ike comments on Don't You Care If It Works? - Part 1 - Less Wrong
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You can see http://projecteuclid.org/euclid.aoms/1177704038, which proves the result.
How would this affect a frequentist?
I'm giving low data because those are the simplest kinds of cases to think of. If you had lots of data with the same distribution/likelihood, it would be the same. I leave it as an exercise to find a case with lots of data and the same underlying distribution ...
I was mainly trying to convince you that nothing's actually wrong with having 33% false positive rate in contrived cases.
It doesn't the frequentist is already measuring with the sample distribution. That is how frequentism works.
I mean it's not "wrong" but if you care about false positive rates and there is a method had has a 5% false positive rate, wouldn't you want to use that instead?
If for some reason low false positive rates were important, sure. If it's important enough to give up consistency.