But in all of those cases -- medical research and social science, the ability to do double blind placebo controlled clinical trials is almost never possible.  There are also, as given in the Causality book by Judea Pearl that I linked to above, significant problems with inferring causality EVEN from double blind placebo-controlled experiments that are ignored in much published research in the physical sciences.