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Survivability Factors for Cyclists Hit by Motor Vehicles: Evidence from the Canadian National Collision Database

机译:骑自行车者被机动车撞中的生存因素:来自加拿大国家碰撞数据库的证据

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Police-reported data from Transport Canada’s National Collision Database (NCDB) is analyzed with a view to identify and quantify various factors that can impact the survivability of cyclists involved in a motor vehicle collision. A Least Absolute Shrinkage and Selection Operator (LASSO) regression and a multiple imputation (MI) process address the variable selection and missing data problems, respectively. The resulting probabilistic model suggests that collision survivability depends largely on the cyclist’s age and helmet usage. Survivability improves with age up to age 21, peaks for cyclists aged 21 to 34, and falls after age 35. Controlling for age and other factors, a bicycle helmet reduces the risk that a cyclist fatality will occur by approximately 34% (OR: 0.66, 95% CI: 0.56-0.78). Survivability in general and the apparent safety benefits of bicycle helmets in particular do not appear to depend on the sex of the cyclist. Head-on and rear-end collisions tend to be more deadly. Certain environmental and situational variables like strong winds and traffic control devices also appear to impact survivability, independently from the type of collision or the characteristics of the cyclist. There might be opportunities to sensitize cyclists of various age groups about the risks they are exposed to while cycling, and prevent or better protect cyclists from head-on and rear-end collisions.
机译:对加拿大交通部国家碰撞数据库(NCDB)的警方报告数据进行了分析,目的是识别和量化各种因素,这些因素可能会影响与机动车碰撞有关的骑自行车者的生存能力。最小绝对收缩和选择算子(LASSO)回归和多重插补(MI)过程分别解决了变量选择和丢失数据的问题。由此产生的概率模型表明,碰撞的生存能力在很大程度上取决于骑车人的年龄和头盔的使用。生存能力随着年龄的增长而提高,直到21岁,骑自行车者的年龄达到21-34岁的高峰,而到35岁后下降。控制年龄和其他因素,自行车头盔可将骑自行车者死亡的风险降低约34%(或:0.66) ,95%CI:0.56-0.78)。自行车头盔的总体生存能力,尤其是明显的安全益处,似乎并不取决于骑车人的性别。正面碰撞和后端碰撞往往更加致命。某些环境和状况变量(例如大风和交通控制设备)也似乎会影响生存能力,而与碰撞的类型或骑车人的特征无关。可能有机会使各个年龄段的骑车者意识到他们在骑车时所面临的风险,并防止或更好地保护骑车者免受正面碰撞和追尾碰撞。

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