“…Road transportation sector was also seriously affected. Specifically, travel demand decreased dramatically, and many people shifted to private modes of transport (e.g., passenger car) instead of transit due to the concern of infection ( De Vos, 2020 , Liu and Lee, 2023 , Lee et al, 2020 ). Furthermore, the pandemic had a significant impact on traffic safety and crash patterns, including time of occurrence and injury severity of crashes.…”