Exploring the effect of COVID-19 on driver injury severities in freeway single-vehicle crashes accounting for unobserved heterogeneity

Mouyid Islam , Robert Bertini
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Abstract

The COVID-19 pandemic, characterized by travel restrictions and reduced traffic volumes, heightened the risk of severe single-vehicle crashes on Florida's freeways. This study utilized random parameter multinomial logit models, accounting for heterogeneity in means and variances, to analyze driver injury severities in 2020 and compare variations in the magnitude of factors contributed to these injuries across different freeway systems. The estimated models identified 31 statistically significant variables across Florida's major freeways (I-4, I-10, I-75, and I-95). Among these variables, only two—normal driving and restraint usage—were statistically significant across all four freeway systems. Moreover, the model results indicated that factors contributing to severe driver injuries were most prominent on I-95 compared to the other freeways in 2020. These findings improve our understanding of freeway safety measures during a pandemic and provide valuable insights to enhance traffic management strategies for state highway agencies, prioritizing operational safety in potential future pandemics.

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探索COVID-19对高速公路单车碰撞中驾驶员伤害严重程度的影响,考虑未观察到的异质性
COVID-19 大流行的特点是旅行限制和交通流量减少,这增加了佛罗里达州高速公路上发生严重单车碰撞事故的风险。本研究利用随机参数多叉 logit 模型,考虑到均值和方差的异质性,分析了 2020 年驾驶员受伤的严重程度,并比较了不同高速公路系统中造成这些伤害的因素的大小差异。估计模型确定了佛罗里达州主要高速公路(I-4、I-10、I-75 和 I-95)中 31 个具有统计意义的变量。在这些变量中,只有正常驾驶和使用约束装置这两个变量在所有四个高速公路系统中都具有统计意义。此外,模型结果表明,与 2020 年的其他高速公路相比,造成严重驾驶员伤害的因素在 I-95 上最为突出。这些发现加深了我们对大流行病期间高速公路安全措施的理解,并为各州高速公路机构加强交通管理策略提供了有价值的见解,使其在未来可能发生的大流行病中优先考虑运营安全。
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来源期刊
CiteScore
6.40
自引率
14.30%
发文量
79
审稿时长
>12 weeks
期刊介绍: Transportation Letters: The International Journal of Transportation Research is a quarterly journal that publishes high-quality peer-reviewed and mini-review papers as well as technical notes and book reviews on the state-of-the-art in transportation research. The focus of Transportation Letters is on analytical and empirical findings, methodological papers, and theoretical and conceptual insights across all areas of research. Review resource papers that merge descriptions of the state-of-the-art with innovative and new methodological, theoretical, and conceptual insights spanning all areas of transportation research are invited and of particular interest.
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