We learned all about the Plague Doctor. In the days of the plague, if you saw someone (the Doctor) coming toward you wearing their BirdMask, they might as well have been the Grim Reaper. They were harbingers of death. Because it means you have the Plague, and the Plague is incurable. So if someone comes up to you wearing a mask, you will imminently die.