Effects of weather, air pollution and Oktoberfest on ambulance-transported emergency department admissions in Munich, Germany

Abstract

In addition to standard calendar-related factors, incorporating seasonal weather, air pollutant and interactions with patient demographics into resource planning models can improve the daily allocation of resources and staff of EMS operations at hospital and city levels.