General article on problems with methodology in science. Can't say I understand it all, but it is clearly of some relevance to our situation.
http://slatestarcodex.com/2014/04/28/the-control-group-is-out-of-control/
http://slatestarcodex.com/2014/04/28/the-control-group-is-out-of-control/