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分析驾驶员伤害严重程度:超速和非超速驾驶事故的比较,考虑了时间和未观测到的效应。

Analysis of driver-injury severity: a comparison between speeding and non-speeding driving crash accounting for temporal and unobserved effects.

机构信息

School of Transportation Engineering, Institute of Engineering, Suranaree University of Technology, Nakhon Ratchasima, Thailand.

Department of Management, Faculty of Business Administration, Rajamangala University of Technology Isan, Nakhon Ratchasima, Thailand.

出版信息

Int J Inj Contr Saf Promot. 2022 Dec;29(4):475-488. doi: 10.1080/17457300.2022.2081983. Epub 2022 Jun 2.

Abstract

This paper aims to investigate the differences between temporal stability of factors influencing driver-injury severities in crashes involving speeding and non-speeding driving using a six-year (2012-2017) crash data in Thailand. With two possible driver injury severity outcomes (no/minor and severe/fatal), random parameter binary logit models, that allow for heterogeneity in means and variances, were estimated to fully account for unobserved heterogeneities (i.e., allow crash-level factors to vary across crashes and to influence random parameter distribution). While most factors were unstable over time, speeding crash models result showed that stable factors decreasing probability of severe/fatal injury were restraint, van, passenger car, pickup truck, running-off-road on straight and hitting guardrail and mounting traffic island; whereas stable factor increasing probability of severe/fatal injury were central/eastern/southern regions. In non-speeding driving crash model, stable factors decreasing probability of severe/fatal injury were restraint, truck, and running-off-road on straight and hitting guardrail; whereas stable factors increasing probability of severe and fatal injury were under influence of alcohol and van. The findings of this research could potentially be utilized to improve highway safety and facilitate the development of more effective crash injury mitigation policies. Practical-related recommendation based on the results is also provided.

摘要

本文旨在利用泰国六年(2012-2017 年)的事故数据,研究影响超速和非超速驾驶事故中驾驶员伤害严重程度的因素在时间上的稳定性差异。对于两种可能的驾驶员伤害严重程度结果(无/轻微和严重/致命),采用随机参数二元对数模型进行了估计,该模型允许均值和方差存在异质性,从而充分考虑了未观察到的异质性(即允许碰撞级别因素在碰撞之间变化并影响随机参数分布)。虽然大多数因素随时间不稳定,但超速碰撞模型结果表明,降低严重/致命伤害概率的稳定因素是约束、厢式货车、乘用车、皮卡、直道偏离道路、撞到护栏和撞击交通岛;而增加严重/致命伤害概率的稳定因素是中东部/南部地区。在非超速驾驶碰撞模型中,降低严重/致命伤害概率的稳定因素是约束、卡车和直道偏离道路并撞到护栏;而增加严重和致命伤害概率的稳定因素是在酒精和厢式货车的影响下。本研究的结果可能有助于提高公路安全水平,并促进制定更有效的事故伤害缓解政策。还根据研究结果提供了相关的实际建议。

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