billswift comments on Guardians of Ayn Rand - Less Wrong
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I think a better way of looking at established science is that it is completely certain, barring further information, and being willing/able to consider further, possibly contradictory information.
I don't really think confidence values are useful in the absence of knowledge of how complete your current knowledge of a domain actually is.