Honestly, most of these studies are getting caught simply by not having the expected distribution on their data. I suspect improving this analysis will more often just lead to better fakes.

Unfortunately I think this means we need to disregard these popsci papers, especially in the social sciences unless there's a clear, uninterested party providing the data as well.