This thread made me think of this New Yorker article on the "Decline Effect" which is describes a tendency for the results of scientific experiments (in particular those based on statistical methods) to weaken as experiments are repeated.

As a person with a generally skeptical/pro science bent it truly shocked me.

It highlights the need for understanding the sociology of science, which has huge impacts on its effectiveness.