drethelin comments on How do you notice when you are ignorant of necessary alternative hypotheses? - Less Wrong Discussion
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Once you come to a conclusion, try to apply it to make a prediction or even just see whether it could've been used to predict some previously known things. If not, you're still ignorant.
Of course this is hard in a field where almost none of your interlocutors consider making predictions to be a useful thing