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Zafian T, Ryan A, Agrawal R, Samuel S, Knodler M. Using SHRP2 NDS data to examine infrastructure and other factors contributing to older driver crashes during left turns at signalized intersections. ACCIDENT; ANALYSIS AND PREVENTION 2021; 156:106141. [PMID: 33873135 DOI: 10.1016/j.aap.2021.106141] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Revised: 03/24/2021] [Accepted: 04/12/2021] [Indexed: 06/12/2023]
Abstract
Drivers age 65 and over have higher rates of crashes and crash-related fatalities than other adult drivers and are especially over-represented in crashes during left turns at intersections. This research investigated the use of SHRP2 Naturalistic Driving Study (NDS) data to assess infrastructure and other factors contributing to left turn crashes at signalized intersections, and how to improve older driver safety during such turns. NDS data for trips involving signalized intersections and crash or near-crash events were obtained for two driver age groups: drivers age 65 and over (older drivers) and a sample of drivers age 30-49, along with NDS pre-screening and questionnaire data. Video scoring of all trips was performed to collect additional information on intersection and trip conditions. To identify the most influential factors of crash risk during left turns at signalized intersections, machine learning and regression models were used. The results found that in the obtained NDS dataset, there was a relatively small volume of crashes during left turns at signalized intersections. Further, model results found the statistically significant variables of crash risk for older drivers were associated more with health and cognitive factors rather than the infrastructure or design of the intersections. The results suggest that a study using only SHRP2 NDS data will not lead to definitive findings or recommendations for infrastructure changes to increase safety for older drivers at signalized intersections and during left turns. Moreover, the findings of this study indicates the need to consider other data sources and data collection methods to address this critical literature gap in older driver safety.
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Affiliation(s)
- Tracy Zafian
- UMass Transportation Center, University of Massachusetts Amherst, 214 Marston Hall, 130 Natural Resources Road, Amherst, MA, 01003, USA
| | - Alyssa Ryan
- Department of Civil & Environmental Engineering, University of Massachusetts Amherst, 34 Marston Hall, 130 Natural Resources Road, Amherst, MA, 01003, USA.
| | - Ravi Agrawal
- UMass Transportation Center, University of Massachusetts Amherst, 214 Marston Hall, 130 Natural Resources Road, Amherst, MA, 01003, USA
| | - Siby Samuel
- Department of Systems Design Engineering, University of Waterloo, Department of Systems Design Engineering, 200 University Avenue West, Waterloo, ON, N2L 3G1, Canada
| | - Michael Knodler
- Department of Civil & Environmental Engineering, University of Massachusetts Amherst, 214 Marston Hall, 130 Natural Resources Road, Amherst, MA, 01003, USA
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Patoine A, Mikula L, Mejía-Romero S, Michaels J, Keruzoré O, Chaumillon R, Bernardin D, Faubert J. Increased visual and cognitive demands emphasize the importance of meeting visual needs at all distances while driving. PLoS One 2021; 16:e0247254. [PMID: 33724991 PMCID: PMC7963041 DOI: 10.1371/journal.pone.0247254] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2020] [Accepted: 02/04/2021] [Indexed: 11/19/2022] Open
Abstract
Having an optimal quality of vision as well as adequate cognitive capacities is known to be essential for driving safety. However, the interaction between vision and cognitive mechanisms while driving remains unclear. We hypothesized that, in a context of high cognitive load, reduced visual acuity would have a negative impact on driving behavior, even when the acuity corresponds to the legal threshold for obtaining a driving license in Canada, and that the impact observed on driving performance would be greater with the increase in the threshold of degradation of visual acuity. In order to investigate this relationship, we examined driving behavior in a driving simulator under optimal and reduced vision conditions through two scenarios involving different levels of cognitive demand. These were: 1. a simple rural driving scenario with some pre-programmed events and 2. a highway driving scenario accompanied by a concurrent task involving the use of a navigation device. Two groups of visual quality degradation (lower/ higher) were evaluated according to their driving behavior. The results support the hypothesis: A dual task effect was indeed observed provoking less stable driving behavior, but in addition to this, by statistically controlling the impact of cognitive load, the effect of visual load emerged in this dual task context. These results support the idea that visual quality degradation impacts driving behavior when combined with a high mental workload driving environment while specifying that this impact is not present in the context of low cognitive load driving condition.
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Affiliation(s)
- Amigale Patoine
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Laura Mikula
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Sergio Mejía-Romero
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Jesse Michaels
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Océane Keruzoré
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Romain Chaumillon
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
| | - Delphine Bernardin
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
- Essilor International Research and Development, Essilor Canada Ltd, Montréal, Québec, Canada
| | - Jocelyn Faubert
- Faubert Laboratory, School of Optometry, Université de Montréal, Montréal, Québec, Canada
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Shichrur R, Ratzon NZ, Shoham A, Borowsky A. The Effects of an In-vehicle Collision Warning System on Older Drivers' On-road Head Movements at Intersections. Front Psychol 2021; 12:596278. [PMID: 33679517 PMCID: PMC7932995 DOI: 10.3389/fpsyg.2021.596278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 01/25/2021] [Indexed: 11/13/2022] Open
Abstract
With age might come a decline in crucial driving skills. The effect of a collision warning system (CWS) on older drivers' head movements behavior at intersections was examined. Methods: Twenty-six old-adults, between 55 and 64 years of age, and 16 Older drivers between 65 and 83 years of age, participated in the study. A CWS (Mobileye Inc.) and a front-back in-vehicle camera (IVC) were installed in each of the participants' own vehicles for 6 months. The CWS was utilized to identify unsafe events during naturalistic driving situations, and the IVC was used to capture head direction at intersections. The experimental design was conducted in three phases (baseline, intervention, and carryover), 2 months each. Unsafe events were recorded by the CWS during all phases of the study. In the second phase, the CWS feedback was activated to examine its effect on drivers' head movement' behavior at intersections. Results: Older drivers (65+) drove significantly more hours in total during the intervention phase (M = 79.1 h, SE = 10) than the baseline phase (M = 39.1 h, SE = 5.3) and the carryover phase (M = 37.7 h, SE = 5.4). The study revealed no significant differences between the head movements of older and old-adult drivers at intersections. For intersection on the left direction, a significant improvement in drivers' head movements' behavior was found at T-junctions, turns and four-way intersections from phase 1 to phase 3 (p < 0.01), however, two intersection types presented a decrease along the study phases. The head movements' behavior at roundabouts and merges was better at phase 1 compared to phase 3 (p < 0.01). There was no significant reduction of the mean number of CWS unsafe events across the study phases. Conclusions: The immediate feedback provided by the CWS was effective in terms of participants' head movements at certain intersections but was harmful in others. However, older drivers drove many more hours during the active feedback phase, implying that they trusted the system. Therefore, in the light of this complex picture, using the technological feedback with older drivers should be followed with an additional mediation or follow-up to ensure safety.
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Affiliation(s)
- Rachel Shichrur
- Occupational Therapy Department, Faculty of Health Sciences, Ariel University, Ariel, Israel
| | - Navah Z Ratzon
- Occupational Therapy Department, School of Health Professions, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel
| | - Arava Shoham
- Occupational Therapy Department, School of Health Professions, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv-Yafo, Israel.,Occupational Therapy Clinics, Clalit Health Services, Dimona, Israel
| | - Avinoam Borowsky
- The Department of Industrial Engineering and Management, Ben-Gurion University of the Negev, Be'er-Sheva, Israel
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Beck D, Jung J, Park W. Evaluating the Effects of In-Vehicle Side-View Display Layout Design on Physical Demands of Driving. HUMAN FACTORS 2021; 63:348-363. [PMID: 31721606 DOI: 10.1177/0018720819884781] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
OBJECTIVE A driving simulator study was conducted to comparatively evaluate the effects of three camera monitor system (CMS) display layouts and the traditional side-view mirror arrangement on the physical demands of driving. BACKGROUND Despite the possible benefits of CMS displays in reducing the physical demands of driving, little empirical evidence is available to substantiate these benefits. The effects of CMS display layout designs are not well understood. METHOD The three CMS display layouts varied in the locations of the side-view displays: (A) inside the car near the conventional side-view mirrors, (B) on the dashboard at each side of the steering wheel, and (C) on the center fascia with the displays joined side by side. Twenty-two participants performed a safety-critical lane changing task with each design alternative. The dependent measures were the following: spread of eye movement, spread of head movement, and perceived physical demand. RESULTS Compared with the traditional mirror system, all three CMS display layouts showed a reduction in physical demands, albeit differing in the types/magnitudes of physical demand reduction. CONCLUSION Well-designed CMS display layouts could significantly reduce the physical demands of driving. The physical demands were reduced by placing the CMS displays close to the position of the driver's normal line-of-sight when looking at the road ahead and locating each CMS display on each side of the driver, that is, at locations compatible with the driver's expectation. APPLICATION Physical demand reductions by CMS displays would especially benefit drivers frequently checking the side-view mirrors with large eye/head movements and physically weak/impaired drivers.
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Gagnon S, Stinchcombe A, Curtis M, Kateb M, Polgar J, Porter MM, Bédard M. Driving safety improves after individualized training: An RCT involving older drivers in an urban area. TRAFFIC INJURY PREVENTION 2019; 20:595-600. [PMID: 31329470 DOI: 10.1080/15389588.2019.1630826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 06/06/2019] [Accepted: 06/07/2019] [Indexed: 06/10/2023]
Abstract
Objective: This study aimed to reproduce the results of a previous investigation on the safety benefits of individualized training for older drivers. We modified our method to address validity and generalizability issues. Methods: Older drivers were randomly assigned to one of the 3 arms: (1) education alone, (2) education + on road training, and (3) education + on road + simulator training. Older drivers were recruited from a larger urban community. At the pre- and posttests (separated by 4 to 8 weeks) participants followed driving directions using a Global Positioning System (GPS) navigation system. Results: Our findings support the positive influence of individualized on-road training for urban-dwelling older drivers. Overall, driving safety improved among drivers who received on-road training over those who were only exposed to an education session, F(1, 40) = 11.66, P = .001 (26% reduction in total unsafe driving actions [UDAs]). Statistically significant improvements were observed on observation UDAs (e.g., scanning at intersections, etc.), compliance UDAs (e.g., incomplete stop), and procedural UDAs (e.g., position in lane). Conclusion: This study adds to the growing evidence base in support of individualized older driver training to optimize older drivers' safety and promote continued safe driving.
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Affiliation(s)
- S Gagnon
- a School of Psychology, University of Ottawa , Ottawa , Ontario , Canada
| | - A Stinchcombe
- a School of Psychology, University of Ottawa , Ottawa , Ontario , Canada
- b Faculty of Human Sciences, Saint Paul University (Ottawa) , Ottawa , Ontario , Canada
| | - M Curtis
- a School of Psychology, University of Ottawa , Ottawa , Ontario , Canada
| | - M Kateb
- a School of Psychology, University of Ottawa , Ottawa , Ontario , Canada
| | - J Polgar
- c School of Occupational Therapy, Western University , London , Ontario , Canada
| | - M M Porter
- d Centre on Aging, and Faculty of Kinesiology and Recreation Management, University of Manitoba , Winnipeg , Manitoba , Canada
| | - M Bédard
- e Department of Health Sciences, Lakehead University , Thunder Bay , Ontario , Canada
- f Centre for Applied Health Research, St. Joseph's Care Group , Thunder Bay , Ontario , Canada
- g Centre for Research on Safe Driving, Lakehead University , Thunder Bay , Ontario , Canada
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Wood JM, Owsley C. Vision and driving: a look at the research road ahead. Clin Exp Optom 2017; 99:393-4. [PMID: 27593521 DOI: 10.1111/cxo.12450] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Joanne M Wood
- School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Queensland, Australia.
| | - Cynthia Owsley
- Department of Ophthalmology, University of Alabama, Birmingham, Alabama, USA
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Yamani Y, Horrey WJ, Liang Y, Fisher DL. Age-Related Differences in Vehicle Control and Eye Movement Patterns at Intersections: Older and Middle-Aged Drivers. PLoS One 2016; 11:e0164124. [PMID: 27736887 PMCID: PMC5063476 DOI: 10.1371/journal.pone.0164124] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Accepted: 09/20/2016] [Indexed: 11/28/2022] Open
Abstract
Older drivers are at increased risk of intersection crashes. Previous work found that older drivers execute less frequent glances for detecting potential threats at intersections than middle-aged drivers. Yet, earlier work has also shown that an active training program doubled the frequency of these glances among older drivers, suggesting that these effects are not necessarily due to age-related functional declines. In light of findings, the current study sought to explore the ability of older drivers to coordinate their head and eye movements while simultaneously steering the vehicle as well as their glance behavior at intersections. In a driving simulator, older (M = 76 yrs) and middle-aged (M = 58 yrs) drivers completed different driving tasks: (1) travelling straight on a highway while scanning for peripheral information (a visual search task) and (2) navigating intersections with areas potential hazard. The results replicate that the older drivers did not execute glances for potential threats to the sides when turning at intersections as frequently as the middle-aged drivers. Furthermore, the results demonstrate costs of performing two concurrent tasks, highway driving and visual search task on the side displays: the older drivers performed more poorly on the visual search task and needed to correct their steering positions more compared to the middle-aged counterparts. The findings are consistent with the predictions and discussed in terms of a decoupling hypothesis, providing an account for the effects of the active training program.
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Affiliation(s)
- Yusuke Yamani
- Department of Psychology, Old Dominion University, Norfolk, VA, United States of America
- * E-mail:
| | - William J. Horrey
- Center for Behavioral Science, Liberty Mutual Research Institute for Safety, Hopkinton, MA, United States of America
| | - Yulan Liang
- Center for Behavioral Science, Liberty Mutual Research Institute for Safety, Hopkinton, MA, United States of America
| | - Donald L. Fisher
- Department of Industrial and Mechanical Engineering, University of Massachusetts, Amherst, MA, United States of America
- Volpe National Transportation Center, Cambridge, MA, United States of America
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