Research Administration and Development, University of Limpopo, Polokwane, South Africa.
J Environ Public Health. 2022 Feb 21;2022:5040435. doi: 10.1155/2022/5040435. eCollection 2022.
Globally, road traffic accidents are a major cause of death and severe injuries. It is estimated that the number of deaths on the world's roads at 1.5 million per annum puts road traffic injuries as the eighth leading cause of death globally. Understanding the influence of environmental factors on deaths and severe injuries will help in policy-making and the development of strategies in Limpopo Province. We, therefore, aim to study environmental factors that influence road deaths and severe injuries and to identify whether their impact on injury severity levels varies. The study was based on secondary data on road traffic accidents obtained from the Department of Roads and Transport in Limpopo Province. The data comprised 18 029 road traffic accidents for the period January 2009-December 2015. The study found that weekends (Saturdays and Sundays) had the highest number of accidents when compared to weekdays. The proportion of observations in each severity level was not constant across explanatory variables. The generalized ordered logit regression (GOLR) models seemed to be an effective predicting model that can be adapted to determine the influence of environmental factors on injury severity compared to the ordered logit regression (OLR) model. The results of the GOLR model suggest that environmental factors such as slippery road conditions, rainy weather, and spring season lower the likelihood of severe crash occurrence. On the other hand, poor or defective road surface, time interval (6 a.m. to 11 p.m.), and provincial roads have a higher likelihood of severe crash occurrence. To decrease the severity of injuries in the province, provincial roadways must be maintained regularly.
全球范围内,道路交通事故是导致死亡和重伤的主要原因之一。据估计,全球道路每年有 150 万人死亡,使道路交通事故成为全球第八大死因。了解环境因素对死亡和重伤的影响将有助于在政策制定和林波波省战略发展方面提供帮助。因此,我们旨在研究影响道路死亡和重伤的环境因素,并确定其对伤害严重程度的影响是否有所不同。该研究基于林波波省道路和运输部获得的道路交通碰撞事故的二手数据。该数据包含 2009 年 1 月至 2015 年 12 月期间的 18029 起道路交通事故。研究发现,与工作日相比,周末(周六和周日)发生的事故数量最多。在每个严重程度级别中,观察结果的比例在解释变量之间并不固定。广义有序逻辑回归(GOLR)模型似乎是一种有效的预测模型,可以用来确定环境因素对伤害严重程度的影响,而不是有序逻辑回归(OLR)模型。GOLR 模型的结果表明,道路湿滑、雨天和春季等环境因素降低了严重碰撞发生的可能性。另一方面,路况差或有缺陷、时间间隔(6 点至 11 点)和省级道路增加了严重碰撞发生的可能性。为了减少该省的伤害严重程度,必须定期维护省级道路。