reduces resistance to distraction at encoding but not retrieval · 2016 · Weeks, Jennifer C. et al. · indexed
  3316. How Cognitive Load Influences Speakers' Choice of Referring Expressions · 2014 · Vogels, Jorrig et al. · indexed
  3317. Assessment of Mental Workload Nurses in COVID-19 Pandemic · 2023 · Afshari, Davood et al. · indexed
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  3319. Why do Controllers Choose the Conflict Resolution Maneuvers that They Do? · 2021 · Trapsilawati, Fitri et al. · indexed
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  3321. Neural Measures of Dynamic Changes in Attentive Tracking Load · 2011 · Drew, Trafton et al. · indexed
  3322. Evaluation of a Portable Stress Management Device · 2015 · Lee Jeon et al. · indexed
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  3324. Single-Trial Event-Related Potential Correlates of Belief Updating · 2015 · Bennett, Daniel et al. · indexed
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  3331. Validation of the Directional Command Flanker Task · 2025 · Petley, Lauren et al. · indexed
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  3333. Lanelets: Efficient map representation for autonomous driving · 2014 · Bender, Philipp et al. · indexed
  3334. Human-Like Decision Making and Control for Autonomous Driving · 2022 · Hang, Peng et al. · indexed
  3335. Mobile ear-EEG to study auditory attention in everyday life · 2020 · Hölle, Daniel et al. · indexed
  3336. Measuring Cognitive Load and Stress in Collaborative Robotics · 2025 · Manuri, Federico et al. · indexed
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  3338. Poster Session I: Divided attention in Sign Language Recognition · 2023 · Young, Dave et al. · indexed
  3339. Resting State EEG in Children With Learning Disabilities · 2015 · Jäncke, Lutz et al. · indexed
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  3352. TU-EF-BRD-03: Mental Workload and Performance · 2015 · Mazur, L. · indexed
  3353. A Metascientific Empirical Review of Cognitive Load Lie Detection · 2022 · Neequaye, David A. · indexed
  3354. Effect of working memory load on tactile n-back task · 2020 · Rodrigues da Silva, Luciana et al. · indexed
  3355. A safe driver assisted merge protocol · 2012 · Kim, Bo Hyun J. et al. · indexed
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  3357. Neural Correlates of Working Memory Performance in Primary Insomnia · 2013 · Drummond, Sean P. A. et al. · indexed
  3358. Subjective mental workload in Spanish emergency nurses. A study on predictive factors · 2023 · Soto-Castellón, María Belén et al. · indexed
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  3365. A review on reinforcement learning-based highway autonomous vehicle control · 2024 · Irshayyid, Ali et al. · indexed
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  3375. EEG Power Spectrum Correlates of Working Memory in Children with Learning Disorders · 2020 · Martínez Briones, Benito Javier et al. · indexed
  3376. Managing One's Own Cognitive Load when Evidence of Split Attention is Present · 2012 · Roodenrys, Kylie et al. · indexed
  3377. A Saliency-Based Attention LSTM Model for Cognitive Load Classification from Speech · 2019 · Gallardo-Antolín, Ascensión et al. · indexed
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  3382. Does Infographics Reduce Mind Wandering and Increase Attention? · 2025 · Mustapa Kamal, Mohd khairul Mustakim · indexed
  3383. Multi-Frame Grid Perspective for Traffic Video Captioning and Context-Aware VQA · 2026 · Prajapati, Sanjita et al. · indexed
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