It's astonishing to me that any large scale population study can ever prove anything, given how incredibly complex and unique peoples' lives are, and how many confounding factors may play a part at some point in those lives over many years.
Well scientists don’t just rely on them. They would use them as just part of the puzzle. Do we known the mechanism, can we do causal animal experiments and then is there a correlation in humans.