JoshuaZ comments on I Stand by the Sequences - Less Wrong
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In practice scientists often look at multiple hypotheses at once and consider them with different likelyhoods.. Moreover, the dangers of human judgement exist whether or not one feels one is "certain" or is more willing to admit uncertainty.