You can factor in the expected false positive base rate and the confidence to figure out by how much you should boost your prior expectation of the theory being

You can factor in the expected false positive base rate and the confidence to figure out by how much you should boost your prior expectation of the theory being correct. "Being sure" is shorthand for "having a prior very close to 1 or 0".