That is, if what these scientists are doing doesn't look exactly like what physicists are doing, what they are dong isn't really science.

I don't have a problem with that.

Evolutionary biology, microeconomics, and artificial intelligence cannot and should not try to be physics. The very nature of the subject matter prevents it from being so.

In your view, how should these be conducted instead?