Would it know when the equations even apply? Or would the prior just unnecessarily taint any future inferences about phenomena too many levels above Newtonian mechanics (i.e. social psychology)?

Good point. That's why you don't want to go overboard with priors. However, even human psychology has underlying statistical laws governing it.