I have discussed the topic of medical software with my father extensively, who is a M.D. in a rural town in Norway.
The reason is efficiency. As a doctor you are required to look up a lot of information on the patient, while maintaining a conversation with them. This is only really possible with a keyboard only interface. The older DOS systems does this, and the newer GUI based packages largely does not.