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).
393 paper(s) · ranked by relevance to this topic
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Digital Advertising Billboards and Driver Distraction · 2015 · Sisiopiku, Virginia P. 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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Driver distraction by advertising: genuine risk or urban myth? · 2003 · Wallace, B. · archived
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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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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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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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Roadside advertising and the distraction of driver’s attention · 2017 · Adam, Tarnowski 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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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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Defining Driver Distraction · 2008 · Lee, John et al. · archived
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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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The Research of Driver Distraction by Visual Smog on Selected Road Stretch in Slovakia ↗ · 2017 · Hudák, Martin 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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Social attitudes towards roadside advertising · 2017 · Anna, Olejniczak-Serowiec 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 influence of attention distraction on the drivers’ behaviour · 2018 · Gąsiorek, Kamila 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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Effect of Distracting Factors on Driving Performance: A Review · 2022 · Sorum, Neero Gumsar et al. · archived
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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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Influence of sexual appeal in roadside advertising on drivers' attention and driving behavior. · 2019 · Maliszewski, Norbert et al. · archived
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Driver Distraction in Commercial Vehicle Operations · 2009 · Olson, R.L. et al. · archived
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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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Leading to distraction: Driver distraction, lead car, and road environment ↗ · 2016 · Kountouriotis, Georgios K. 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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Detecting driver distraction · 2018 · Liang, Yulan · archived
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An Investigation of Peer Influences on Risky Child and Adolescent Pedestrian Road Crossing: Final Report · 2016 · Plumert, Jodie M. et al. · archived
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The Effects of Visual and Cognitive Distraction on Driver Situation Awareness · 2011 · Rogers, Meghan L. et al. · archived
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Towards Operationalizing Driver Distraction · 2013 · Foley, James P 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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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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Cognitive distraction impairs drivers' anticipatory glances: An on-road study · 2015 · Biondi, F et al. · archived
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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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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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A Scoping Study on Driver’s Perspective of Distracting Factors ↗ · 2021 · Al-Rousan, Taleb M. et al. · indexed
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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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Traffic control device conspicuity. · 2013 · Inman, Vaughan W. et al. · archived
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Driver Distractions In Commercial Vehicle Operations · 2009 · Olson, Rebecca L. et al. · archived
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Effect of Static Electronic Advertising Signs on Road Safety ↗ · 2014 · Izadpanah, Pedram 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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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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Understanding driver distraction associated with specific behavioural interactions with in-vehicle and portable technologies · 2017 · Imberger, K · archived
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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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Memory for a Hazard is Interrupted by Performance of a Secondary In-Vehicle Task ↗ · 2014 · Borowsky, Avinoam et al. · indexed
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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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Research Framework for Studying Driver Distraction on Polish City Highways · 2013 · Kelwyn A. D’Souza et al. · archived
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Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use · 2025 · Halin, Anaïs et al. · archived
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The Debate over Digital Billboards: Can New Technology Inform Drivers without Distracting Them? ↗ · 2008 · Birdsall, Michelle · indexed
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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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Assessing the Effects of In-Vehicle Tasks on Driving Performance ↗ · 2011 · Horrey, William J. · indexed
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Is the Technology in Your Car Driving You to Distraction? · 2015 · Strayer, David L. · archived
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Driver Distraction in Commercial Vehicle Operations · 2010 · Olson, Rebecca L. et al. · archived
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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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Analysis of Gaze Behavior to Measure Cognitive Distraction in Real-World Driving ↗ · 2018 · Yang, Shiyan et al. · indexed
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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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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: Eye Glance Analysis and Conversation Workload · 2015 · Hickman, Jeffrey S. 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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On the Difference Between Necessary and Unnecessary Glances Away From the Forward Roadway: An Occlusion Study on the Motorway · 2019 · Kircher, Katja et al. · archived
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Head-Up Displays and Distraction Potential · 2023 · Russell, Sheldon M. 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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Assessing the Ghanaian driver's susceptibility to distraction engagement · 2025 · Sam, Enoch F. · 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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Visual Attention and Roadway Landmark Identification in At-Risk Older Drivers, · 2001 · Crowe, Amy 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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Capturing Voluntary, Involuntary, and Habitual Components of Driver Distraction in a Self-Reported Questionnaire · 2015 · Marulanda, Susana et al. · archived
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Driver Distraction Injury Prevention Countermeasures‚ÄîPart 2 · 2008 · Regan, Michael et al. · archived
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Measuring Distraction at the Levels of Tactical and Strategic Control: The Limits of Capacity-Based Measures for Revealing Unsafe Visual Sampling Models · 2011 · Kujala, Tuomo 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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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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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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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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Distracted driving and associated crash risks : tech summary. · 2014 · NHTSA · archived
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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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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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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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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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Distracted Driving and Associated Crash Risks : Research Project Capsule · 2012 · NHTSA · 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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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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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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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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Event Detection: The Second Dimension of Driver Performance for Visual-Manual Tasks ↗ · 2012 · Young, Richard A. · 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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Driver distraction · 2018 · Neyens, David Michael · archived
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Susceptibility to Driver Distraction Questionnaire · 2014 · Feng, Jing et al. · archived
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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NHTSA DRIVER DISTRACTION RESEARCH: PAST, PRESENT, AND FUTURE ↗ · 2001 · Ranney, Thomas A. et al. · indexed
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Distracted when Using Driving Automation: A Quantile Regression Analysis of Driver Glances Considering Task Type · 2022 · He, Dengbo et al. · archived
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Distracted Driving Translational Research for Injury Prevention (TRIP) Laboratory · 2018 · Stavrinos, Despina · archived
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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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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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The Influence of Visual-Manual Distractions on Anticipatory Driving · 2022 · He, Dengbo et al. · archived
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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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In-vehicle driver distractions: characteristics underlying drivers’ risk perceptions ↗ · 2009 · Titchener, Kirsteen et al. · indexed
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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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Distraction Assessment Methods Based on Visual Behavior and Event Detection ↗ · 2008 · Victor, Trent 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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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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Driver Inattention: A Contributing Factor to Crashes and Near-Crashes ↗ · 2005 · Klauer, Sheila G. et al. · indexed
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Examining the effects of a signless roadway : holographic traffic control devices and their potential for replacing traditional post-mounted traffic control devices. · 2016 · Noyce, David A. (David Alan), 1961- et al. · archived
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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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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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Impact of non-driving related tasks while operating automated driving systems (ADS): A systematic review ↗ · 2023 · Pradhan, Anuj K. · 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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Exploring naturalistic driving data for distracted driving measures : [research project capsule]. · 2015 · Ishak, Sherif · archived
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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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Distracted Driving Among Newly Licensed Teen Drivers · 2012 · AAA Foundation for Traffic Safety · archived
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Prevalence of and Factors Associated with Distraction Among Public Transit Bus Drivers ↗ · 2014 · Griffin, Russell et al. · indexed
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Factors influencing visual search in complex driving environments. · 2016 · Hunter, Michael P. et al. · archived
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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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Automotive Collision Avoidance System Field Operational Test · 2005 · Llaneras, Robert E. 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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U33: Impact of Distraction and Health on Commercial Driving Performance Final Report · 2012 · Fine, Philip Russ et al. · archived
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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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Road sign vision and driver behaviour in work zones · 2019 · Vignali, Valeria et al. · archived
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In-vehicle work zone messages : final report. · 2017 · Craig, Curtis M. et al. · archived
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Research and Design Considerations for Presentation of Non-Safety Related Information via In-Vehicle Displays during Automated Driving ↗ · 2022 · Cauffman, Stephen J. et al. · indexed
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The Dynamic Signalization of Calamity Routes – A Driving Simulator Study · 2015 · Cornu, Joris et al. · archived
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Real-time monitoring of driver distraction: State-of-the-art and future insights · 2023 · Michelaraki, Eva et al. · archived
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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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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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Overhead Guide Sign Visibility Factors, Volume I: Final Report · 1989 · Stein, A. C. et al. · archived
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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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The Role Of Driver Inattention In Crashes; New Statistics From The 1995 Crashworthiness Data System · 1996 · NHTSA · archived
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Systematic Review of Research on Driver Distraction in the Context of Advanced Driver Assistance Systems ↗ · 2021 · Pradhan, Anuj K. · indexed
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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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Distracted Driving: Strategies and State of the Practices · 2019 · Mitran, Elisabeta 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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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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Delineation of Hazards for Older Drivers, Volume II: Appendixes · 1997 · Lerner, Neil D. et al. · archived
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Distracted Motor Vehicle Driving at Highway–Rail Grade Crossings ↗ · 2015 · Tung, Li-Wei et al. · indexed
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DRIVING DISTRACTION DUE TO DRONES · 2018 · Hurwitz, David S. et al. · archived
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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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Driver Distraction Detection Methods: A Literature Review and Framework · 2021 · Kashevnik, Alexey et al. · archived
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Estimation of traffic sign visibility considering local and global features in a driving environment ↗ · 2014 · Doman, Keisuke 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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Risk evaluation for in-vehicle sign information. · 2016 · Schlicht, Erik J. 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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Driving Distractions Perceptions among Young Drivers in an Urban Area of Shah Alam · 2022 · Kamaluddin, Noor Azreena et al. · archived
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Research on the impact of driving environment complexity on driving safety based on Driver Sky View Index (DSVI). · 2026 · Quan, L et al. · archived
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Beyond the Dashboard: Investigating Distracted Driver Communication Preferences for ADAS · 2024 · Hasan, Aamir et al. · archived
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Assessing Driver Distraction From Unmanned Aerial Vehicles and Under‐Bridge Inspection Trucks: A Driving Simulator Study Using Eye Tracker and EEG ↗ · 2026 · Kusha, Zainab Afzali et al. · indexed
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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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The impact of smart driving aids on driving performance and driver distraction · 2011 · Birrell, Stewart A. et al. · archived
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Evaluating In-Car Tasks’ Distraction Effects with Drive-In Lab · 2025 · Kujala, Tuomo et al. · archived
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Effects of In-Vehicle Distracter Complexity on Driving and Emergency Response Performance · 2002 · Manser, Michael P. et al. · archived
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Effects of Reading Text While Driving: A Driving Simulator Study · 2020 · Prevedouros, Panos D et al. · archived
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Traffic control device evaluation program: simulator evaluation of sponsored changeable message signs and in-situ evaluation of rumble strip alternatives. · 2016 · Pike, Adam M. et al. · archived
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The Impact of Pedestrian Distraction on Safety Behaviours at Controlled and Uncontrolled Crossings ↗ · 2023 · O’Dell, Amy et al. · indexed
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Detecting Driver Distraction · 2018 · Eskenazi, Maxine et al. · archived
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Texting While Driving: A Literature Review on Driving Simulator Studies ↗ · 2023 · Voinea, Gheorghe-Daniel et al. · indexed
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Proactive Evaluation of Traffic Signs Using a Traffic Sign Simulator · 2015 · De Ceunynck, Tim et al. · archived
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Crash risk associated with eyes-off-road duration by road control type and intersection type · 2025 · Han, Shu et al. · archived
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The role of driver inattention in crashes: New statistics from the 1995 Crashworthiness Data System ↗ · 1996 · Wang, Jing-Shiarn 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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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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Effect of Driver Age and Distance Guide Sign Format on Driver Attention Allocation and Performance ↗ · 2018 · Zahabi, Maryam et al. · indexed
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Strategies for reducing driver distraction from in-vehicle telematics devices : a discussion document · 2003 · Transport Canada, Road Safety and Motor Vehicle Regulations Directorate · archived
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Distraction and Drowsiness in Motorcoach Drivers: Research Brief · 2016 · NHTSA · archived
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The prevalence of cognitive disengagement in automobile crashes ↗ · 2019 · Wotring, Brian et al. · indexed
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Characterizing Technology's Influence on Distractive Behavior at Signalized Intersections · 2023 · Boni, Jobaidul Alam et al. · archived
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Second-generation UMTRI coding scheme for classifying driver tasks in distraction studies and application to the ACAS FOT video clips. · 2006 · Yee, Serge et al. · archived
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Influence of Task Knowledge and Display Features on Driver Attention to Cluttered Navigation Displays ↗ · 2017 · Pankok, Carl et al. · indexed
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Educating Younger Drivers in the Pacific Northwest Regarding the Dangers of Distracted Driving (Phase II) · 2015 · Hurwitz, David et al. · archived
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Human Machine Interface for Connected Vehicle: Requirements, Development and Assessment · 2021 · Ahmed, Mohamed et al. · archived
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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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Characterizing phone usage while driving: Safety impact from road and operational perspectives using factor analysis ↗ · 2021 · Das, Subasish · indexed
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Effectiveness of Distracted Driving Countermeasures: A Review of the Literature · 2019 · AAA Foundation for Traffic Safety · archived
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Multivariate Statistical Analysis of Public Transit Bus Driver Distraction ↗ · 2012 · D'Souza, Kelwyn et al. · indexed
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AN ANALYSIS OF DRIVING ACCIDENT NARRATIVES AS A MEANS OF DETERMINING PROBLEMS CAUSED BY IN-VEHICLE VISUAL ALLOCATION AND VISUAL WORKLOAD ↗ · 1996 · Wierwille, Walter W. 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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Driver Distraction: A Naturalistic Observation of Secondary Behaviors With the Use of Driver Assistance Systems · 2005 · Sayer, James R et al. · archived
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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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Context-Aware Quantitative Risk Assessment Machine Learning Model for Drivers Distraction · 2024 · Fasanmade, Adebamigbe et al. · archived
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Moving Map Displays: Using CTIL and Eye Tracking Technologies to Measure Distraction in Locomotive Cabs · 2015 · Fisher, Donald L. et al. · archived
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Evaluating the Effects of Connected Vehicle Weather and Work Zone Warnings on Truck Drivers’ Workload and Distraction using Eye Glance Behavior ↗ · 2020 · Raddaoui, Omar et al. · indexed
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Effectiveness of Entertaining, Non-Traffic-Related Messages on Dynamic Message Signs · 2021 · Kondyli, Alexandra et al. · archived
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Bilingual Variable Message Signs: A Study of Information Presentation and Driver Distraction · 2001 · Jamson, Samantha L et al. · archived
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Quantifying Distraction Potential of Augmented Reality Head-Up Displays for Vehicle Drivers ↗ · 2018 · Kim, Hyungil et al. · indexed
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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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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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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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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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Examining Distracted Drivers' Underestimation of Time and Overestimation of Speed · 2017 · Knodler, Michael A. et al. · archived
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Identifying Mental Frameworks Underlying Driver Behavior in Urban Contexts [Summary] · 2024 · Carver, DeWayne et al. · archived
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Using Microworlds to Design Intelligent Interfaces that Minimize Driver Distraction · 2001 · Kantowitz, Barry H · archived
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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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Behavioral Transportation: The Role of Psychological, Cognitive, and Social Factors in Distracted Driving Behavior ↗ · 2023 · Gabaldon, Janeth · indexed
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Driver Response to Dynamic Message Sign Safety Campaign Messages · 2020 · Shealy, Tripp et al. · archived
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Effects of Guide and Logo Signs on Freeway Driving Behavior ↗ · 2015 · Pankok, Carl et al. · indexed
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Fatalities of Pedestrians, Bicycle Riders, and motorists Due to Distracted driving motor Vehicle Crashes in the U.S., 2005–2010 · 2013 · Stimpson, Jim P. et al. · archived
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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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Considerations for the development of a driver distraction safety rating system for new vehicles · 2020 · Imberger, K · archived
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A driver-distraction-based lane-keeping assistance system · 2007 · Pohl, Jochen 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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Driver distraction in school zones: A roadside observational study in Canada · 2025 · Biondi, FN et al. · archived
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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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Vision-Language Hazard Reasoning for Driver Distraction and Workload Estimation ↗ · 2025 · Ng, Shu-Kay et al. · indexed
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Traffic control device evaluation program : FY 2016. · 2017 · Brimley, Bradford K. et al. · archived
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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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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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Driver Distraction Using Visual-Based Sensors and Algorithms · 2016 · Fernández, Alberto et al. · archived
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The Naturalistic Study of Distracted Driving: Moving from Research to Practice ↗ · 2011 · Hanowski, Richard Joseph · 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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Comparing a driving simulator to the real road regarding distracted driving speed · 2015 · Knapper, Allert et al. · archived
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Sensory and Cognitive Factors Affecting Automotive Head-Up Display Effectiveness ↗ · 1999 · Gish, Kenneth W. et al. · indexed
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Evaluation of Cognitive Distraction in a Real Vehicle Based on the Reflex Eye Movement · 2018 · Son, Le Anh 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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Real-Time Detection of Driver Cognitive Distraction Using Support Vector Machines ↗ · 2007 · Liang, Yulan 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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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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The Influence of Unmanned Aerial Systems on Driving Performance · 2020 · NHTSA · archived
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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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Passenger-Driver Distinguishing Test for Pokémon Go · 2017 · Khanade, Kunal et al. · archived
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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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Bicyclist-evoked arousal and greater attention to bicyclists independently promote safer driving · 2021 · Kim, Andy Jeesu et al. · archived
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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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Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation · 2023 · Regan, Michael A. et al. · archived
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Cost of warning of unseen threats: Unintended consequences of connected vehicle alerts ↗ · 2015 · Chrysler, ST 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 Logo Sign Detection and Hazard Responses during Partially Automated Driving ↗ · 2020 · Cauffman, Stephen J. et al. · indexed
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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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Towards Mitigating Teenagers’ Distracted Driving Behaviors · 2016 · Merrikhpour, Maryam et al. · archived
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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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Distracting or informative? Examining signage for cyclists using eye-tracking · 2022 · Aasvik, Ole et al. · archived
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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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Manual on Real-Time Motorist Information Displays · 1986 · Dudek, Conrad L. et al. · archived
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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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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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Driver’s Safety Assessment In Two-Lane Rural Road Work Zones · 2020 · Valdés-Díaz, Didier M et al. · archived
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Evaluating the Effect of Google Glass on Driver Distraction · 2018 · Fisher, Donald L. et al. · archived
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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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The Effectiveness of Safety Campaign VMS Messages - A Driving Simulator Investigation · 2007 · Jamson, A Hamish · 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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Testing the Effect of Road Traffic Signs′ Informational Value on Driver Behavior ↗ · 1992 · Fisher, James · 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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764 The impact of working memory and selective attention on road safety ↗ · 2016 · Galéra, Cédric 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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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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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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Age Differences in Visual Search for Traffic Signs During a Simulated Conversation ↗ · 2004 · McPhee, Lisa et al. · indexed
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Measuring cognitive distraction in the automobile · 2013 · Strayer, DL 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. · 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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Effects of driver attention on rail crossing safety and : The effects of auditory warnings and driver distraction on rail crossing safety. · 2016 · Landry, Steven et al. · archived
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Presentation factors and driver characteristics affecting road-sign registration ↗ · 1986 · Milošević, Staniša 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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Distraction of Connected Vehicle Human–Machine Interface for Truck Drivers ↗ · 2020 · Yang, Guangchuan 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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Educating Idaho Teenage Drivers of the Dangers of Distracted Driving · 2017 · Larrea, Meagan et al. · archived
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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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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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Cognitive Distraction Detection Using Gaze and Pupil with an Interpretable Approach · 2025 · Tamura, Kimimasa et al. · archived
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Wrong Way Driving – Road Safety Audit Prompt List · 2013 · NHTSA · 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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Impact of Wind Turbine Distraction on Crash Severity: Assessment and Prediction Study · 2025 · Alhomaidat, Fadi et al. · archived
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Human Factors of Visual and Cognitive Performance in Driving · 2008 · Castro, Cándida · archived
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Detecting driver distraction using stimuli-response EEG analysis · 2019 · Bajwa, Garima et al. · archived
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Multimodal Detection of Driver Distraction · 2017 · Eskenazi, Maxine 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 effects of text messaging on young novice driver performance ↗ · 2005 · Hosking, Simon G. et al. · indexed
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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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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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Driving Simulator Studies of the Effectiveness of Countermeasures to Prevent Wrong-Way Crashes · 2015 · Boot, Walter R. et al. · archived
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Test–Retest Reliability of the Susceptibility to Driver Distraction Questionnaire · 2015 · Marulanda, Susana 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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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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Safety Enhancement by Detecting Driver Impairment Through Analysis of Real-Time Volatilities [Research Brief] · 2023 · Khattak, Asad J. · archived
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Augmented Reality for Safer Pedestrian-Vehicle Interactions · 2018 · Noyce, David A. et al. · archived
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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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Non-intrusive Detection of Driver Distraction using Machine Learning Algorithms ↗ · 2010 · Fabio, Tango 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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Driver Distraction: A Perennial but Preventable Public Health Threat to Adolescents ↗ · 2014 · Bingham, C. Raymond · indexed
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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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THE EFFECTIVENESS OF PROVISION OF NEW STATIC INFORMATION SIGNAGE: A CASE STUDY OF INTERNATIONAL ISLAMIC UNIVERSITY MALAYSIA, GOMBAK CAMPUS · 2012 · Sahrir, Syazwani et al. · archived
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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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Analysis of Driver Distraction Behaviour Causing Risk of Accidents in Jordan · 2023 · Abojaradeh, Mohammad · archived
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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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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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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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Safety climate and the distracted driving experiences of truck drivers ↗ · 2015 · Swedler, David et al. · indexed
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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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Enhancing Motorist Understanding of Variable Message Signs ↗ · 2005 · Wang, Jyh-Hone et al. · indexed
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Traveler Information Requirements During Nonrecurring Events · 2019 · Balk, Stacy A. et al. · archived
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The UAB University Transportation Center update : Vol. 4, No. 1. · 2010 · NHTSA · archived
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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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Eye Fixations on Advertisements and Memory for Brands: A Model and Findings ↗ · 2000 · Wedel, Michel et al. · indexed
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Nature imagery's influence on ERN amplitude: an examination of Attention Restoration Theory using EEG · 2025 · Strayer, David L. · archived
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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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Arizona Highways Magazine’s Impact on Tourism: Final Report 568 · 2005 · Andereck, Kathleen L. et al. · archived
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ARGUMENTAÇÃO JURÍDICA PARA SUPRESSÃO DE ÁRVORES NATIVAS NAS FAIXAS DE DOMÍNIO · 2015 · Maia, Dayane Thomazi et al. · archived
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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