We use scientific experimentations not to prove but to rule out alternative theories.
I can explain why a given thing will act a certain way. I don't need probabilities for that.
If I need probability it's because I am just guessing and nothing else.
If I need them I am just dressing up guessing in fancy words. But I am just that.