Any refutation that depends on the fundamental unknownability of the Universe rules trivially applies to every single philosophy is science.

Science must work despite it, or you don't have science.

And any other singularity you get from assuming the odds of a hypothesis is infinitely smaller than the odds of it being false is unrealistic. You shouldn't assume that.