Eli5: In science, can you establish causation without knowing the causal mechanism?

Question

Pretty much the title

In: 210

Answer 1

I say no, but it’s good enough for modern medicine. We have no clue how most approved drugs work. We only recently discovered the mechanism that makes aspirin work.