In recent years, emergency department (ED) overcrowding has become more and more common in regional and tertiary referral hospitals. ED overcrowding status significantly affects ED operational efficiency, resulting in ambulance diversion, increased ED 72h return visits, patient satisfaction, and left without being seen (LWBS) rates.