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Res."},{"issue":"6","key":"10.1016\/j.aap.2024.107800_b0315","doi-asserted-by":"crossref","first-page":"820","DOI":"10.1016\/j.amepre.2016.11.030","article-title":"Universal motorcycle helmet laws to reduce injuries: a community guide systematic review","volume":"52","author":"Peng","year":"2017","journal-title":"Am. J. Prev. Med."},{"issue":"9","key":"10.1016\/j.aap.2024.107800_b0320","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1038\/s41562-021-01181-x","article-title":"A worldwide assessment of changes in adherence to COVID-19 protective behaviours and hypothesized pandemic fatigue","volume":"5","author":"Petherick","year":"2021","journal-title":"Nat. Hum. Behav."},{"key":"10.1016\/j.aap.2024.107800_b0325","doi-asserted-by":"crossref","DOI":"10.1016\/j.amar.2023.100305","article-title":"Exploring variations and temporal instability of factors affecting driver injury severities between different vehicle impact locations under adverse road surface conditions","volume":"40","author":"Ren","year":"2023","journal-title":"Analytic Methods in Accident Research"},{"key":"10.1016\/j.aap.2024.107800_b0330","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1016\/j.aap.2016.03.002","article-title":"Motorcycle helmet use and the risk of head, neck, and fatal injury: revisiting the Hurt Study","volume":"91","author":"Rice","year":"2016","journal-title":"Accid. Anal. Prev."},{"key":"10.1016\/j.aap.2024.107800_b0335","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1016\/j.aap.2011.02.025","article-title":"Severity of motorcycle crashes in Calgary","volume":"49","author":"Rifaat","year":"2012","journal-title":"Accid. Anal. Prev."},{"issue":"5","key":"10.1016\/j.aap.2024.107800_b0340","doi-asserted-by":"crossref","first-page":"955","DOI":"10.1016\/j.aap.2006.12.016","article-title":"Probabilistic models of motorcyclists\u2019 injury severities in single-and multi-vehicle crashes","volume":"39","author":"Savolainen","year":"2007","journal-title":"Accid. Anal. Prev."},{"issue":"34","key":"10.1016\/j.aap.2024.107800_b0345","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1177\/0361198118797825","article-title":"Risky ride or carefree drive? an analysis of virginia\u2019s moped safety and registration law on operator collision and injury outcomes","volume":"2672","author":"Seymour","year":"2018","journal-title":"Transp. Res. Rec."},{"key":"10.1016\/j.aap.2024.107800_b0350","doi-asserted-by":"crossref","first-page":"30","DOI":"10.1016\/j.amar.2014.03.002","article-title":"A latent class analysis of single-vehicle motorcycle crash severity outcomes","volume":"2","author":"Shaheed","year":"2014","journal-title":"Analytic Methods in Accident Research"},{"key":"10.1016\/j.aap.2024.107800_b0355","series-title":"Traffic Safety and Human Behavior","first-page":"927","article-title":"Motorcyclists and Riders of Other Powered Two-Wheelers (PTWs)","author":"Shinar","year":"2017"},{"key":"10.1016\/j.aap.2024.107800_b0360","unstructured":"Signal Four Analytics (S4A)., 2014. FDOT Transportation Data Symposium. GeoPlan Center, University of Florida. Available at: https:\/\/www.fdot.gov\/docs\/default-source\/statistics\/symposium\/2014\/Signal4Analytics.pdf."},{"key":"10.1016\/j.aap.2024.107800_b0365","doi-asserted-by":"crossref","DOI":"10.1016\/j.aap.2023.107175","article-title":"Bivariate joint analysis of injury severity of drivers in truck-car crashes accommodating multilayer unobserved heterogeneity","volume":"190","author":"Song","year":"2023","journal-title":"Accid. Anal. Prev."},{"key":"10.1016\/j.aap.2024.107800_b0370","series-title":"Assistive Technology: Principles and Applications for Communication Disorders and Special Education","first-page":"413","article-title":"Assistive Technology for Mobility, Seating, and Positioning","author":"Srinivasan","year":"2011"},{"key":"10.1016\/j.aap.2024.107800_b0375","unstructured":"Florida Statutes, 2023. State Uniform Traffic Control. XXXIII, Chapter 316."},{"key":"10.1016\/j.aap.2024.107800_b0380","doi-asserted-by":"crossref","DOI":"10.1016\/j.aap.2020.105686","article-title":"Adolescent driving behavior before and during restrictions related to COVID-19","volume":"144","author":"Stavrinos","year":"2020","journal-title":"Accid. Anal. Prev."},{"key":"10.1016\/j.aap.2024.107800_b0385","doi-asserted-by":"crossref","first-page":"749","DOI":"10.1016\/j.trc.2015.04.010","article-title":"Eco-driving training of professional bus drivers\u2013does it work?","volume":"58","author":"Sullman","year":"2015","journal-title":"Transportation Research Part c: Emerging Technologies"},{"key":"10.1016\/j.aap.2024.107800_b0390","doi-asserted-by":"crossref","first-page":"381","DOI":"10.1007\/s40996-020-00453-2","article-title":"Analysis of driver and vehicle characteristics involved in red-light running crashes: Isfahan Iran","volume":"45","author":"Tavakoli","year":"2021","journal-title":"Iranian Journal of Science and Technology, Transactions of Civil Engineering"},{"key":"10.1016\/j.aap.2024.107800_b0395","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1016\/j.tranpol.2021.06.010","article-title":"A paradigm shift in urban mobility: policy insights from travel before and after COVID-19 to seize the opportunity","volume":"110","author":"Thombre","year":"2021","journal-title":"Transp. 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Fatality Analysis Reporting System [Data file]. http:\/\/www.nhtsa.gov\/ FARS."},{"key":"10.1016\/j.aap.2024.107800_b0410","doi-asserted-by":"crossref","DOI":"10.1016\/j.amar.2022.100249","article-title":"Evaluating gender differences in injury severities of non-helmet wearing motorcyclists: accommodating temporal shifts and unobserved heterogeneity","volume":"36","author":"Wang","year":"2022","journal-title":"Analytic Methods in Accident Research"},{"issue":"3","key":"10.1016\/j.aap.2024.107800_b0415","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1080\/17457300.2023.2200768","article-title":"Differences in single-vehicle motorcycle crashes caused by distraction and overspeed behaviors: considering temporal shifts and unobserved heterogeneity in prediction","volume":"30","author":"Wang","year":"2023","journal-title":"Int. J. Inj. Contr. Saf. Promot."},{"key":"10.1016\/j.aap.2024.107800_b0420","article-title":"Evaluating helmet-wearing of single-vehicle overspeeding motorcycle crashes: insights from temporal instability in parsimonious pooled framework","volume":"2331644","author":"Wang","year":"2024","journal-title":"Traffic Inj. 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