>the witch-doctor stage of "try it and see"

Welcome to differential diagnosis? If that's with-doctor stage then witch-doctor shouldn't be an insult.

Understanding mechanism is very useful but not critical. If I had to choose I'd rather have a reliable way to measure mental health in a patient.