You seem to be confusing "known unknowns" with "unknown unknowns". I find this unaccountably irritating because everybody intuitively knows the difference, and that it's huge, except when they pretend to be "rational".
What's the probability of something happening when the probability you are given is probably wrong?
What's the probability of something happening when the probability you are given is probably wrong?