An article in Science (one of the highest impact factor journals) detailed an exhaustive attempt to replicate findings from scores of previously published social "science" articles (which went through the peer review process). Upwards of 75% +f the research could not be replicated.

Since you're not a scientist you may not be able to get the significance.