I think doctors at outbreaks like this are at much higher risk of death than the average person due to stress and a much higher viral load than normal. Medical professionals only start to use protective gear after they realized how dangerous a disease is. Before that their spending significant time around highly infectious people in inclosed spaces while under extreme stress.

Wuhan lost a significant number of medical professionals presumably due to this.