From a Bayesian perspective, there is no difference other than strength.

That's precisely why Bayes' Theorem isn't all you need to know in order to reason. It's an immensely powerful tool, but a grossly inadequate methodology.

Again: there is a great deal of confusion about the difference between evidence and meta-evidence here.