external distraction
Distraction from sources outside the vehicle: roadside advertising and digital billboards, electronic signage, scenery and crash gawking, roadside activity, and attention drawn away from the road by the external environment rather than by in-vehicle devices or tasks. The outside-the-cab distraction source, distinct from visual or visual_manual distraction by in-vehicle tasks (mobile_phones, infotainment) and from sign_visibility_legibility (whether official signs can be read, not whether commercial signs distract).
Also in Driver Distraction
- visual1808
- temporal1306
- manual1194
- mind wandering878
- visual manual836
- auditory821
- cognitive753
Related elsewhere in the corpus
Topics that co-occur with this one far more than chance predicts — these sit in other categories, so the hierarchy would not have shown them to you.
Narrow by how the study was done
Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.
877 paper(s) · ranked by relevance to this topic
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Beyond the billboard: A review of other external sources of driver distraction ↗ · 2024 · Hinton, Jane et al. · indexed
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Driver distraction by advertising: genuine risk or urban myth? · 2003 · Wallace, B. · archived
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The impact of road advertising signs on driver behaviour and implications for road safety: A critical systematic review ↗ · 2019 · Oviedo-Trespalacios, Oscar et al. · indexed
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Digital Advertising Billboards and Driver Distraction · 2015 · Sisiopiku, Virginia P. et al. · archived
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Investigating the impact of static roadside advertising on drivers' situation awareness ↗ · 2017 · Young, Kristie L. et al. · indexed
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Roadside advertisements and driver distraction: A comprehensive review of effects on driving performance ↗ · 2026 · Sorum, Neero Gumsar et al. · indexed
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Roadside advertising and the distraction of driver’s attention · 2017 · Adam, Tarnowski et al. · archived
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Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
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Research review of potential safety effects of electronic billboards on driver attention and distraction · 2001 · Farbry, J. et al. · archived
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Assess Driver Distraction in an Era of Rapid Technological Change for Digital Advertising Billboards [Project Summary Report] · 2024 · Pike, Adam et al. · archived
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Driver's visual attention to different categories of roadside advertising signs · 2019 · Costa, Marco et al. · archived
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Effect of roadside billboards on driving performance: a driving simulator study ↗ · 2026 · Rao, Annamdasu Nageswara et al. · indexed
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The Impact of Billboards on Driver Visual Behavior: A Systematic Literature Review ↗ · 2014 · Decker, John S. et al. · indexed
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The effects of commercial electronic variable message signs (CEVMS) on driver attention and distraction : an update · 2009 · Molino, John A. et al. · archived
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Evaluating Driver Distraction Factors in Urban Motorways. A Naturalistic Study Conducted in Attica Tollway, Greece ↗ · 2016 · Misokefalou, Eleni et al. · indexed
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Examination of Driver Visual and Cognitive Responses to Billboard Elicited Passive Distraction Using Eye-Fixation Related Potential ↗ · 2021 · Wang, Yongxiang et al. · indexed
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Visualization Factor Distraction During the Driving Task in a Real Reality Environment Using EEG Analysis · 2022 · Zulfakur, Nursyuhadah et al. · archived
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Effects of roadside distractors on performance of drivers with and without attention deficit tendencies ↗ · 2018 · Shaw, F. Atiyya et al. · indexed
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Assess Driver Distraction in an Era of Rapid Technological Change for Digital Advertising Billboards: Technical Report · 2025 · Pike, Adam et al. · archived
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A field study on the effects of digital billboards on glance behavior during highway driving ↗ · 2016 · Belyusar, Daniel et al. · indexed
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Social attitudes towards roadside advertising · 2017 · Anna, Olejniczak-Serowiec et al. · archived
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Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2011 · Perez, William A. et al. · archived
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Exploring the Prevalence and Sources of Outside-Vehicle Distraction in Qatar: A Self-Reported Questionnaire Study ↗ · 2025 · Alqudah, Haya et al. · indexed
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Driver Visual Behavior in the Presence of Commercial Electronic Variable Message Signs (CEVMS) · 2012 · Perez, William A. et al. · archived
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Attraction and distraction of attention with roadside advertisements ↗ · 2006 · Crundall, David et al. · indexed
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The influence of attention distraction on the drivers’ behaviour · 2018 · Gąsiorek, Kamila et al. · archived
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Using Road Safety Evidence and “Safety in Design” Approaches to Regulate Driver Distraction from Roadside Advertising ↗ · 2017 · Horberry, Tim et al. · indexed
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Effect of Distracting Factors on Driving Performance: A Review · 2022 · Sorum, Neero Gumsar et al. · archived
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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
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Influence of sexual appeal in roadside advertising on drivers' attention and driving behavior. · 2019 · Maliszewski, Norbert et al. · archived
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The Effect of Visual Clutter on Driver Eye Glance Behavior ↗ · 2011 · Perez, William et al. · indexed
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A comprehensive safety analysis for gaze fixation of drivers to outside scene · 2022 · Sarkar, Abhijit · archived
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Outdoor Advertising Report: Changeable Message Signs · 2018 · NHTSA · archived
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Outdoor Advertising Influence on Perception of Driver Road Conditions ↗ · 2016 · Parshutina, Marina Vyacheslavovna et al. · indexed
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Defining Driver Distraction · 2008 · Lee, John et al. · archived
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The Research of Driver Distraction by Visual Smog on Selected Road Stretch in Slovakia ↗ · 2017 · Hudák, Martin et al. · indexed
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Safety and Environmental Design Consideration in the Use of Commercial Electronic Variable-Message Signage · 1980 · Wachtel, Jerry et al. · archived
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Effect of Visual Distraction on Driving Performance: Driving Simulator Experiment ↗ · 2023 · Rao, A. Nageswara et al. · indexed
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Distracted Driving: It is not always a choice · 2016 · Hunter, Michael P. et al. · archived
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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
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Investigating the Impact of Distracted Driving among Different Socio-Demographic Groups · 2019 · Jeihani, Mansoureh et al. · archived
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Information as a Source of Distraction · 2015 · Inman, Vaughan W. et al. · archived
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The Effect of External Distractions on Novice and Experienced Drivers' Anticipation of Hazards and Vehicle Control · 2023 · Divekar, Gautam · archived
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The effect of billboard design specifications on driving: A driving simulator study ↗ · 2020 · Marciano, Hadas · indexed
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Observed Driver Glance Behavior at Roadside Advertising Signs ↗ · 2004 · Beijer, Daan et al. · indexed
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Perceptual load in central and peripheral regions and its effects on driving performance: advertizing billboards ↗ · 2012 · Marciano, Hadas et al. · indexed
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The role of driver distraction in traffic crashes · 2001 · Stutts, Jane C. et al. · archived
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The Role of Driver Distraction in Traffic Crashes · 2001 · Stutts, Jane C. et al. · archived
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Allocating Visual Attention: How Relevance to Driving Impacts Attention when Drivers are Distracted ↗ · 2011 · Garrison, Teena · indexed
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Driver Distraction in Commercial Vehicle Operations · 2010 · Olson, Rebecca L. et al. · archived
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THE INFLUENCE OF DISTRACTORS ON VISUAL ATTENTION AND SAFETY-RELATED BEHAVIORS WHILE DRIVING ↗ · 2025 · ODACHOWSKA-ROGALSKA, Ewa et al. · indexed
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Road lighting and distraction whilst driving: Establishing the significant types of distraction ↗ · 2020 · Robbins, CJ et al. · indexed
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Driver Distraction in Commercial Vehicle Operations · 2009 · Olson, R.L. et al. · archived
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Driver distraction and inattention in fatal and injury crashes: Findings from in-depth road crash data ↗ · 2019 · Wundersitz, Lisa · indexed
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Driver's exposure to distractions in their natural driving environment ↗ · 2005 · Stutts, J C et al. · indexed
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Letter to the Editor: Electronic Billboards and Driver Distraction ↗ · 2013 · Radun, Igor et al. · indexed
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Simulator Study of Involuntary Driver Distraction Under Different Perceptual Loads ↗ · 2017 · Hoekstra-Atwood, Liberty et al. · indexed
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Psychological attentional characteristics based on TEST2DRIVE test battery and age as a factor of drivers distraction in LCT and 3VPT simulator scenarios · 2018 · Tarnowski, Adam et al. · archived
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Leading to distraction: Driver distraction, lead car, and road environment ↗ · 2016 · Kountouriotis, Georgios K. et al. · indexed
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Driver distraction and performance effects of highway logo sign design ↗ · 2012 · Zhang, Yu et al. · indexed
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Detecting driver distraction · 2018 · Liang, Yulan · archived
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Road safety and distraction, results from a responsibility case-control study among a sample of road users interviewed at the emergency room ↗ · 2019 · Née, Mélanie et al. · indexed
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Impact of Relevance and Distraction on Driving Performance and Visual Attention in a Simulated Driving Environment ↗ · 2013 · Garrison, Teena M. et al. · indexed
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Evaluation of Strategies for Integrated Classification of Visual-Manual and Cognitive Distractions in Driving · 2016 · Zhang, Yu et al. · archived
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Assessing the Ghanaian driver's susceptibility to distraction engagement · 2025 · Sam, Enoch F. · archived
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The Effect of Playing Video Advertisement Inside a Car on Driver Visual Distraction ↗ · 2018 · Abhari, Mohammadreza et al. · indexed
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An Investigation of Peer Influences on Risky Child and Adolescent Pedestrian Road Crossing: Final Report · 2016 · Plumert, Jodie M. et al. · archived
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The Effects of Visual and Cognitive Distraction on Driver Situation Awareness · 2011 · Rogers, Meghan L. et al. · archived
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On-Road Visual Sign Salience, Driver Attention Allocation, and Target Detection Accuracy ↗ · 2017 · Zahabi, Maryam et al. · indexed
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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
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Determining the risk of driver-at-fault events associated with common distraction types using naturalistic driving data ↗ · 2021 · Liang, Ou Stella et al. · indexed
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Towards Operationalizing Driver Distraction · 2013 · Foley, James P et al. · archived
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Cognitive distraction impairs drivers' anticipatory glances: An on-road study · 2015 · Biondi, F et al. · archived
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On the Philosophical Foundations of the Distracted Driver and Driving Distraction ↗ · 2008 · Hancock, Peter A. et al. · indexed
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A Comprehensive Review of Driver’s Attention and the Evaluation Methods · 2021 · Abbasi, Elahe et al. · archived
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USING IN-DEPTH CRASH DATA TO ASSESS THE ROLE OF DRIVER INATTENTION AND DRIVER DISTRACTION IN CRASHES ↗ · 2012 · Beanland, V et al. · indexed
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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
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Inattention and distraction in fatal road crashes – Results from in-depth crash investigations in Norway ↗ · 2019 · Sundfør, Hanne Beate et al. · indexed
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Effects of Cognitive Distraction on Driver's Visual Attention(Mechanical Systems) ↗ · 2010 · ABE, Genya et al. · indexed
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Cognitive Distraction: Something to Think About · 2013 · AAA Foundation for Traffic Safety · archived
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A Scoping Study on Driver’s Perspective of Distracting Factors ↗ · 2021 · Al-Rousan, Taleb M. et al. · indexed
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Cognitive Distraction While Driving: A Critical Review of Definitions and Prevalence in Crashes ↗ · 2012 · Young, Richard · indexed
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IMPACTS OF DISTRACTION ON DRIVING: AN ANALYSIS OF PHYSICAL, COGNITIVE, AND EMOTIONAL DISTRACTION ↗ · 2015 · Sterkenburg, Jason · indexed
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Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
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Investigation of distracted driving activities at highway-rail grade crossings (HRGC). · 2013 · Khattak, Aemal et al. · archived
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An Eye-tracking Evaluation of Driver Distraction and Unfamiliar Road Signs ↗ · 2016 · Hurtado, Stephanie et al. · indexed
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Traffic control device conspicuity. · 2013 · Inman, Vaughan W. et al. · archived
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Identifying distracted-driving events from on-road observations using a moving vehicle: A case study in New Jersey ↗ · 2022 · Sajid Hasan, Ahmed et al. · indexed
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Driver Distractions In Commercial Vehicle Operations · 2009 · Olson, Rebecca L. et al. · archived
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Driver behavior in use of guide and logo signs under distraction and complex roadway conditions ↗ · 2014 · Kaber, David B. et al. · indexed
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Effect of Static Electronic Advertising Signs on Road Safety ↗ · 2014 · Izadpanah, Pedram et al. · indexed
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Using Driver Simulators to Measure the Impact of Distracted Driving on Commercial Motor Vehicle Operators · 2015 · Tarr, Ronald W. et al. · archived
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The emotional side of cognitive distraction: Implications for road safety ↗ · 2013 · Chan, Michelle et al. · indexed
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Effect of Different Types of Distractions on Driving Behavior and Road Safety Using Naturalistic Driving Data Under Mixed Traffic Conditions ↗ · 2026 · Ameenuddin, Mohammed et al. · indexed
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Driver distraction in school zones: A roadside observational study in Canada · 2025 · Biondi, FN et al. · archived
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A Novel EEG-Based Assessment of Distraction in Simulated Driving under Different Road and Traffic Conditions · 2024 · Ronca, Vincenzo et al. · archived
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Driver Distraction in Commercial Motor Vehicle Operations · 2017 · Hanowski, Richard J. 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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Understanding the Effects of Distracted Driving and Developing Strategies to Reduce Resulting Deaths and Injuries: A Report to Congress · 2013 · Vegega, Maria et al. · archived
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Driver Distraction in NHTSA Databases · 2010 · Ascone, Debra · archived
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Analysis of Driver Distraction Behaviour Causing Risk of Accidents in Jordan · 2023 · Abojaradeh, Mohammad · archived
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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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Understanding driver distraction associated with specific behavioural interactions with in-vehicle and portable technologies · 2017 · Imberger, K · archived
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Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use · 2025 · Halin, Anaïs et al. · archived
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Driver distraction and in-vehicle interventions: A driving simulator study on visual attention and driving performance ↗ · 2023 · Ezzati Amini, Roja et al. · indexed
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Distraction prediction based on eye movements and driving performance ↗ · 2025 · Li, Ran et al. · indexed
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Memory for a Hazard is Interrupted by Performance of a Secondary In-Vehicle Task ↗ · 2014 · Borowsky, Avinoam et al. · indexed
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Attentional capture in driving displays · 2016 · Arexis, Mahé et al. · archived
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The impact of rural expressway environments: drivers’ attention allocation to variable message signs ↗ · 2022 · Reinolsmann, Nora et al. · indexed
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An on-road assessment of cognitive distraction: Impacts on drivers’ visual behavior and braking performance ↗ · 2006 · Harbluk, Joanne L. 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
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Distracted Drivers Differ in Infrastructure Sensitivity, Not Distraction Frequency: A Naturalistic Crosswalk Study ↗ · 2026 · Douglas, Grace et al. · indexed
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The Influence of Different Factors on Right-Turn Distracted Driving Behavior at Intersections Using Naturalistic Driving Study Data ↗ · 2019 · Lv, Bin et al. · indexed
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Effects of visual warnings on guiding attention during distracted driving ↗ · 2026 · Chihara, Takanori et al. · indexed
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Analysis of Gaze Behavior to Measure Cognitive Distraction in Real-World Driving ↗ · 2018 · Yang, Shiyan et al. · indexed
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The Debate over Digital Billboards: Can New Technology Inform Drivers without Distracting Them? ↗ · 2008 · Birdsall, Michelle · indexed
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The Influence of Visual-Manual Distractions on Anticipatory Driving · 2022 · He, Dengbo et al. · archived
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Assessment of Secondary Tasks Based on Drivers’ Eye-Movement Features · 2020 · Yao, Ying et al. · archived
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Driver Distraction in Commercial Vehicle Operations (TechBrief) · 2009 · NHTSA · archived
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Measuring the Effects of Driver Distraction · 2008 · Young, Kristie et al. · archived
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Technology Transfer: Distracted Driving, Overview Summary of Ways to Alleviate · 2017 · Peters, Robert 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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Driver Distraction: Eye Glance Analysis and Conversation Workload · 2015 · Hickman, Jeffrey S. et al. · archived
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Assessing the Effects of In-Vehicle Tasks on Driving Performance ↗ · 2011 · Horrey, William J. · indexed
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Frequency of distracting tasks people do while driving : an analysis of the ACAS FOT data. · 2007 · Oberholtzer, Jessica et al. · archived
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Driving Distractions Perceptions among Young Drivers in an Urban Area of Shah Alam · 2022 · Kamaluddin, Noor Azreena et al. · archived
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Caltrans UAS and Driver Safety: Driver Distraction in the Presence of UAS · 2024 · Akhavian, Reza et al. · archived
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Driving-related factors affecting mind-wandering behind the wheel: a systematic review ↗ · 2025 · Traficante, Sergio et al. · indexed
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Impact of Cognitive Distractions on Drivers’ Hazard Anticipation Behavior in Complex Scenarios ↗ · 2019 · Ebadi, Yalda et al. · indexed
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Investigating Problem of Distracted Drivers on Louisiana Roadways · 2018 · Sun, Xiaoduan et al. · archived
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Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
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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
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An Observational Evaluation of Safety and Operations Resulting From Driver Distraction · 2015 · Romoser, Matthew R. E. et al. · archived
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THE IMPACT OF COGNITIVE DISTRACTION ON DRIVER VISUAL BEHAVIOUR AND VEHICLE CONTROL ↗ · 2002 · Harbluk, Joanne L. et al. · indexed
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Distraction ‘on the buses’: A novel framework of ergonomics methods for identifying sources and effects of bus driver distraction ↗ · 2011 · Salmon, Paul M. et al. · indexed
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Do automation and digitalization distract drivers? A systematic review ↗ · 2025 · Vijay, Neelima C. et al. · indexed
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Audiovisual presentation of variable message signs improves message processing in distracted drivers during partially automated driving · 2024 · Pi-Ruano, Marina et al. · archived
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Head-Up Displays and Distraction Potential · 2023 · Russell, Sheldon M. et al. · archived
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Spotlighting distraction in artificial intelligence driver assistance systems · 2023 · Cardoso, Bruno et al. · archived
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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
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Distraction and Drowsiness in Motorcoach Drivers · 2016 · Hammond, Rebecca, L. et al. · archived
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Driver inattention and driver distraction in serious casualty crashes: Data from the Australian National Crash In-depth Study ↗ · 2013 · Beanland, Vanessa et al. · indexed
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Driver distraction and driver inattention: Definition, relationship and taxonomy ↗ · 2011 · Regan, Michael et al. · indexed
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Evaluation of advertisement existence toward attention and understanding level vehicle driver ↗ · 2018 · Budiawan, Wiwik et al. · indexed
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Detection of brake lights while distracted: Separating peripheral vision from cognitive load ↗ · 2019 · Wolfe, Benjamin et al. · indexed
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Effects of Visual and Cognitive Distraction on Lane Change Test Performance ↗ · 2007 · Engström, Johan et al. · indexed
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Distraction mitigation through driver monitoring systems: a scoping review ↗ · 2026 · Ayas, Suzan et al. · indexed
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Identifying cognitive distraction using steering wheel reversal rates ↗ · 2016 · Kountouriotis, Georgios K. et al. · indexed
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Visual Attention and Roadway Landmark Identification in At-Risk Older Drivers, · 2001 · Crowe, Amy et al. · archived
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Computer vision‐based recognition of driver distraction: A review ↗ · 2021 · Moslemi, Negar et al. · indexed
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Driver distraction: The effects of concurrent in-vehicle tasks, road environment complexity and age on driving performance ↗ · 2005 · Horberry, Tim et al. · indexed
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From Attention to Distraction: Driver State Analysis From an Engineering Perspective – A Review ↗ · 2025 · Uccello, Lorenzo et al. · indexed
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Capturing Voluntary, Involuntary, and Habitual Components of Driver Distraction in a Self-Reported Questionnaire · 2015 · Marulanda, Susana et al. · archived
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Modeling Vehicle Collision Injury Severity Involving Distracted Driving: Assessing the Effects of Land Use and Built Environment ↗ · 2019 · Fatmi, Mahmudur Rahman et al. · indexed
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Evaluation of the Effects of Driver Distraction Part 1: Based on Simulator Experiments ↗ · 2018 · Kim, Sung Lae et al. · indexed
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Creating the environment for driver distraction: A thematic framework of sociotechnical factors ↗ · 2018 · Parnell, Katie J. et al. · indexed
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Paying attention behind the wheel: a framework for studying the role of attention in driving ↗ · 2004 · Trick *, Lana M. et al. · indexed
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Eye tracking use in researching driver distraction: A scientometric and qualitative literature review approach ↗ · 2019 · Cvahte Ojsteršek, Tina et al. · indexed
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The impact of driver distraction in tractor-trailers and motorcoach buses ↗ · 2019 · Rebecca L. Hammond (Olson) et al. · indexed
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Driver Distraction Injury Prevention Countermeasures‚ÄîPart 2 · 2008 · Regan, Michael et al. · archived
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The Effects of Visual and Cognitive Distractions on Operational and Tactical Driving Behaviors ↗ · 2013 · Zhang, Yu et al. · indexed
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Government and Industry Perspectives on Driver Distraction ↗ · 2008 · Tingvall, Claes et al. · indexed
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Evaluation of Driver Performance and Distraction during use of in-vehicle Signing Information ↗ · 2013 · Creaser, Janet et al. · indexed
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The Effects of Distraction on Anticipatory Driving · 2018 · He, Dengbo et al. · archived
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The Effects of Momentary Visual Disruption on Hazard Anticipation in Driving ↗ · 2013 · Borowsky, Avinoam et al. · indexed
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Exploratory Analysis of the Effect of Distraction on Driving Behaviour Through a Driving Simulator Experiment · 2017 · Papantoniou, Panagiotis et al. · archived
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A Simulation Approach for Evaluating the Relative Safety Impact of Driver Distraction during Secondary Tasks ↗ · 2005 · Smith, David L. et al. · indexed
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Changing drivers or changing systems: A review of interventions for managing driver distraction ↗ · 2026 · Abedi, Masoumeh et al. · indexed
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Influence of urban road infrastructure on drivers’ gaze behavior ↗ · 2025 · Hristov, Borislav et al. · indexed
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The Impact of driver distraction and secondary tasks with and without other co-occurring driving behaviors on the level of road traffic crashes ↗ · 2021 · Jazayeri, Ali et al. · indexed
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Distraction and related risk factors among professional and non-professional drivers ↗ · 2024 · Razzaghi, Alireza et al. · indexed
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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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A simulator evaluation of the effects of attention maintenance training on glance distributions of younger novice drivers inside and outside the vehicle ↗ · 2013 · Divekar, Gautam et al. · indexed
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Driver Attention And The Built Environment Initial, Findings From A Naturalistic Driving Study ↗ · 2021 · Tice, Patricia et al. · indexed
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Driving Under Involuntary Distraction and Varied Perceptual Loads ↗ · 2016 · Hoekstra-Atwood, Liberty et al. · indexed
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Analysis of Naturalistic Driving Data to Assess Distraction and Drowsiness in Drivers of Commercial Motor Vehicles · 2021 · Hammond, Rebecca L. et al. · archived
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How do Environmental Factors Affect Drivers' Gaze and Head Movements? · 2021 · Tavakoli, Arash et al. · archived
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Individual Differences and in-Vehicle Distraction While Driving: A Test Track Study and Psychometric Evaluation ↗ · 1999 · Tijerina, Louis et al. · indexed
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Distracted driving and associated crash risks : tech summary. · 2014 · NHTSA · archived
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Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS · 2012 · Gil-Jiménez, Pedro et al. · archived
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A machine learning approach to understanding the road and traffic environments of crashes involving driver distraction and inattention (DDI) on rural multilane highways ↗ · 2025 · Yang, Chenxuan et al. · indexed
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Inattentional blindness and information relevance of variable message signs ↗ · 2020 · Thomas, Francene M.F. et al. · indexed
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Are child occupants a significant source of driving distraction? ↗ · 2011 · Koppel, Sjaan et al. · indexed
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Determining Sample Measures of Distracted Driving, Distracted Pedestrian Activities and Impacts of Such Behavior on Traffic Operations at Signalized Intersections · 2022 · Abou-Senna, Hatem et al. · archived
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Distraction-induced driving error: An on-road examination of the errors made by distracted and undistracted drivers ↗ · 2012 · Young, Kristie L. et al. · indexed
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The Impact of Driver Inattention on Near-Crash/Crash Risk: An Analysis Using the 100-Car Naturalistic Driving Study Data · 2006 · Klauer, Sheila G. et al. · archived
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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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Event Detection: The Second Dimension of Driver Performance for Visual-Manual Tasks ↗ · 2012 · Young, Richard A. · 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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Driver distraction · 2018 · Neyens, David Michael · archived
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Distracted Driving and Associated Crash Risks : Research Project Capsule · 2012 · NHTSA · archived
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Factors influencing subjective ranking of driver distractions ↗ · 2008 · Patel, Jayesh et al. · indexed
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Mindfulness Predicts Driver Engagement in Distracting Activities · 2018 · Young, Kristie L. et al. · archived
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Driver Hazard Response When Processing On-road and In-vehicle Messaging of Non-Safety-Related Information ↗ · 2020 · Deng, Yulin et al. · indexed
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Proposal for Driver Distraction Indexes Using Biological Signals ↗ · 2012 · Ohkura, Michiko et al. · indexed
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On the Effects of Listening and Talking to Humans and Devices on Driving ↗ · 2015 · Caird, Jeff K. · indexed
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Driver Distraction and Inattention and their Role in Crashes and Safety-Critical Events ↗ · 2017 · Gordon, Craig P. et al. · indexed
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Crash and Near-Crash Risk Assessment of Distracted Driving and Engagement in Secondary Tasks: A Naturalistic Driving Study ↗ · 2018 · Bakhit, Peter R. et al. · indexed
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Distracted Driving Translational Research for Injury Prevention (TRIP) Laboratory · 2018 · Stavrinos, Despina · archived
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Classification of Driver Distraction Risk Levels: Based on Driver’s Gaze and Secondary Driving Tasks ↗ · 2022 · Zheng, Lili et al. · indexed
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Driver distraction and inattention in the USA large truck and national motor vehicle crash causation studies ↗ · 2009 · Craft, R et al. · indexed
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Effects of road infrastructure and traffic complexity in speed adaptation behaviour of distracted drivers ↗ · 2017 · Oviedo-Trespalacios, Oscar et al. · indexed
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Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use ↗ · 2025 · Halin, Anaïs et al. · indexed
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Texting While Driving: Computerized Eye Tracking as a Method to Assess Visual Distraction During Driving Simulations ↗ · 2025 · Litwiler, Scott 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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Assessing Different Methods for Detection of Distracted Driving ↗ · 2023 · Woods, Amber N. et al. · indexed
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Detection of Driver Cognitive Distraction Using Machine Learning Methods ↗ · 2023 · Misra, Apurva et al. · indexed
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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
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The impact of road traffic context on secondary task engagement while driving · 2023 · Cuentas-Hernandez, Sandra et al. · archived
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Susceptibility to Driver Distraction Questionnaire · 2014 · Feng, Jing et al. · archived
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Using Naturalistic Vehicle-Based Data to Predict Distraction and Environmental Demand ↗ · 2019 · Kanaan, Dina et al. · indexed
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Distracting or informative? Examining signage for cyclists using eye-tracking · 2022 · Aasvik, Ole et al. · archived
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DRIVER DISTRACTION MEASUREMENT IN REAL ROAD TRAFFIC ENVIRONMENTS: AN INSTRUMENTED VEHICLE STUDY ↗ · 2020 · Mohd Siam, Mohd Firdaus et al. · indexed
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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Developing a Checklist for Cognitive Characteristics of Driving Scenarios in Dual-Task Studies: The Case of Cell Phone Use While Driving · 2019 · Pouyakian, Mostafa et al. · archived
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Video-based detection and analysis of driver distraction and inattention ↗ · 2014 · Yun, Yixiao et al. · indexed
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Effect of Electronic Device Use on Pedestrian Safety: A Literature Review · 2016 · Scopatz, Robert A. et al. · archived
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A distraction index for quantification of driver eye glance behavior: A study using SHRP2 NEST database ↗ · 2019 · Bakhit, Peter R. et al. · indexed
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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
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Exploration of Contributing Factors of Different Distracted Driving Behaviors · 2019 · Shi, Jing et al. · archived
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The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics ↗ · 2023 · Han, Lei et al. · indexed
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Examining the Relationships between Multimodal Environments and Multitasking Driving Behaviors ↗ · 2022 · Zou, Tianqi et al. · indexed
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Effect of driver distraction contributing factors on accident causations – A review ↗ · 2019 · Chand, Arun et al. · indexed
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An examination of driver distraction as recorded in NHTSA databases · 2009 · Ascone, Debra et al. · archived
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Night Vision - Reduced Driver Distraction, Improved Safety and Satisfaction · 2009 · Fuchs, Klaus et al. · archived
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Turning gap acceptance decision-making: the impact of driver distraction ↗ · 2002 · Cooper, Peter J. et al. · indexed
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Detection of distracted driving through the analysis of real-time driver, vehicle, and roadway volatilities · 2024 · Usman, Sheikh Muhammad et al. · archived
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Understanding driver distractions in fatal crashes: An exploratory empirical analysis ↗ · 2019 · Qin, Lingqiao et al. · indexed
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The effects of brief visual interruption tasks on drivers’ ability to resume their visual search for a pre-cued hazard ↗ · 2016 · Borowsky, Avinoam et al. · indexed
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Distraction of the Driver and Its Impact on Road Safety ↗ · 2020 · Tarkowski, Sławomir et al. · indexed
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In-vehicle driver distractions: characteristics underlying drivers’ risk perceptions ↗ · 2009 · Titchener, Kirsteen et al. · indexed
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Driving context and visual-manual phone tasks influence glance behavior in naturalistic driving ↗ · 2014 · Tivesten, Emma et al. · indexed
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The distracted mind on the wheel: Overall propensity to mind wandering is associated with road crash responsibility · 2017 · Cédric Gil‐Jardine et al. · archived
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Computational Modeling of Driver Distraction by Integrating Cognitive and Agent-Based Traffic Simulation Models ↗ · 2014 · Nourzad, Seyed Hossein Hosseini et al. · indexed
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Driver Distraction Using Visual-Based Sensors and Algorithms · 2016 · Fernández, Alberto et al. · archived
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The importance of task duration and related measures in assessing the distraction potential of in-vehicle tasks ↗ · 2010 · Burns, Peter et al. · indexed
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Selection of Measurement Method for Detection of Driver Visual Cognitive Distraction: A Review ↗ · 2017 · Yusoff, Norhasliza M. et al. · indexed
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Distraction Assessment Methods Based on Visual Behavior and Event Detection ↗ · 2008 · Victor, Trent et al. · indexed
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The impact of driver distraction on road safety: results from a representative survey in two Australian states ↗ · 2006 · McEvoy, S P et al. · indexed
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Impact of non-driving related tasks while operating automated driving systems (ADS): A systematic review ↗ · 2023 · Pradhan, Anuj K. · indexed
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Distracted Driver Behaviors and Distracting Conditions Among Adolescent Drivers: Findings From a Naturalistic Driving Study ↗ · 2014 · Foss, Robert D. et al. · indexed
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The effects of a distractor on the visual gaze behavior of children at signalized road crossings ↗ · 2010 · Egan, C. et al. · indexed
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Driver Distraction and Stress Detection Systems: A Review ↗ · 2020 · Ghandour, Raymond et al. · indexed
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Study of MTCNN-based driver gaze information visualization ↗ · 2022 · Kim, Hyung-Kyu et al. · indexed
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The long road home from distraction: Investigating the time-course of distraction recovery in driving ↗ · 2019 · Bowden, Vanessa K. et al. · indexed
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Drivers have constrained cognitive resources under cognitive and visual distraction: Safety implications for transitions of control from vehicle automation ↗ · 2026 · Gonçalves, Rafael C. et al. · indexed
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Effects of roadside memorials on drivers’ risk perception and eye movements · 2019 · Beanland, Vanessa et al. · archived
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Signal-Adaptive and Uninhibited Driver Distraction During Crosswalk Approach: Evidence from the SHRP2 Naturalistic Driving Study ↗ · 2026 · Douglas, Grace et al. · indexed
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Applying NHTSA task acceptance criteria to different simulated driving scenarios ↗ · 2015 · Large, David R et al. · indexed
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Driver Inattention: A Contributing Factor to Crashes and Near-Crashes ↗ · 2005 · Klauer, Sheila G. et al. · indexed
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Distraction of cyclists: how does it influence their risky behaviors and traffic crashes? ↗ · 2018 · Useche, Sergio A. et al. · indexed
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Driving under the influence of distraction: Examining dissociations between risk perception and engagement in distracted driving ↗ · 2016 · Rupp, Michael A. et al. · indexed
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Classification of Driver's Neutral and Cognitive Distraction States Based on Peripheral Vehicle Behavior in Driver's Gaze Transition ↗ · 2016 · Hirayama, Takatsugu et al. · indexed
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Conversation Disrupts Visual Scanning of Traffic Scenes ↗ · 2001 · McCarley, Jason S. et al. · indexed
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A Contextual Analysis of Driver-Facing and Dual-View Video Inputs for Distraction Detection in Naturalistic Driving Environments · 2025 · Dontoh, Anthony et al. · archived
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How do the type and duration of distraction affect speed selection and crash risk? An evaluation using naturalistic driving data ↗ · 2022 · Bamney, Anshu et al. · indexed
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The Effects of Task Irrelevant Images on Glance Time for In-vehicle Systems ↗ · 2015 · Domeyer, Joshua E et al. · indexed
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Effect of Distraction Complexity on Driving Performance and Emergency Event Response ↗ · 2002 · Manser, Michael P. et al. · indexed
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DEVELOPMENT OF TEST SCENARIOS FOR OFF-ROADWAY CRASH COUNTERMEASURES BASED ON CRASH STATISTICS ↗ · 2002 · Najm, Wassim G et al. · indexed
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A Gaze-Based Driver Distraction Warning System and Its Effect on Visual Behavior ↗ · 2013 · Ahlstrom, Christer et al. · indexed
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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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Attentional warnings caused by driver monitoring systems: How often do they appear and how well are they understood? ↗ · 2024 · Forster, Yannick et al. · indexed
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What is the difference in driver’s lateral control ability during naturalistic distracted driving and normal driving? A case study on a real highway ↗ · 2019 · Wang, Chang et al. · indexed
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The impact of auditory advanced driver distraction warning devices on the behaviour of middle-aged drivers along urban roads ↗ · 2024 · Lioi, A. et al. · indexed
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A Research Framework for Studying Transit Bus Driver Distraction · 2013 · D’Souza, Kelwyn A. et al. · archived
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Conversation Disrupts Change Detection in Complex Traffic Scenes ↗ · 2004 · McCarley, Jason S. et al. · indexed
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How do distracted and normal driving differ : an analysis of the ACAS naturalistic driving data · 2007 · Green, Paul E. et al. · archived
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Keep Your Eyes on the Road: Young Driver Crash Risk Increases According to Duration of Distraction ↗ · 2014 · Simons-Morton, Bruce G. et al. · indexed
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Glances That Matter: Applying Quantile Regression to Assess Driver Distraction from Off-Road Glances ↗ · 2018 · Liu, Shu-Yuan et al. · indexed
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How Dangerous Is Looking Away From the Road? Algorithms Predict Crash Risk From Glance Patterns in Naturalistic Driving ↗ · 2012 · Liang, Yulan et al. · indexed
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A methodological approach for studying public bus transit driver distraction ↗ · 2015 · D’souza, K.A. et al. · indexed
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Isolating the Effect of Off-Road Glance Duration on Driving Performance: An Exemplar Study Comparing HDD and HUD in Different Driving Scenarios ↗ · 2021 · Smith, Missie et al. · indexed
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Road sign vision and driver behaviour in work zones · 2019 · Vignali, Valeria et al. · archived
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Driving impairments and duration of distractions: Assessing crash risk by harnessing microscopic naturalistic driving data ↗ · 2020 · Arvin, Ramin et al. · indexed
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Ergonomics methods for identifying sources and effects of bus driver distraction ↗ · 2018 · Keffane, S · indexed
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Effects of Cognitive Distraction on Checking Traffic Conditions for Changing Lanes ↗ · 2009 · Zhou, Huiping et al. · indexed
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Exploring the effects of road type on drivers’ eye behavior and workload ↗ · 2022 · Yao, Kai et al. · indexed
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Cognitive failure and driving distraction on private car drivers using naturalistic driving study ↗ · 2024 · Al Baihaqi, Hasby et al. · indexed
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Systematic Review of Research on Driver Distraction in the Context of Advanced Driver Assistance Systems ↗ · 2021 · Pradhan, Anuj K. · indexed
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The effects of cognitive distraction on behavioural, oculomotor and electrophysiological metrics during a driving hazard perception task ↗ · 2020 · Savage, Steven W. et al. · indexed
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Heatmap-Based Method for Estimating Drivers’ Cognitive Distraction ↗ · 2020 · Musabini, Antonyo et al. · indexed
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Examining driver distraction in the context of driving speed: An observational study using disruptive technology and naturalistic data ↗ · 2021 · Iio, Kentaro et al. · indexed
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Distraction effects of navigation and green-driving systems – results from field operational tests (FOTs) in the UK ↗ · 2015 · Morris, Andrew et al. · indexed
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The Dynamic Signalization of Calamity Routes – A Driving Simulator Study · 2015 · Cornu, Joris et al. · archived
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The Impact of Environmental Features on Drivers’ Situation Awareness Using Real-World Driving Scenarios ↗ · 2023 · Xing, Yilun et al. · indexed
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Comparing the Effects of Visual Distraction in a High-Fidelity Driving Simulator and on a Real Highway ↗ · 2023 · Sun, Qinyu et al. · indexed
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Distraction Effects of Manual Texting and Voice Messaging When Approaching Pedestrian Crossings on Urban Roads: a Driving Simulator Study · 2024 · Calvi, Alessandro · archived
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Driver Cognitive Distraction Classification While Using Eco-driving Applications · 2024 · Lin, Rui et al. · archived
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On the forces of driver distraction: Explainable predictions for the visual demand of in-vehicle touchscreen interactions ↗ · 2023 · Ebel, Patrick et al. · indexed
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Evaluation and Validation of Distraction Detection Algorithms on Multiple Data Sources ↗ · 2018 · Mehrotra, Shashank Kumar et al. · indexed
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Impact of Temporary Browsing Restrictions on Drivers’ Situation Awareness When Interacting with In-Vehicle Infotainment Systems · 2022 · Meyer, Jason et al. · archived
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Effects of an in-vehicle eco-safe driving system on drivers’ glance behaviour ↗ · 2019 · Li, Xiaomeng et al. · indexed
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Examining the effects of an eco-driving message on driver distraction ↗ · 2013 · Rouzikhah, Hossein et al. · indexed
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Distracted Motor Vehicle Driving at Highway–Rail Grade Crossings ↗ · 2015 · Tung, Li-Wei et al. · indexed
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The Interaction of Cognitive Load and Attention-Directing Cues in Driving ↗ · 2009 · Lee, Yi-Ching et al. · indexed
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Review of real-time visual driver distraction detection algorithms ↗ · 2010 · Ahlström, Christer et al. · indexed
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Assessment of Driver Distraction at Work Zones with Portable Rumble Strip Deployments in Texas ↗ · 2023 · Ullman, Gerald L. · indexed
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Assessing Driver Distraction From Unmanned Aerial Vehicles and Under‐Bridge Inspection Trucks: A Driving Simulator Study Using Eye Tracker and EEG ↗ · 2026 · Kusha, Zainab Afzali et al. · indexed
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Driver Understanding and Secondary Task Performance While Viewing Traffic Safety Messages on Dynamic Message Signs ↗ · 2023 · Ullman, Gerald L. et al. · indexed
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What can the drivers’ own description from combined sources provide in an analysis of driver distraction and low vigilance in accident situations? ↗ · 2013 · Tivesten, Emma et al. · indexed
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Mitigating effects of distraction: Drivers adjust speed and glance behaviour during secondary tasks in a driving simulator study ↗ · 2026 · Kummerer, Katharina et al. · indexed
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Countermeasures for Distracted Driving: An Exploration Beyond the Scientific Literature · 2024 · AAA Foundation for Traffic Safety · archived
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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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Impact of Cognitive Distractions on Drivers’ Hazardous Event Anticipation and Mitigation Behavior in Vehicle–Bicycle Conflict Situations ↗ · 2020 · Ebadi, Yalda et al. · indexed
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Using Eye-Tracking for Traffic Control Signage Design at Highway Work Zone ↗ · 2022 · Tang, Ming et al. · indexed
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Review of driving performance parameters critical for distracted driving research ↗ · 2017 · Papantoniou, Panagiotis et al. · indexed
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Sociodemographic, contextual and psychological factors predicting secondary task engagement: A nationwide interview study among car drivers in Germany ↗ · 2024 · Kreusslein, Maria et al. · indexed
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Influence of Driver Distractions on the Likelihood of Rear-End, Angular, and Single-Vehicle Crashes in Missouri ↗ · 2009 · Ghazizadeh, Mahtab et al. · indexed
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An XGBoost approach to detect driver visual distraction based on vehicle dynamics ↗ · 2023 · Guo, Yongqiang et al. · indexed
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Proactive Evaluation of Traffic Signs Using a Traffic Sign Simulator · 2015 · De Ceunynck, Tim et al. · archived
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The effect of navigation display clutter on performance and attention allocation in presentation- and simulator-based driving experiments ↗ · 2018 · Pankok, Carl et al. · indexed
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Determining driver perceptions about distractions and modeling their effects on driving behavior at different age groups ↗ · 2022 · Gazder, Uneb et al. · indexed
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Augmented reality HUDS: warning signs and driver situation awareness ↗ · 2017 · Herbert, Andrew M. et al. · indexed
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Metacognition and self‐regulation on the road: A qualitative approach to driver attention and distraction ↗ · 2022 · Love, Steven et al. · indexed
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The effect of distraction, response mode and age on peripheral target detection to inform studies of lighting for driving ↗ · 2020 · Fotios, S et al. · indexed
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Assessing Distraction Potential of Augmented Reality Head-Up Displays for Vehicle Drivers ↗ · 2022 · Kim, Hyungil et al. · indexed
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Context-Aware Quantitative Risk Assessment Machine Learning Model for Drivers Distraction · 2024 · Fasanmade, Adebamigbe et al. · archived
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Detection and Recognition of Driver Distraction Using Multimodal Signals ↗ · 2022 · Das, Kapotaksha et al. · indexed
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Incorporation of Driver Distraction in Car-following model based on Driver's Eye Glance Behavior ↗ · 2018 · Kim, Yeeun et al. · indexed
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Distracted Driving and Risk of Crash or Near-Crash Involvement Among Older Drivers Using Naturalistic Driving Data With a Case-Crossover Study Design ↗ · 2018 · Huisingh, Carrie et al. · indexed
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Multivariate Statistical Analysis of Public Transit Bus Driver Distraction ↗ · 2012 · D'Souza, Kelwyn 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
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Educating the Public About Distracted Driving and Evaluating Distraction-Prevention Technologies · 2022 · Jeihani, Mansoureh et al. · archived
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Classification of Driver Distraction: A Comprehensive Analysis of Feature Generation, Machine Learning, and Input Measures ↗ · 2019 · McDonald, Anthony D. et al. · indexed
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Sharing the responsibility for driver distraction across road transport systems: A systems approach to the management of distracted driving ↗ · 2015 · Young, Kristie L. et al. · indexed
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The Effects of Sensory Modality and Information Priority on In-Vehicle Signing and Information Systems ↗ · 1994 · Mollenhauer, Michael et al. · indexed
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Landscape heritage objects’ effect on driving: A combined driving simulator and questionnaire study ↗ · 2014 · Antonson, Hans et al. · indexed
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An empirical study to examine sex differences in cognitive distraction among drivers ↗ · 2010 · Azman, Afizan et al. · indexed
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Multimodal Physiological Assessment of the Task-related Attentional States in a VR Driving Environment ↗ · 2022 · Zhu, Wenchao et al. · indexed
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Examining Distracted Drivers' Underestimation of Time and Overestimation of Speed · 2017 · Knodler, Michael A. et al. · archived
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ARe you watching the road? Comparing Gaze Behaviour and Hazard Prediction between Heads-Up and Heads-Down NDRT Presentation in Augmented Reality ↗ · 2026 · Goodge, Thomas et al. · indexed
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Driver Distraction: Are We Mistaking a Symptom for the Problem? ↗ · 2013 · Curry, David et al. · indexed
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Signal evaluation environment: a new method for the design of peripheral in-vehicle warning signals ↗ · 2011 · Werneke, Julia et al. · indexed
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Comparative Analysis of Motorcyclists’ Gaze Behavior in Different Road Environments ↗ · 2021 · Lemonakis, Panagiotis et al. · indexed
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Effect of Driver Distraction on Traffic Flow Stability via Desired Safety Margin Model ↗ · 2018 · Zhang, Junjie et al. · indexed
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The influence of image valence on visual attention and perception of risk in drivers ↗ · 2014 · Jones, M.P. et al. · indexed
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The Mind Wandering Phenomenon While Driving: An Exploratory Survey ↗ · 2026 · Butilă, Eugen Valentin et al. · indexed
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WeD-4-2 A STUDY ON ATTENTION CONTROL OF AMBIENT VISUAL MARK FOR DRIVER ASSISTANT SYSTEMS ↗ · 2015 · TAKAHASHI, Hiroshi et al. · indexed
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Driver Distraction Impact on Road Safety: A Data-driven Simulation Approach ↗ · 2021 · Kandeel, Amany A. et al. · indexed
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Enhancing the Performance of a Model to Predict Driving Distraction with the Random Forest Classifier ↗ · 2021 · Ahangari, Samira et al. · indexed
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Evaluation of before and after Measures to Curb Distracted Walking · 2021 · Akter, Samia et al. · archived
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Effects of In-Vehicle Messaging on Mental Workload During Driving through Work Zones · 2017 · Craig, Curtis M et al. · archived
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On-Road and In-Vehicle Delivery of Service Signs: Effects of Information Source and Age ↗ · 2019 · Deng, Yulin et al. · indexed
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Research on Distracted Driving State Recognition and Its Impact Using an Ensemble Learning Model Based on Multimodal Information Fusion ↗ · 2026 · Ma, Dezhong et al. · indexed
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Driver Response to Dynamic Message Sign Safety Campaign Messages · 2020 · Shealy, Tripp et al. · archived
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Exploration of Social-Psychological Factors Leading to Distracted e-Bike Riding Among Delivery Workers · 2024 · Wu, Genhao et al. · archived
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The impact of secondary tasks on drivers during naturalistic driving: Analysis of EEG dynamics ↗ · 2016 · Alizadeh, Vahid et al. · indexed
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The Effects of Head-Up Display Clutter and In-Vehicle Display Separation on Concurrent Driving Performance ↗ · 2003 · Wickens, C. D. et al. · indexed
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Driver performance and attention allocation in use of logo signs on freeway exit ramps ↗ · 2017 · Zahabi, Maryam et al. · indexed
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The impact of distractions on young adult drivers with attention deficit hyperactivity disorder (ADHD) ↗ · 2010 · Reimer, Bryan et al. · indexed
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Studying the Effects of Driver Distraction and Traffic Density on the Probability of Crash and Near-Crash Events in Naturalistic Driving Environment ↗ · 2013 · Tian, Renran et al. · indexed
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The Paradox of Driving-Related Distraction: Driver Monitoring Systems Trigger Warnings During Overtaking Maneuvers ↗ · 2024 · Koniakowsky, Ina Marie et al. · indexed
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Identifying Mental Frameworks Underlying Driver Behavior in Urban Contexts [Summary] · 2024 · Carver, DeWayne et al. · archived
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An observational study of secondary task engagement while driving on urban streets in Iranian Safe Communities ↗ · 2016 · Torkamannejad Sabzevari, Javad et al. · indexed
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Using Microworlds to Design Intelligent Interfaces that Minimize Driver Distraction · 2001 · Kantowitz, Barry H · archived
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Development of a driving VR prototype for distraction awareness employing eye tracking ↗ · 2017 · Blanco, Robin et al. · indexed
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Vision-Language Hazard Reasoning for Driver Distraction and Workload Estimation ↗ · 2025 · Ng, Shu-Kay et al. · indexed
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Young drivers’ eye movements and driving performance in the presence of a ringing cell phone ↗ · 2020 · Sansevere, Kayla et al. · indexed
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U34: driver distraction : an inattention-mitigation component for behavior-based safety programs in commercial vehicle operations (IM-BBS) final report. · 2011 · Victor, Trent et al. · archived
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Efficacité des alertes signalant un risque de collision par l’arrière chez le conducteur distrait ↗ · 2016 · Fort, Alexandra et al. · indexed
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Behavioral Transportation: The Role of Psychological, Cognitive, and Social Factors in Distracted Driving Behavior ↗ · 2023 · Gabaldon, Janeth · indexed
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Effects of Guide and Logo Signs on Freeway Driving Behavior ↗ · 2015 · Pankok, Carl et al. · indexed
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Occlusion as a measure for visual workload: an overview of TNO occlusion research in car driving ↗ · 2004 · van der Horst, Richard · indexed
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Terms of debate: Consensus definitions to guide the scientific discourse on visual distraction · 2023 · Liesefeld, Heinrich R. et al. · archived
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An Examination of the Efficacy of a Brief Educational Program on Driver Distraction ↗ · 2003 · Kramer, Arthur F et al. · indexed
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Analyzing the Impact of Distractions on Driver Attention: Insights from Eye Movement Behaviors in a Driving Simulator ↗ · 2023 · Narayana, Pradeep et al. · indexed
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762 Driver distraction in road traffic. Preliminary results of safety campaign ↗ · 2016 · Jääskeläinen, Petri et al. · indexed
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Objective assessment of the effects of texting while driving: a simulator study ↗ · 2014 · Bendak, Salaheddine · indexed
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Effects of a Computer-Based Training Module on Drivers’ Willingness to Engage in Distracting Activities ↗ · 2009 · Horrey, William J. et al. · indexed
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Impact of distracted driving on safety and traffic flow ↗ · 2013 · Stavrinos, Despina et al. · indexed
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Drivers’ Visual Scanning Impairment Under the Influences of Alcohol and Distraction: A Literature Review ↗ · 2015 · Shiferaw, Brook et al. · indexed
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Considerations for the development of a driver distraction safety rating system for new vehicles · 2020 · Imberger, K · archived
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Driver’s Cognitive Workload and Driving Performance under Traffic Sign Information Exposure in Complex Environments: A Case Study of the Highways in China ↗ · 2017 · Lyu, Nengchao et al. · indexed
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A visual comparison of gaze behavior from pedestrians and cyclists ↗ · 2018 · Trefzger, Mathias et al. · indexed
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A Temporal–Spatial Deep Learning Approach for Driver Distraction Detection Based on EEG Signals ↗ · 2022 · Li, Guofa et al. · indexed
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Distracted Walking, Bicycling, and Driving: Systematic Review and Meta-Analysis of Mobile Technology and Youth Crash Risk ↗ · 2018 · Stavrinos, Despina et al. · indexed
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Evaluation of Electrodermal Activity during Distracted Driving ↗ · 2022 · Gomero, Luis et al. · indexed
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Visual in-car warnings: How fast do drivers respond? · 2018 · van der Heiden, Remo M.A. et al. · archived
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Terms of debate: Consensus definitions to guide the scientific discourse on visual distraction · 2024 · Liesefeld, Heinrich R. et al. · archived
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Perceptual and attentional effects on drivers’ speed selection at curves ↗ · 2004 · Charlton, Samuel G · indexed
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The effects of travel information presentation through nomadic systems on driver behaviour ↗ · 2009 · Brookhuis, K. A. et al. · indexed
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The notorious B.I.T: The effects of a ransomware and a screen failure on distraction in automated driving ↗ · 2023 · Payre, William et al. · indexed
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Impact of Visual and Cognitive Distractions and Time Pressure on Pedestrian Crossing Behaviour: A Simulator Study ↗ · 2022 · Tian, Kai et al. · indexed
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Driving and Side Task Performance: The Effects of Display Clutter, Separation, and Modality ↗ · 2004 · Horrey, William J. et al. · indexed
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Detection of driver engagement in secondary tasks from observed naturalistic driving behavior ↗ · 2017 · Ye, Mengqiu et al. · indexed
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Improving performance of public transit buses by minimizing driver distraction ↗ · 2012 · D’Souza, K. A. et al. · indexed
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Freeway Guide Sign Performance at Complex Interchanges: Reducing Information Overload · 2024 · Li, Yingfeng (Eric) et al. · archived
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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
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Can Highlighting a Pedestrian’s Biological Motion at Night Mitigate the Negative Effect of Driver Distraction? ↗ · 2019 · Szubski, Ellen et al. · indexed
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Driver Cognitive Distraction Recognition Based on Multi-Source Data from Simulated Driving Experiments ↗ · 2025 · Qu, Chixiong et al. · indexed
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The Naturalistic Study of Distracted Driving: Moving from Research to Practice ↗ · 2011 · Hanowski, Richard Joseph · indexed
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How safe is tuning a radio?: using the radio tuning task as a benchmark for distracted driving ↗ · 2018 · Lee, Ja Young et al. · indexed
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Drivers’ engagement in NDRTs during automated driving linked to travelling speed and surrounding traffic ↗ · 2024 · Liu, Xian et al. · indexed
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A Review of Selected Factors Affecting Driver Distraction ↗ · 2022 · Haberka, Katarzyna et al. · indexed
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Distracted Driving in Teens with and without ADHD · 2010 · Stavrinos, Despina · archived
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Intelligent route guidance: will the new horse be as good as the old? ↗ · 2003 · Noy, Y. Ian · indexed
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Quantitative Description of Informational Dimensions of Urban Freeways · 2004 · Tsyganov, Alexei et al. · archived
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Cognitive load while driving impairs memory of moving but not stationary elements within the environment. ↗ · 2014 · Blalock, Lisa Durrance et al. · indexed
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The effects of on-street parking and road environment visual complexity on travel speed and reaction time ↗ · 2012 · Edquist, Jessica et al. · indexed
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Predicting the intention of distracted pedestrians at road crossings ↗ · 2022 · O'Dell, Amy L. et al. · indexed
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Comparing a driving simulator to the real road regarding distracted driving speed · 2015 · Knapper, Allert et al. · archived
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Experiencing moose and landscape while driving: A simulator and questionnaire study · 2015 · Antonson, Hans et al. · archived
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Visual behaviour of train drivers: a comparative analysis of ETCS and a lineside signalling system ↗ · 2025 · Olsson, Niklas et al. · indexed
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Targeting young driver emotions can reduce their cellphone distractions ↗ · 2023 · Hoseinzadeh Nooshabadi, Mehdi et al. · indexed
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Driver distraction detection by in-vehicle signal processing ↗ · 2014 · Im, Seongsu et al. · indexed
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Distracting behaviors among teenagers and young, middle-aged, and older adult drivers when driving without and with warnings from an integrated vehicle safety system ↗ · 2017 · Kidd, David G. et al. · indexed
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What factors influence drivers’ response time for evasive maneuvers in real traffic? ↗ · 2012 · Dozza, Marco · indexed
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The impact of texting on driver behaviour at rail level crossings ↗ · 2018 · Young, Kristie L. et al. · indexed
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Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines ↗ · 2007 · Liang, Yulan et al. · indexed
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Good distractions: Testing the effects of listening to an audiobook on driving performance in simple and complex road environments ↗ · 2018 · Nowosielski, Robert J. et al. · indexed
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The Influence of Unmanned Aerial Systems on Driving Performance · 2020 · NHTSA · archived
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Investigating “Texting while Driving” Behavior at Different Roadway Configurations Using a Driving Simulator Setting ↗ · 2021 · Al Aufi, Ayuob et al. · indexed
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Assessing the Impact of Smartphone Usage while Driving in Work Zones · 2018 · Valdes Diaz, Didier M. et al. · archived
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Eye and mouth movements extraction for driver cognitive distraction detection ↗ · 2012 · Azman, Afizan et al. · indexed
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Studying crash avoidance maneuvers prior to an impact considering different types of driver’s distractions ↗ · 2019 · Mahmoudzadeh, Ahmadreza et al. · indexed
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Passenger-Driver Distinguishing Test for Pokémon Go · 2017 · Khanade, Kunal et al. · archived
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Identification of Driver Distraction Based on SHRP2 Naturalistic Driving Study ↗ · 2021 · Liu, Zhiqiang et al. · indexed
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Associations of distraction involvement and age with driver injury severities ↗ · 2015 · Donmez, Birsen et al. · indexed
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Alternative information signs : an evaluation of driver comprehension and visual attention. · 2015 · Hurwitz, David S. et al. · archived
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Analysis of Drivers’ Eye Movements on Roundabouts: A Driving Simulator Study ↗ · 2021 · Azimian, Amin et al. · indexed
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Driver Logo Sign Detection and Hazard Responses during Partially Automated Driving ↗ · 2020 · Cauffman, Stephen J. et al. · indexed
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The effect of distractions on the crash types of teenage drivers ↗ · 2006 · Neyens, David M. et al. · indexed
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On the impact of advanced driver assistance systems on driving distraction and risky behaviour: An empirical analysis of irish commercial drivers ↗ · 2023 · Masello, Leandro et al. · indexed
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A Fuzzy-Logic Approach to Dynamic Bayesian Severity Level Classification of Driver Distraction Using Image Recognition · 2020 · Fasanmade, Adebamigbe et al. · archived
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Psychological factors for driver distraction and inattention in the Australian and New Zealand rail industry ↗ · 2013 · Naweed, Anjum · indexed
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The effects of information relevancy on driving behavior ↗ · 2020 · Nilsson, Henrik et al. · indexed
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Bicyclist-evoked arousal and greater attention to bicyclists independently promote safer driving · 2021 · Kim, Andy Jeesu et al. · archived
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An Ontological Approach to Inform HMI Designs for Minimising Driver Distractions with ADAS ↗ · 2018 · Fan, Botao et al. · indexed
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Incorporating the Theory of Planned Behaviour into Distracted Driving: Influencing Factors and Intervention Effects ↗ · 2023 · Zhang, L. et al. · indexed
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Advert saliency distracts children's visual attention during task-oriented internet use ↗ · 2014 · Holmberg, Nils et al. · indexed
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Not all minds wander equally: The influence of traits, states and road environment factors on self-reported mind wandering during everyday driving ↗ · 2016 · Burdett, Bridget R.D. et al. · indexed
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Factors Affecting Glance Behavior when Interacting with In-Vehicle Devices: Implications from a Simulator Study ↗ · 2013 · Peng, Yiyun et al. · indexed
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Effects of Distraction Type, Driver Age, and Roadway Environment on Reaction Times – An Analysis Using SHRP-2 NDS Data ↗ · 2017 · Higgins, Laura et al. · indexed
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The effects of distraction on younger drivers: A neurophysiological perspective ↗ · 2024 · Goldsworthy, Jake et al. · indexed
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SAFECAR: A Brain–Computer Interface and intelligent framework to detect drivers’ distractions ↗ · 2022 · Martínez Beltrán, Enrique Tomás et al. · indexed
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Fast Warning System for Driver of Distraction with Traffic Object Recognition by Image Processing ↗ · 2022 · Van Binh, Nguyen et al. · indexed
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The Effects of Age and Distraction on Reaction Time in a Driving Simulator · 2001 · Owens, Justin M et al. · archived
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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation ↗ · 2022 · Regan, Michael A. et al. · indexed
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Evaluating Drivers’ Understanding of Warning Symbols Presented on In-Vehicle Digital Displays Using a Driving Simulator ↗ · 2023 · Schwambach, Breno et al. · indexed
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Driver’s Safety Assessment In Two-Lane Rural Road Work Zones · 2020 · Valdés-Díaz, Didier M et al. · archived
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Understanding the distraction and behavioural adaptations of drivers when experiencing failures of digital side mirrors ↗ · 2020 · Pampel, Sanna M. et al. · indexed
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Impacts of visual and cognitive distractions and time pressure on pedestrian crossing behaviour: A simulator study ↗ · 2022 · Tian, Kai et al. · indexed
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Effect of In-Vehicle Route Guidance Systems on Driver Workload and Choice of Vehicle Speed: Findings From a Driving Simulator Experiment ↗ · 2020 · Srinivasan, Raghavan et al. · indexed
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Effects of display position of a visual in-vehicle task on simulated driving ↗ · 2005 · Wittmann, Marc et al. · indexed
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Visual-Manual Distraction Detection Using Driving Performance Indicators With Naturalistic Driving Data ↗ · 2018 · Li, Zhaojian et al. · indexed
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Impact of Cognitive Distractions on Drivers’ Anticipation Behavior in Vehicle-bicycle Conflict Situations ↗ · 2018 · Ebadi, Yalda et al. · indexed
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Driver distraction detection via multi‐scale domain adaptation network ↗ · 2023 · Wang, Jing et al. · indexed
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A multimodal dataset for various forms of distracted driving ↗ · 2017 · Taamneh, Salah et al. · indexed
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Non intrusive physiological measurement for driver cognitive distraction detection: Eye and mouth movements ↗ · 2010 · Azman, Afizan et al. · indexed
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Driving While Reading Using Google Glass Versus Using a Smartphone: Which is More Distracting to Driving Performance? ↗ · 2015 · He, Jibo et al. · indexed
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Online Prediction of Driver Distraction Based on Brain Activity Patterns ↗ · 2015 · Wang, Shouyi et al. · indexed
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Evaluating the Influence of Ambient State of a Car on the Cognitive Distracted State of the Driver ↗ · 2018 · Koma, Hiroaki et al. · indexed
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Sampling Biases Associated with Driver Distraction Tasks in a Simulated Environment ↗ · 2015 · Wu, Xingwei et al. · indexed
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How fleeting emotions affect hazard perception and steering while driving: The impact of image arousal and valence ↗ · 2012 · Trick, Lana M. et al. · indexed
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The Impact of Distraction Mitigation Strategies on Driving Performance ↗ · 2006 · Donmez, Birsen et al. · indexed
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Understanding sexual activity while driving as a form of distracted driving ↗ · 2022 · Oviedo-Trespalacios, Oscar et al. · indexed
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Combining Driving Automation Intent and Hazard Information with an Attention Reminder System: Is More Information Always Better? ↗ · 2025 · Kanaan, Dina et al. · indexed
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Detecting and mitigating driver distraction with motion capture technology: Distracted driving warning system ↗ · 2013 · Gallahan, S. L. et al. · indexed
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Examining teen driver crashes and the prevalence of distraction: Recent trends, 2007–2015 ↗ · 2018 · Carney, Cher et al. · indexed
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Perceived Green at Speed: A Simulated Driving Experiment Raises New Questions for Attention Restoration Theory and Stress Reduction Theory ↗ · 2020 · Jiang, Bin et al. · indexed
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A reference level for assessing the acceptable visual demand of in-vehicle information systems ↗ · 2010 · Stevens, Alan et al. · indexed
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Evaluating the Effect of Google Glass on Driver Distraction · 2018 · Fisher, Donald L. et al. · archived
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Driving on Rough Surface Requires Care and Attention · 2017 · Kawamura, Akira et al. · archived
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The Effectiveness of Safety Campaign VMS Messages - A Driving Simulator Investigation · 2007 · Jamson, A Hamish · archived
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Attraction without distraction: Effects of augmented reality cues on driver hazard perception ↗ · 2010 · Schall Jr., M. et al. · indexed
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Automosphere: Exploring Vehicle Heads-Up Display with Weather-Related Windshield Cues for Passive Fatigue Management · 2026 · Ensafjoo, Mohsen et al. · archived
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Contributors to pedestrian distraction and risky behaviours during road crossings in Romania ↗ · 2017 · Hamann, Cara et al. · indexed
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Evaluating the effects of bilingual traffic signs on driver performance and safety · 2005 · Jamson, Samantha et al. · archived
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Looking out or Looking Away?—Exploring the Impact of Driving With a Passenger on Young Drivers’ Eye Glance Behavior ↗ · 2022 · Mehrotra, Shashank et al. · indexed
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Self-report measures of distractibility as correlates of simulated driving performance ↗ · 2010 · Kass, Steven J. et al. · indexed
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An Eye Gaze Heatmap Analysis of Uncertainty Head-Up Display Designs for Conditional Automated Driving ↗ · 2024 · Gerber, Michael A. et al. · indexed
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The role of driver age in performance and attention allocation effects of roadway sign count, format and familiarity ↗ · 2017 · Zahabi, Maryam et al. · indexed
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Age Differences in Visual Search for Traffic Signs During a Simulated Conversation ↗ · 2004 · McPhee, Lisa et al. · indexed
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Measuring Usefulness of Crash Fact Signs on Speeding Behavior: A Case Study from Sahrawi Highway · 2025 · Alhomaidat, Fadi · archived
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Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use? · 2025 · Halin, Anaïs et al. · archived
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Noncontact Multimodal Sensing for Driver Distraction Detection via Behavioral-Physiological Fusion ↗ · 2025 · Sun, Yuheng et al. · indexed
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Bias caused by self-reporting distraction and its impact on crash estimates ↗ · 2012 · Hanley, Paul F. et al. · indexed
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Analysis of driver behaviors during common tasks using frontal video camera and CAN-Bus information ↗ · 2011 · Jain, Jinesh J et al. · indexed
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Assessment of the effectiveness of wrong way driving countermeasures and mitigation methods. · 2014 · Finley, Melisa D. et al. · archived
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An exploratory study on the impact of typeface design in a text rich user interface on off-road glance behavior ↗ · 2012 · Reimer, Bryan et al. · indexed
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Towards multi-modal wearable driver monitoring: Impact of road condition on driver distraction ↗ · 2015 · Dehzangi, Omid et al. · indexed
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The Inconvenient Truth About Mobile Phone Distraction: Understanding the Means, Motive and Opportunity for Driver Resistance to Legal and Safety Messages ↗ · 2021 · Wells, Helen et al. · indexed
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The effect of communicational signals on drivers' subjective appraisal and visual attention during interactive driving scenarios ↗ · 2015 · Ba, Yutao et al. · indexed
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Time-Dependency-Aware Driver Distraction Detection Using Linear-Chain Conditional Random Fields ↗ · 2020 · He, Baotian et al. · indexed
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Distraction of Connected Vehicle Human–Machine Interface for Truck Drivers ↗ · 2020 · Yang, Guangchuan et al. · indexed
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Changes in glance behaviour when using a visual eco-driving system – A field study ↗ · 2017 · Ahlstrom, Christer et al. · indexed
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Investigation of Driver Comprehension of Traffic Information on Graphical Congestion Display Panels using a Driving Simulator · 2004 · Richards, Andy et al. · archived
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Robust Deep Learning-Based Driver Distraction Detection and Classification ↗ · 2021 · Ezzouhri, Amal et al. · indexed
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How is the Driver's Workload Influenced by the Road Environment? ↗ · 2017 · Bongiorno, Nicola et al. · indexed
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Evaluating the Effectiveness of Visual and Auditory ADAS Alerts on Rural Roads Using a Driving Simulator · 2025 · Cruzado, Ivette et al. · archived
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Driver Situation Awareness and Cognitive Workload Effects of Novel Interchange Configurations and Associated Signage · 2022 · Liu, Yunmei et al. · archived
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Single-Vehicle Run-Off Road Crashes Because of Cellphone Distraction: Finding Patterns with Rule Mining ↗ · 2022 · Das, Subasish · indexed
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Effectiveness of Crash Fact/Safety Message Signs on Dynamic Message Signs · 2021 · Savolainen, Peter T. et al. · archived
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The Effects of Landmark Salience on Drivers’ Spatial Cognition and Takeover Performance in Autonomous Driving Scenarios ↗ · 2025 · Liu, Xianyun et al. · indexed
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How does distraction affect cyclists’ severe crashes? A hybrid CatBoost-SHAP and random parameters binary logit approach ↗ · 2025 · Agheli, Ali et al. · indexed
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Evaluating the Impact of Detour Messaging on Actual Driver Detour Behavior · 2022 · Acharya, Sailesh et al. · archived
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Multimodal Detection of Driver Distraction · 2017 · Eskenazi, Maxine et al. · archived
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Impact of In-Vehicle Displays Location Preferences on Drivers' Performance and Gaze ↗ · 2014 · Olaverri-Monreal, Cristina et al. · indexed
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eHMI for All -- Investigating the Effect of External Communication of Automated Vehicles on Pedestrians, Manual Drivers, and Cyclists in Virtual Reality · 2026 · Colley, Mark et al. · archived
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Detecting driver distraction using stimuli-response EEG analysis · 2019 · Bajwa, Garima et al. · archived
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Distraction in the Driving Simulator: An Event-Related Potential (ERP) Study with Young, Middle-Aged, and Older Drivers ↗ · 2021 · Karthaus, Melanie et al. · indexed
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Applying the Health Belief Model to mobile device distracted driving ↗ · 2024 · Cox, Aimee E. et al. · indexed
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Educating Idaho Teenage Drivers of the Dangers of Distracted Driving · 2017 · Larrea, Meagan et al. · archived
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An Examination of the Effect of Google Glass on Simulated Lane Keeping Performance ↗ · 2015 · Young, Kristie L. et al. · indexed
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Driver’s cognitive distraction detection using AdaBoost on pattern recognition basis ↗ · 2008 · Miyaji, Masahiro et al. · indexed
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Exploring Naturalistic Driving Study (NDS) Data and Roadway Information Database (RID) for Emerging Applications in Traffic Safety · 2016 · Ishak, Sherif et al. · archived
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Collision Avoidance Head-Up Display: Design Considerations for Emergency Services’ Vehicles · 2020 · Bram-Larbi, Kweku F. 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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The Relative Importance of Pictorial and Nonpictorial Distance Cues for Driver Vision ↗ · 2001 · Flannagan, Michael J et al. · indexed
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Driving Performance in a Simulator as a Function of Pavement and Shoulder Width, Edge Line Presence, and Oncoming Traffic · 2005 · Chrysler, Susan T. et al. · archived
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Effectiveness of smart LED strips at mid-block crosswalks under distracted driving conditions ↗ · 2024 · Portera, Alberto et al. · indexed
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SafeDriveMetrics - A Comprehensive Database for Visual, Cognitive, and Manual Distractions Using a Driving Simulator ↗ · 2025 · Mazumdar, Rahimul I. et al. · indexed
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YOLO-Drive: Robust Driver Distraction Recognition under Fine-Grained and Overlapping Behaviors ↗ · 2026 · Yu, Zhichao et al. · indexed
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Testing a Commercial BCI Device for In-Vehicle Interfaces Evaluation ↗ · 2017 · Louveton, Nicolas et al. · indexed
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Analysis of HAZMAT truck driver fatigue and distracted driving with warning-based data and association rules mining ↗ · 2023 · Sun, Ming et al. · indexed
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Do Attention-Seeking Safety Messages Shape Driver Behavior or Safety Outcomes? Evidence from Dynamic Message Signs ↗ · 2026 · Dumka, Ashutosh et al. · indexed
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Real-Time Detection of Distracted Driving Behaviors Using Naturalistic Driving Study Data ↗ · 2023 · Ju, Yi et al. · indexed
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The effects of text messaging on young novice driver performance ↗ · 2005 · Hosking, Simon G. et al. · indexed
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Simulation Analysis on Driving Behavior during Traffic Sign Recognition ↗ · 2011 · Sun, Lishan et al. · indexed
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Cognitive processing of bilingual traffic signs: an eye-tracking study in a driving simulator ↗ · 2026 · David, Maximilian et al. · indexed
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Human Factors Evaluation of an In-Vehicle Active Traffic and Demand Management (ATDM) System · 2016 · Sykes, Kayla · archived
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Influence of Roadside Infrastructure on Driving Behavior ↗ · 2007 · van der Horst, Richard et al. · indexed
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Determining the Effectiveness of Graphic-aided Dynamic Message Signs in Work Zones · 2011 · Bai, Yong et al. · archived
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Integration of ATIS and crash avoidance in-vehicle information : preliminary simulator study · 1999 · Bittner, A.C. et al. · archived
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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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Environmental Effects of Driver Distraction at Traffic Lights: Mobile Phone Use ↗ · 2023 · Alemdar, Kadir Diler et al. · indexed
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Visual distraction increases the detection of an unexpected object in inattentional blindness ↗ · 2014 · Pammer, Kristen et al. · indexed
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Wearable Driver Distraction Identification On-The-Road via Continuous Decomposition of Galvanic Skin Responses ↗ · 2018 · Dehzangi, Omid et al. · indexed
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Investigating the Role of Roadway Environment in Driving Errors ↗ · 2011 · Salmon, Paul M. et al. · indexed
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Fixation distance and fixation duration to vertical road signs ↗ · 2018 · Costa, Marco et al. · indexed
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Simultaneous analysis of driver behaviour and road condition for driver distraction detection ↗ · 2011 · Rezaei, Mahdi et al. · indexed
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Driving Simulator Studies of the Effectiveness of Countermeasures to Prevent Wrong-Way Crashes · 2015 · Boot, Walter R. et al. · archived
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The impact of tunnel design and lighting on the performance of attentive and visually distracted drivers ↗ · 2012 · Kircher, Katja et al. · indexed
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Test–Retest Reliability of the Susceptibility to Driver Distraction Questionnaire · 2015 · Marulanda, Susana et al. · archived
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Mind wandering and driving: responsibility case-control study · 2012 · Galera, C. et al. · archived
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Determining Sample Measures of Distracted Driving, Distracted Pedestrian Activities and Impacts of Such Behavior on Traffic Operations at Signalized Intersections [Brief] · 2023 · Ballard, Tricia (Labud) et al. · archived
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The Detection of Visual Distraction using Vehicle and Driver-Based Sensors ↗ · 2016 · Schwarz, Chris et al. · indexed
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Safety Enhancement by Detecting Driver Impairment Through Analysis of Real-Time Volatilities [Research Brief] · 2023 · Khattak, Asad J. · archived
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Peer Passenger Influences on Male Adolescent Drivers' Visual Scanning Behavior During Simulated Driving ↗ · 2014 · Pradhan, Anuj K. et al. · indexed
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Driver Distraction Detection Based on the True Driver’s Focus of Attention ↗ · 2022 · Huang, Tao et al. · indexed
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Augmented Reality for Safer Pedestrian-Vehicle Interactions · 2018 · Noyce, David A. et al. · archived
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Impact of Distracted Drivers on Individual and Group Behavior of Following Vehicles: A Networked Multi-Driver Simulator Study ↗ · 2018 · Xu, Jing et al. · indexed
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The attraction of visual attention to texts in real-world scenes ↗ · 2012 · Wang, H.-C. et al. · indexed
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The Study of Driver Distraction Characteristic Detection Technology ↗ · 2010 · Zhiqiang, Liu et al. · indexed
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Effect of Road Markings and Traffic Signs Presence on Young Driver Stress Level, Eye Movement and Behaviour in Night-Time Conditions: A Driving Simulator Study ↗ · 2020 · Babić, Darko et al. · indexed
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Riyadisi — Intelligent driver monitoring system ↗ · 2013 · Darshana, K. U. G. S. et al. · indexed
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Towards Imbalanced Multiclass Driver Distraction Identification ↗ · 2022 · Das, Kapotaksha et al. · indexed
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Vehicle Road Sign Controller System: A Man-Machine Interface to Reduce Collisions ↗ · 2007 · Beainy, Fares N. et al. · indexed
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The Effects of Using a Virtual Agent to Signal Danger on Hazard Prediction Ability in Conditionally Automated Driving ↗ · 2026 · Goodge, Thomas et al. · indexed
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Improve adaptive cruise control under driver distraction: Time headway compensation based on a random‐effect crash risk model ↗ · 2021 · Li, Penghui et al. · indexed
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Effects of Task-Irrelevant Cars on Judgments of Deceleration and Time-to-Contact During Car-Following ↗ · 2012 · Levulis, Samuel J. et al. · indexed
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Spotting Danger: How child and adult pedestrians assess distracted drivers in hazard perception ↗ · 2026 · Liu, Meng et al. · indexed
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Public Perception of Safety Messages and Public Service Announcements on Dynamic Message Signs in Rural Areas · 2016 · Schroeder, Jeremy L. et al. · archived
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Traffic Safety Facts: Distracted Driving 2009 · 2010 · NHTSA · archived
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Effects of cognitive load on perceived internal and external distraction and their relationship with attentional control ↗ · 2023 · Rummel, Jan et al. · indexed
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Multi-modal system to detect on-the-road driver distraction ↗ · 2018 · Dehzangi, Omid et al. · indexed
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Non-intrusive Detection of Driver Distraction using Machine Learning Algorithms ↗ · 2010 · Fabio, Tango et al. · indexed
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Can You Hazard a Guess?: Evaluating the Effect of Augmented Reality Cues on Driver Hazard Prediction ↗ · 2024 · Goodge, Thomas Alexander et al. · indexed
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Exploring travelers’ behavior in response to dynamic message signs (DMS) using a driving simulator. · 2013 · Jeihani, Mansoureh et al. · archived
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Detection of In-car Driver Distraction Activities With Recommendations ↗ · 2024 · Aljasim, Mustafa · indexed
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Prediction of traffic sign vandalism that obstructs critical messages to drivers · 2017 · Khalilikhah, Majid et al. · archived
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Augmenting Landmarks During the Head-Up Provision of In-Vehicle Navigation Advice ↗ · 2017 · Large, David R. et al. · indexed
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Enhanced Generalization Performance in Deep Learning for Monitoring Driver Distraction: A Systematic Review ↗ · 2024 · Joel John M. et al. · indexed
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Perceiving Accident Risks of Urban Naturalistic Driving Environments ↗ · 2024 · Wu, Na et al. · indexed
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Computer vision and driver distraction: Developing a behaviour-flagging protocol for naturalistic driving data ↗ · 2014 · Kuo, Jonny et al. · indexed
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Determination of Threshold of Road Nodes on Full-Span Overhead Variable Message Signs Based on Driver Visual Cognition Characteristics ↗ · 2025 · Zhao, Zilong et al. · indexed
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Driver Distraction: A Perennial but Preventable Public Health Threat to Adolescents ↗ · 2014 · Bingham, C. Raymond · indexed
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Impact of visual distractors in virtual reality environments on sustained attention behavioral performance and EEG characteristics ↗ · 2025 · Ai, Xiaowen et al. · indexed
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Do mindfulness interventions improve road safety? A systematic review ↗ · 2018 · Koppel, Sjaan et al. · indexed
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Plight of the distracted pedestrian: a research synthesis and meta-analysis of mobile phone use on crossing behaviour ↗ · 2020 · Simmons, Sarah M et al. · indexed
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A Simulator Evaluation of Driver Responses to Dynamic Warning Signs at Rural Intersections · 2021 · Stephens, Amanda et al. · archived
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Browsing the information highway while driving: three in-vehicle touch screen scrolling methods and driver distraction ↗ · 2013 · Kujala, Tuomo · indexed
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Need for Revised Total Eyes-Off-Road Criterion in the NHTSA Distraction Guidelines: Track Radio-Tuning Data ↗ · 2015 · Young, Richard A · indexed
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Off Task Thinking Types and Performance Decrements During Simulated Automobile Driving ↗ · 2013 · Cowley, Jennifer A. · indexed
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Enhancing Driving Safety Through Proper Message Design on Variable Message Signs · 2005 · Wang, Jyh-Hone et al. · archived
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Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use? ↗ · 2025 · Halin, Anaïs et al. · indexed
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Distracted walking: Examining the extent to pedestrian safety problems ↗ · 2015 · Mwakalonge, Judith et al. · indexed
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Driver Understanding of Sequential Portable Changeable Message Signs in Work Zones · 2007 · Ullman, Brooke R. et al. · archived
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Impacts of Using Dynamic Features to Display Messages on Changeable Message Signs · 2005 · Dudek, Conrad L. et al. · archived
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System Analysis of Information Reception and Processing for Driving Task ↗ · 2011 · Zariņš, Atis · indexed
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Moving attention from the road: A new methodology for the driver distraction evaluation using machine learning approaches ↗ · 2009 · Tango, Fabio et al. · indexed
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The ability of young, middle-aged and older drivers to inhibit visual and auditory distraction in a driving simulator task ↗ · 2020 · Karthaus, Melanie et al. · indexed
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Driver's Distraction and Understandability (EOU) Change Due to the Level of Abstractness and Modality of GPS Navigation Information during Driving ↗ · 2014 · Lee, Bumho et al. · indexed
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Gaze and Eye Tracking: Techniques and Applications in ADAS ↗ · 2019 · Khan, Muhammad Qasim et al. · indexed
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The Effects of Divided Attention on Memory for Road Signs ↗ · 2021 · Foster, Nathaniel L. et al. · indexed
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Drivers’ Perceptions of Vertical Traffic Signs and Their Implications for Road Safety: Evidence from a Field Survey ↗ · 2026 · Durmus, Tahsin et al. · indexed
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Sleepiness/fatigue and distraction/inattention as factors for fatal versus nonfatal commercial motor vehicle driver injuries ↗ · 2005 · Bunn, T.L. et al. · indexed
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Study on the Influence of Rural Highway Landscape Green Vision Rate on Driving Load Based on Factor Analysis ↗ · 2025 · Li, Hao et al. · indexed
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Drivers and Road Signs: A Preliminary Investigation of the Capacity of Car Drivers to get Information from Road Signs ↗ · 1966 · Johansson, Gunnar et al. · indexed
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Topographic map analysis for driver cognitive distraction ↗ · 2014 · Almahasneh, Hossam et al. · indexed
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Support for distracted driving laws: An analysis of adolescent drivers from the Traffic Safety Culture Index from 2011 to 2017 ↗ · 2021 · Pope, Caitlin N. et al. · indexed
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Visual engagement with urban street edges: insights using mobile eye-tracking ↗ · 2018 · Simpson, James et al. · indexed
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The impact of guide sign informational density on driver cognitive load: An integrated simulator and real-world driving study ↗ · 2026 · Meng, Yunwei et al. · indexed
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Assessment of the effectiveness of connected vehicle weather and work zone warnings in improving truck driver safety ↗ · 2020 · Raddaoui, Omar et al. · indexed
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Traffic management: Assessing various countermeasures to improve detection failure of changes in speed limit signals ↗ · 2017 · Harms, Ilse M. et al. · indexed
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Improving teenage driver perceptions regarding the impact of distracted driving in the Pacific Northwest ↗ · 2015 · Hurwitz, David S. et al. · indexed
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Using driving simulator to study the effect of crash fact signs on speeding behaviour along freeways ↗ · 2023 · Alhomaidat, Fadi et al. · indexed
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The Impact of Adaptive Cruise Control on the Drivers’ Workload and Attention ↗ · 2024 · Lantieri, Claudio et al. · indexed
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Factors affecting drivers’ off-road glance behavior while interacting with in-vehicle voice interfaces ↗ · 2023 · Zhang, Fangda et al. · indexed
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Safety climate and the distracted driving experiences of truck drivers ↗ · 2015 · Swedler, David et al. · indexed
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Rectification of legibility distance in a driving simulator ↗ · 2007 · Ting, Ping-Huang et al. · indexed
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ResNet50 Architecture and AttenD Algorithm-based Driver Distraction Detection Method ↗ · 2025 · Liu, Xiaoyang et al. · indexed
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Enhancing Motorist Understanding of Variable Message Signs ↗ · 2005 · Wang, Jyh-Hone et al. · indexed
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Visual attention allocation between social and navigational cues during wayfinding: An eye-tracking study in virtual reality ↗ · 2026 · Orlu Özen, Gökçe et al. · indexed
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Content of Variable Message Signs and On-Line Driver Behavior ↗ · 2000 · Peeta, Srinivas et al. · indexed
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Traveler Information Requirements During Nonrecurring Events · 2019 · Balk, Stacy A. et al. · archived
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Is offline media becoming the biggest driver of online engagement? A review of recent trends and opportunities ↗ · 2021 · Ramachandran, Srikanth et al. · indexed
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An investigation into driver's perceptions of road flooding and adherence to signage ↗ · 2026 · Watkins, Matthew et al. · indexed
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The UAB University Transportation Center update : Vol. 4, No. 1. · 2010 · NHTSA · archived
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Neuroscientific Methods for Exploring User Perceptions While Dealing With Mobile Advertising: A Novel and Integrated Approach ↗ · 2022 · Mancini, Marco et al. · indexed
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Visual Environment, Attention Allocation, and Learning in Young Children ↗ · 2014 · Fisher, Anna V. et al. · indexed
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Public perception and attitudes about roadside vegetation : pre- and post-environmental education. · 2010 · Lucey, Anne et al. · archived
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Attentional control of positive and negative visual emotional distraction ↗ · 2015 · Devue, Christel et al. · indexed
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Does Watching Videos With Natural Scenery Restore Attentional Resources? ↗ · 2023 · Hartanto, Andree et al. · indexed
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Eye Fixations on Advertisements and Memory for Brands: A Model and Findings ↗ · 2000 · Wedel, Michel et al. · indexed
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Visual distraction, inhibitory control, and children’s math performance ↗ · 2026 · Lee, Kerry et al. · indexed
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Attention Crisis in Learning: Declining Student Focus in the Digital Distraction Era ↗ · 2026 · Shanti, Aziizah Kumala · indexed
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The influence of thematic congruency, typicality and divided attention on memory for radio advertisements ↗ · 2013 · Martín-Luengo, Beatriz et al. · indexed
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Let's get this show on the road! Introducing the tourist celebrity gaze ↗ · 2020 · Canavan, Brendan · indexed
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Traveler Information and Tourism: Assessment of Traveler Information and 511 Impacts upon Tourist Destinations and National Parks · 2004 · Zimmerman, Carol A. et al. · archived
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Effects of roads on wildlife in an intensively modified landscape ↗ · 2000 · Underhill, J.E. et al. · indexed
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Advertising Engagement: A Driver of Message Involvement on Message Effects ↗ · 2006 · Wang, Alex · indexed
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Impact of Tourism of Off Road Driving on Vegetation Biomass, a Case Study of Masai Mara National Reserve, Narok, Kenya ↗ · 2018 · Akamai University, Hilo, HI. USA et al. · indexed
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Arizona Highways Magazine’s Impact on Tourism: Final Report 568 · 2005 · Andereck, Kathleen L. et al. · archived
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Is Product Placement Really Worse Than Traditional Commercials? Cognitive Load and Recalling of Advertised Brands ↗ · 2018 · Grzyb, Tomasz et al. · indexed
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Effects of Bike Trails on Roe Deer and Wild Boar Habitat Use in Forested Landscapes ↗ · 2026 · Mikulka, Ondřej et al. · indexed
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Gender and Age Related Effects While Watching TV Advertisements: An EEG Study ↗ · 2016 · Cartocci, Giulia et al. · indexed
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Bi-objective optimization for last-mile routing of garbage trucks: Aesthetics and Public exposure ↗ · 2025 · Das, Aathira K. et al. · indexed
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Chemical composition and oxidative potential of roadside PM(2.5) with associated health implications in urban Bangkok, Thailand. · 2026 · Zhang, Y et al. · archived
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Fragmentation of Landscape as a Cause for Genetic Subdivision in Bank Voles ↗ · 2000 · Gerlach, Gabriele et al. · indexed
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The effects Of COVID-19 on restaurant industry: A perspective article. ↗ · 2020 · Alkasasbeh, Fadi · indexed
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Borrowed Time, Borrowed World and Borrowed Eyes: Care, Ruin and Vision in McCarthy's<i>The Road</i>and Harrison's Ecocriticism ↗ · 2010 · Bruyn, Ben De · indexed
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The Importance of Arabic Language on Advertising Content in Saudi Arabia ↗ · 2024 · Abdulaziz, Alotaibi · indexed
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Synchronic approach to the study of exogenic changes in the contemporary Yorùbá language ↗ · 2023 · Oyinlola, Abdulsamad · indexed
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Health and Cellular Impacts of Air Pollutants: From Cytoprotection to Cytotoxicity ↗ · 2012 · Andreau, Karine et al. · indexed
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The China-Pakistan economic corridor boosted tourism industry in pakistan and digitalization of society ↗ · 2023 · Ali, Aqib · indexed