Simons-Morton Bruce
Health Behavior Branch, DIPHR, NICHD, NIH, 6710B Rockledge Room 3166, Bethesda, MD, 20892-7000, USA.
Stat Med. 2017 Oct 30;36(24):3763-3771. doi: 10.1002/sim.7404. Epub 2017 Jul 11.
Although transportation safety has greatly improved over the past 2 decades, motor vehicle crash injuries remain a leading cause of morbidity and mortality, particularly among young drivers. Driver errors and behaviors such as speeding and distraction contribute disproportionately to crashes among inexperienced novices, who develop safe driving judgment only with substantial driving experience, commonly described as the "young driver problem." Research on young drivers has applied a range of research methods, including analyses of national archival data (mainly from police reports), crash analyses, observation of driver behavior, surveys of driver behavior and dispositions, and experimental research on driver behavior and vehicle crash worthiness. Prominent research questions regarding young driver safety include what and how do novices learn to drive safely, what are the predictors of young driver crashes, what is the variability and overtime trajectories of young driver performance and outcomes, and to what extent is the young driver problem due mainly to average population risk or high-risk groups? Current research on young drivers is complicated by small sample sizes, relatively rare events, high within and between group variability, missing data, the need to estimate exposure, and the lack of longitudinal and experimental designs, problems that require complex analytic methods. In this paper, we provide an overview of driving research methods, examples of research addressing the young driver problem, and examples of statistical collaboration on young driver research, focusing particularly on estimating prediction of crash risk and estimating variability in young driver performance and outcomes.
尽管在过去20年里运输安全有了很大改善,但机动车碰撞伤害仍然是发病和死亡的主要原因,尤其是在年轻驾驶员中。驾驶员失误以及超速和分心等行为在缺乏经验的新手引发的撞车事故中所占比例过高,新手只有通过大量驾驶经验才能形成安全驾驶判断力,这就是通常所说的“年轻驾驶员问题”。针对年轻驾驶员的研究采用了一系列研究方法,包括对国家档案数据(主要来自警方报告)的分析、撞车事故分析、驾驶员行为观察、驾驶员行为和性格调查,以及关于驾驶员行为和车辆碰撞安全性的实验研究。关于年轻驾驶员安全的突出研究问题包括新手学习安全驾驶的内容和方式、年轻驾驶员撞车事故的预测因素、年轻驾驶员表现和结果的变异性及随时间变化的轨迹,以及年轻驾驶员问题主要是由一般人群风险还是高风险群体导致的?当前对年轻驾驶员的研究因样本量小、事件相对罕见、组内和组间变异性高、数据缺失、需要估计暴露情况以及缺乏纵向和实验设计而变得复杂,这些问题需要复杂的分析方法。在本文中,我们概述了驾驶研究方法、解决年轻驾驶员问题的研究实例,以及年轻驾驶员研究中的统计合作实例,特别关注碰撞风险预测的估计以及年轻驾驶员表现和结果变异性的估计。