That's called scientism, and its often conflated with science. Just because a theory makes correct predictions, does not mean, necessarily that those mechanism

That's called scientism, and its often conflated with science. Just because a theory makes correct predictions, does not mean, necessarily that those mechanisms exist in the actual physical universe. It is entirely possible to make correct predictions with incorrect models.