Risk characteristics analysis of road segments: Considering multiple scales and temporal stages

This study provides an analysis of the conflict development process across multiple spatial scales and temporal stages. It reveals notable differences in risk characteristics and their spatiotemporal evolution among different traffic entities. This multi-dimensional approach offers a perspective for more thoroughly describing and analyzing the evolution of traffic risk and holds implications for improving road traffic safety management.