The risks associated with emergency vehicle crashes are heightened during extreme weather events. High speeds, poor visibility, and crowded roads increase the likelihood of accidents, which can result in severe injuries or fatalities. Vulnerable road users, such as pedestrians, are particularly at risk, accounting for 24% of fatalities in these incidents. The size and weight of emergency vehicles, such as fire trucks, amplify the severity of collisions. Additionally, distracted and reckless driving by other road users further complicates the situation, making it critical for both responders and civilians to exercise caution.