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taw comments on Practical rationality in surveys - Less Wrong
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I'm confused by your remark. "5% chance of false positive" obviously means P(positive results|null hypothesis true)=5%, P(null hypothesis true|positive results) is subjective and has no particular meaningful value, so I couldn't have talked about that.