Another factor here is that in most places, it seems including San Francisco, fire stations are much more evenly distributed across the city than hospitals with

Another factor here is that in most places, it seems including San Francisco, fire stations are much more evenly distributed across the city than hospitals with ambulances based out of them. So just in terms of travel time, the fire department is usually able to arrive before an ambulance, sometimes significantly.