Jack comments on You're Entitled to Arguments, But Not (That Particular) Proof - Less Wrong
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A question, at what probability level should you go around saying "I believe in X"?
My rule of thumb is that I believe in X when I would be surprised by not x. There is no proper probability level, though. It's usage is just governed by social convention, not any math.