10th International Driving Symposium On Human Factors In .

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10th International Driving Symposiumon Human Factors in Driver Assessment,Training, and Vehicle DesignThe Eldorado HotelSanta Fe, New Mexico, USAJune 24-27, 2019

DRIVING ASSESSMENT 2019 COMMITTEESConferenceAdministratorKathy Mae HoletonPhotographerSusan McClellenGeneral Co-ChairsLinda BoyleCher CarneyJohn D. LeeDan McGeheeMatt RizzoConferenceAssistantsVictoria FruehBecky HiebertHaley KampschniederScientific Review CommitteeShubham Agrawal, Purdue UniversityEmmanuel (Abiodun) Akinwuntan, University of Kansas Medical CenterAreen Alsaid, University of Wisconsin–MadisonDavid Anderson, University of Nebraska Medical CenterLinda Angell, Touchstone Evaluations, Inc.Wael Awad, Omrania & Associates ̶ JordanCarryl Baldwin, George Mason UniversityGeorge (Scott) Baldwin, TRC, IncStacy Balk, LeidosShan Bao, University of Michigan Transportation Research InstituteEnsar Becic, National Transportation Safety BoardFrancesco Biondi, University of Windsor ̶ CanadaLinda Boyle, University of WashingtonJulian Brinkley, Clemson UniversityTimothy Brown, University of IowaMarie-Pierre Bruyas, IFSTTAR ̶ FranceJeff Caird, University of Calgary ̶ CanadaCher Carney, University of IowaNick Cassavaugh, University of Indiana BloomingtonJudith Charlton, Monash University Accident Research Centre ̶ AustraliaKuan-Hua Chen, UC BerkeleyDean Chiang, Dynamic Research, Inc.Susan Chrysler, Texas A&M Transportation InstituteJoel Cooper, University of UtahNicole Corcoran, University of IowaCurtis Craig, University of MinnesotaAriane Cuenen, Transportation Research Institute of Hasselt University ̶ BelgiumAsaf Degani, General Motors R&D ̶ IsraelHannes Devos, University of Kansas Medical CenterAnne Dickerson, East Carolina UniversityJosh Domeyer, Toyota Motor North AmericaMichelle Doumen, Institute for Road Safety Research ̶ the NetherlandsBeth Ebel, University of WashingtonMike Flannagan, University of Michigan Transportation Research InstituteSylvain Gagnon, University of Ottawa ̶ CanadaJohn Gaspar, University of IowaAndy Gellatly, General Motorsi

Deepta Ghate, University of Nebraska Medical CenterMahtab Ghazizadeh, Apple Inc.Masoud Ghodrat Abadi, California State University, SacramentoHuizhong Guo, University of WashingtonBrendan Hafferty, FORUM8 ̶ United KingdomJoanne Harbluk, Transport Canada ̶ CanadaBruce Haycock, Toronto Rehabilitation Institute-UHN ̶ CanadaSebastian Hergeth, BMW Group ̶ GermanyWilliam (Bill) Horrey, AAA Foundation for Traffic SafetyDavid Hurwitz, Oregon State UniversityJames Jenness, WestatHeejin Jeong, University of Michigan Transportation Research InstituteAtefeh Katrahmani, Western New England UniversityThomas Kerwin, Ohio State UniversitySatoshi Kitazaki, National Institute of Advanced Industrial Science and Technology ̶ JapanCharlie (Sheila) Klauer, Virginia Tech Transportation InstituteRon Knipling, Safety for the Long Haul, Inc.Mike Knodler, University of Massachuesetts AmhurstDev Kochhar, Ford Motor CompanySjaan Koppel, Monash University Accident Research Centre ̶ AustraliaAndrew Kun, University of New HampshireMartin Lavalliere, University of Quebec ̶ CanadaJohn D. Lee, University of Wisconsin–MadisonYi-Ching Lee, George Mason UniversityNeil Lerner, RetiredBen Lester, Exponent, Inc.Yulan Liang, Liberty Mutual Insurance GroupBrian T.W. Lin, University of Michigan Transportation InstituteTom Marcotte, University of California, San DiegoDawn Marshall, University of IowaDan McGehee, University of IowaGerald McGwin, University of Alabama at BirminghamScott McIntyre, Arizona State University at Lake HavasuBenjamin McManus, Universityof Alabama at BirminghamTom McWilliams, MITBruce Mehler, MIT AgeLabGary Milavetz, University of IowaChristopher Mitropoulos-Rundus, Univeristy of IowaDavid Mitropoulos-Rundus, Hyundai Motor GroupLisa Molnar, University of Michigan Transportation Research InstituteKaren Molyneux, OTNZ-WNA, Convenor , Driving SIG ̶ New ZealandNichole Morris, University of MinnesotaMark Nawrot, North Dakota State UniversityLuke Neurauter, Virginia Tech Transportation InstituteRui Ni, Wichita State UniversityThomas (Zach) Noonan, University of IowaDavid Noyce, University of Wisconsin–MadisonJoel O'Brian, Research Collective, LLCii

Michele Oliver, University of Guelph ̶ CanadaElizabeth O'Neal, University of IowaBenjamin Osafo-Yeboah, Ford Motor CompanyAndrew Parkes, Coventry University ̶ United KingdomMarco Pasetto, University of Padua ̶ ItalyDana Plude, National Institute on AgingAnuj K. Pradhan, University of Massachusetts AmherstElizabeth Pulver, State Farm InsuranceArmin Raels Hosseiny, Ford Motor CompanyBryan Reimer, MIT AgeLabMichelle Reyes, University of IowaMaria Rimini-Döring, Robert Bosch GmbH ̶ GermanyMatt Rizzo, University of Nebraska Medical CenterRichard Romano, University of Leeds ̶ United KingdomMatt Romoser, Western New England UniversitySteven Savage, Harvard UniversityTina Sayer, ToyotaKatja Schleinitz, TÜV/DEKRA arge tp 21 ̶ GermanyChris Schwarz, University of IowaSean Seaman, Touchstone Evaluations, Inc.Teresa Senserrick, Queensland University of Technology ̶ AustraliaJohn Sullivan, University of Michigan Transportation Research InstituteAustin Svancara, University of Alabama at BirminghamMark Symmons, Australian Catholic University ̶ AustraliaLana Trick, University of Guelph ̶ CanadaOmer Tsimhoni, General MotorsRick Tyrrell, Clemson UniversityErgun Uc, University of IowaJudith Urlings, Happy Aging/Transportation Research Institute of Hasselt University ̶ BelgiumElizabeth Walshe, University of PennsylvaniaNathan (Nate) Ward, Tufts UniversityMark Wilkinson, University of IowaBenjamin Wolfe, MITKun-Feng Wu, National Chiao Tung University ̶ TaiwanYusuke Yamani, Old Dominion UniversityDavid Yang, AAA Foundation for Traffic SafetyHonda Outstanding Student Paper Award Review CommitteeTimothy Brown, University of IowaWilliam (Bill) Horrey, AAA Foundation for Traffic SafetyBen Lester, Exponent, Inc.Yulan Liang, Liberty Mutual Insurance GroupRui Ni, Wichita State UniversityBryan Reimer, MIT AgeLabOmer Tsimhoni, General MotorsKun-Feng Wu, National Chiao Tung University ̶ Taiwaniii

DRIVING ASSESSMENT 2019 SPONSORS AND EXHIBITORSPRINCIPAL SPONSORAmerican Honda Motor Co., Inc.CO-SPONSORSAAA Foundation for Traffic SafetyToyota North America R&DUniversity of Kansas Medical CenterU.S. DOT Federal Highway AdministrationU.S. DOT National Highway Traffic Safety AdministrationWürzburg Institute for Traffic Sciences (WIVW GmbH)EXHIBITORSDriveSafety, Inc.Realtime Technologies, Inc.SmartEye ABToyota Collaborative Safety Research CenterUniversity of Iowa National Advanced Driving Simulator (NADS)Würzburg Institute for Traffic Sciences (WIVW GmbH)iv

DRIVING ASSESSMENT 2019 ACKNOWLEDGEMENTSThe organizers of Driving Assessment 2019 thank the following individuals andorganizations for their continued support and advice. Without their help we would notbe able to provide such a high quality symposium.Generous funding to support this conference was secured by: Doug Longhitano,American Honda Motor Co., Inc.; John Lenneman, Toyota Collaborative Safety ResearchCenter; David Yang, AAA Foundation for Traffic Safety; Abiodun E. Akinwuntan,University of Kansas Medical Center School of Health Professionals; Brian Philips, USDOT Federal Highway Administration, Christian Jerome, US DOT National HighwayTraffic Safety Administration; Katharina Wiedemann, Nadja Schömig, WürzburgInstitute for Traffic Sciences (WIVW GmbH); Steven Hallmark, DriveSafety, Inc.; JasonFrancisco, Heather Stoner, and Clayne Woodbury, Realtime Technologies, Inc.; BrantHayes and Jessica Louis, Smart Eye AB; and Andrew Veit, University of Iowa NationalAdvanced Driving Simulator.We thank all members of the Scientific and Honda Outstanding Student Paper AwardReview Committees for their time and effort in evaluating the many paper submissions.We also appreciate the splendid work of the following people who helped make DA2019a successful symposium. Anna Dizack, UI National Advanced Driving Simulator, VictoriaFrueh, Cambridge Investment Research, Becky Hiebert, Haley Kampschnieder,University of Nebraska Medical Center, and Susan McClellen, UI Media Creative Group.Individuals with disabilities are encouraged to attend all University of Iowa-sponsored events. If you are aperson with a disability who requires an accommodation in order to participate in this program, pleaseemail Kathy Holeton, Driving Assessment 2019, in advance at kathy-holeton@uiowa.edu.v

10th International Driving Symposium on Human Factors in DriverAssessment, Training and Vehicle DesignJune 24-27, 2019All events are open to registered participantsMonday, June 24, 201912:00 pm – 6:00 pmEarly RegistrationConcourse1:30 pm – 6:00 pmExhibitors Set UpAnasazi Ballroom6:30 pm – 9:00 pmWelcome Reception-Taste of New MexicoCava LoungeTuesday, June 25, 20197:30 am – 3:30 pmRegistration OpenConcourse7:30 am – 8:45 amContinental BreakfastConcourse7:30 am – 1:30 pmPoster Session A Set UpAnasazi Ballroom8:00 am – 5:00 pmExhibitors AvailableAnasazi Ballroom8:30 am – 9:30 amToyota Distinguished Keynote SpeakerBryant Walker Smith(University of South Carolina)“From Trusted Technologies to Trustworthy Companies” (1)Eldorado Ballroom9:30 am – 10:00 amBreak (refreshments available by exhibition booth area)Anasazi Ballroom10:00 am – 11:45 amSession 1 – Driver Behavior, Distraction and Crash RiskModerator: Lana Trick (9)*(University of Guelph – CANADA)Eldorado Ballroom10:00 am – In the Context of Whole Trips: New Insights Into DriverManagement of Attention and Tasks (2) Linda Angell, Sean Seaman, RashmiPayyanadan, Wayne Biever (Touchstone Evaluations, Inc.), Bobbie Seppelt, BruceMehler, Bryan Reimer (Massachusetts Institute of Technology AgeLab, New EnglandUniversity Transportation Center)10:20 am – Mind-Wandering and Driving: Comparing Thought Report andIndividual Difference Measures (3) Heather Walker, Lana Trick (University ofGuelph – CANADA)10:40 am – Vehicle Familiarity and Relative Risk of Fatal CrashInvolvement (4) Brian C. Tefft, Aaron Benson, William Horrey (AAA Foundationfor Traffic Safety)1*Years of conference attendance

11:00 am – Recognition of Manual Driving Distraction Through DeepLearning and Wearable Sensing (5) Li Li, Ziyang Xie, Xu Xu (North CarolinaState University)11:20 am – The Relationship between Sensation Seeking and Speed Choicein Road Environments with Different Levels of Risk (6) Tyron Louw, ForooghHajiseyedjavadi, Hamish Jamson, Richard Romano, Erwin Boer, Natasha Merat(University of Leeds – UNITED KINGDOM)11:45 am – 1:15 pmHonda Luncheon and Outstanding Student Paper Awards CeremonyPresidential Patio (outside)1:30 pm – 3:15 pmSession 2 – Vulnerable Road UsersModerator: Eric Traube (9)*(US DOT National Highway Traffic Safety Administration)Eldorado Ballroom1:30 pm – Impact of Headlight Glare on Pedestrian Detection withUnilateral Cataract (7) Sailaja Manda, Rachel Castle, Alex D. Hwang, Eli Peli(Schepens Eye Research Institute, Harvard Medical School)1:50 pm – MOVE-IT: Development and Evaluation of Efficient TrainingProcedures for Elderly Road Users to Support their Driving Competence(8) Stefanie Schoch, Ruth Julier, Ramona Kenntner-Mabiala, Yvonne Kaussner(Würzburg Institute for Traffic Sciences (WIVW) – GERMANY)2:10 pm – Real-Time Effects of Age-Related Cognitive Dysfunction onDriver Vehicle Control (9) Jennifer Merickel, Robin R. High (University ofNebraska Medical Center), Jeffrey D. Dawson (University of Iowa), Matthew Rizzo(University of Nebraska Medical Center)2:30 pm – The Impact of Crosswalk Design on Driver Performance:Implications for Pedestrian Safety (10) Huizhong Guo, Ning Li, Linda Ng Boyle(University of Washington), John K. Lenneman, Tina Sayer (Toyota CollaborativeSafety Research Center)2:50 pm – Dynamics of Pedestrian Crossing Decisions Based on VehicleTrajectories in Large-Scale Simulated and Real-World Data (11) JackTerwilliger, Michael Glazer, Henri Schmidt (Massachusetts Institute of Technology),Josh Domeyer, Heishiro Toyoda (Toyota Collaborative Safety Research Center),Bruce Mehler, Bryan Reimer (Massachusetts Institute of Technology AgeLab & NewEngland University Transportation Center), Lex Fridman (Massachusetts Institute ofTechnology)3:15 pm – 4:45 pmSession 3 - Poster Session AAnasazi BallroomDrivers' Assessment of Hazard Perception (12) Daniela Barragan, Yi-ChingLee (George Mason University)(13) WithdrawnHacking Nonverbal Communication between Pedestrians and Vehicles inVirtual Reality (14) Henri Schmidt, Jack Terwilliger, Dina AlAdawy, Lex Fridman(Massachusetts Institute of Technology)2*Years of conference attendance

Design and Evaluation of Adaptive Collision Avoidance Systems (15)Husam Muslim, Makoto Itoh (University of Tsukuba – JAPAN)A Survey Study Measuring People's Preferences TowardsAutomated and Non-Automated Ridesplitting (16) Fangda Zhang,Shannon Roberts (University of Massachusetts Amherst), Claudia Goldman(General Motors Israel Advanced Technical Center – ISRAEL)Dark Personality and Road Crashes: Mediating Role of Driver Vengeanceand Violations (17) Nebi Sümer (Sabanci University – TURKEY), Bahar Tümer,Uluğhan Ergin, Seda Merve Şahin (Middle East Technical University – TURKEY)Is Driving Simulation a Viable Method for Examining Drivers' EthicalChoices? An Exploratory Study (18) Anuj Pradhan (University of MassachusettsAmherst), Heejin Jeong, Brittany Ross (University of Michigan)Drivers Fail to Calibrate to Optic Flow Speed Changes During AutomatedDriving, (19) Callum Mole, Gustav Markkula, Oscar Giles (University of Leeds –UNITED KINGDOM), Yuki Okafuji (Kobe University – JAPAN), Richard Romano,Natasha Merat, Richard Wilkie (University of Leeds – UNITED KINGDOM)The Effects of Chewing Gum on the Driving Performance of EmergencyMedicine Residents After Overnight Shift Work (20) Maricel Dela Cruz,Muhammad Masood Khalid, Ahmed Mostafa, Jeffrey Foster, Geoffrey Kaump, Rita G.McKeever, & Michael I. Greenberg (Drexel University)An Investigation of Measuring Driver Anger with Electromyography (21)Christopher Saikalis, John Cliburn, Cedric Portea, Yi-Ching Lee (George MasonUniversity)Effect of Alert Presentation Mode and Hazard Direction on DriverTakeover from an Autonomous Vehicle (22) Benjamin Cortens, BlairNonnecke, Lana M. Trick (University of Guelph – CANADA)Effects of Inaccurate Gaze Behavior on Young Drivers’ HazardAnticipation (23) Sarah Yahoodik (Old Dominion University), Nathan Hatfield(Design Interactive, Inc.), Yusuke Yamani (Old Dominion University), Siby Samuel(University of Waterloo – CANADA)Spatially Biased Eye Movements in Older Drivers with Glaucoma and VisualField Defects (24) David Anderson, Deepta A. Ghate, Sachin Kedar, Matthew Rizzo(University of Nebraska Medical Center)Comparing Performance when Using a New Style Large TouchscreenCompared to a Traditional In-Vehicle Touchscreen (25) Timothy Brown, DawnMarshall (University of Iowa), Neil Lerner (Westat)4:45 pm – 5:15 pmPoster Session A Tear Down3*Years of conference attendance

Wednesday, June 26, 20197:30 am – 3:30 pmRegistration OpenConcourse7:30 am – 8:45 amContinental BreakfastConcourse7:30 am – 1:30 pmPoster Session B Set UpAnasazi Ballroom8:00 am – 4:30 pmExhibitors AvailableAnasazi Ballroom8:30 am – 10:15 amSession 4 – Medical ImpairmentsModerator: Abiodun Emmanuel Akinwuntan (10)*(University of Kansas Medical Center)Eldorado Ballroom8:30 am – Using a Driving Simulator to Create a Visual Search Test forDrivers with Parkinson's Disease (26) Hannes Devos (University of KansasMedical Center), Maud Ranchet (IFSTTAR – FRANCE), John C. Morgan (AugustaUniversity), Abiodun E. Akinwuntan (University of Kansas Medical Center)8:50 am – Driving Simulator Performance in the Acute Post-Injury PhaseFollowing a Mild Traumatic Brain Injury Among Young Drivers (27)Despina Stavrinos (University of Alabama at Birmingham), Ginger Yang (NationwideChildren’s Hospital), Thomas Kerwin (Ohio State University), Benjamin McManus,Tyler R. Bell (University of Alabama at Birmingham), Alison Newton, BhavnaSingichetti (Nationwide Children’s Hospital)9:10 am – Task Analysis for Measuring Mobility and Recovery FollowingRight-Sided TKA: Toward Determining Driver Readiness (28) BethanyLowndes, Emily Frankel, Haley Kampschnieder, Jennifer Merickel, Kevin Garvin,Matthew Rizzo (University of Nebraska Medical Center)9:30 am – Magnetoencephalography during Simulated Driving: A NewParadigm for Driver Assessment (29) Elizabeth Walshe (University ofPennsylvania & Children's Hospital of Philadelphia), Flaura K. Winston, Chelsea WardMcIntosh (Children’s Hospital of Philadelphia), Dan Romer (University ofPennsylvania), Timothy Roberts, William Gaetz (Children’s Hospital of Philadelphia)9:50 am – The Effect of a Concussion on the Hazard Anticipation Ability inTeen Drivers (30) Atefeh Katrahmani, Matthew Romoser (Western New EnglandUniversity)10:15 am – 10:45 amBreak (refreshments available at exhibition booth area)Anasazi Ballroom4*Years of conference attendance

10:45 am – 12:30 pmSession 5 – Methods and Data AnalysisModerator: Jim Foley (10)*(CarProf Consulting)Eldorado Ballroom10:45 am – What You See is What You Get? Correspondence of Video andInterview Data on Secondary Task Engagement While Driving-ANaturalistic Driving Study (31) Maria Kreusslein (Chemnitz University ofTechnology – GERMANY), Katja Schleinitz (Chemnitz University of Technology, TÜV DEKRA arge tp 21– GERMANY), Markus Schumacher (Federal Highway ResearchInstitute (BASt) – GERMANY)11:05 am – Predicting a Driver's Personality from Daily Driving Behavior(32) Yuichi Ishikawa, Akihiro Kobayashi, Atsunori Minamikawa, Chihiro Ono (KDDIResearch, Inc. – JAPAN)11:25 am – German Validation of the Prosocial and Aggressive DrivingInventory (PADI) (33) Tanja Stoll, Mirjam Lanzer, Martin Baumann (UlmUniversity – GERMANY)11:45 am – Using Markov Chains to Understand the Sequence of Drivers'Gaze Transitions During Lane-Changes in Automated Driving (34) RafaelGonçalves, Tyron Louw, Ruth Madigan, Natasha Merat (University of Leeds –UNITED KINGDOM)12:05 pm – The Heterogeneity Principle (35) Ron Knipling (Safety for the LongHaul, Inc.), Anders E. af Wählberg (Cranfield University – UNITED KINGDOM)12:30 pm – 2:00 pmBuffet LunchPresidential Patio (outside)2:15 pm – 3:45 pmSession 6 - Poster Session BAnasazi BallroomWhere You Look During Automation Influences Where You Steer AfterTake-Over (36) Callum Mole, Oscar Giles, Natasha Merat, Richard Romano,Gustav Markkula, Richard Wilkie (University of Leeds – UNITED KINGDOM)Mapping Visual Fields in a Panoramic Driving Simulator Under DifferentTask Loads in Patients with Glaucoma (37) Deepta Ghate, David Anderson,Jideofor Ndulue, Robin High, Lynette Smith, Matthew Rizzo (University of NebraskaMedical Center)How Long Does It Take to Relax? Observation of Driver Behavior DuringReal-World Conditionally Automated Driving (38) Kamil Omozik (BMW Group,Technical University of Munich – GERMANY), Yucheng Yang (Technical University ofMunich – GERMANY), Isabella Kuntermann, Sebastian Hergeth (BMW Group –GERMANY), Klaus Bengler (Technical University of Munich – GERMANY)Investigating Pedestrians' Crossing Behaviour During Car DecelerationUsing Wireless Head Mounted Display: An Application Towards theEvaluation of eHMI of Automated Vehicles (39) Yee Mun Lee, Jim Uttley,Albert S. Crusat, Oscar Giles, Richard Romano, Gustav Markkula, Natasha Merat(University of Leeds – UNITED KINGDOM)5*Years of conference attendance

(40) WithdrawnDriving Simulator Assessment of Fitness-to-Drive Following TraumaticBrain Injury (41) Benjamin McManus, Tyler R. Bell, Despina Stavrinos (Universityof Alabama at Birmingham)The Effect of Turn Signal Onset on Lateral Performance Measures WhenOvertaking a Lead Vehicle - Using Naturalistic Driving Environment (42)Brian T.W. Lin (University of Michigan Transportation Research Institute), Shan Bao(University of Michigan Transportation Research Institute, University of MichiganDearborn)Effects of Vo

Matt Rizzo, University of Nebraska Medical Center Richard Romano, University of Leeds ̶ United Kingdom Matt Romoser, Western New England University Steven Savage, Harvard University Tina Sayer, Toyota Katja Schleinitz, TÜV/DEKRA arge tp 21 ̶ Germany Chris Schwarz, University of Iowa Sean Seaman, Touchstone Evaluations, Inc.

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