This uncertainty stems from the lack of rigorous proof. Medicine these days is all about statistics and correlation. It's "we gave drug A to people with B and we observed effects C occurring D% of the time". In way too many cases there is no exact model or understanding of how things actually work, just inferences from observed effects.