And of course even once you get to high enough conviction to call it causation, it’s still liable to be overturned and to reveal itself as a mere correlation nonetheless!
Humans have never once “proved causation” of even a single phenomenon ever.
This is a straight up pseudoscience and in its purest form.
It is practically intellectual fraud.
"Correlation doesn't equal causation!" cried the internerds.
It doesn't need to. If you've got a set (P) of N people who consume substance X, and N people (Q) who did not consume substance X, and 100% of set P died within half an hour of that act, and 100% of Q are still happy little dandelions, that is an entirely valid scientific finding, and an entirely sufficient reason to stop the supply of substance X.