I don't know what the history is, I'm sure it's complicated.
You've got hospital ambulances, private ambulances, city fire departments, county fire departments, volunteer fire departments and federal fire fighting organizations all potentially in the same place, all summonable by a 911 dispatcher. They all have EMT training and gear. Who shows up and how is it decided? Beats me.