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We extract every claim a creator makes, check each against the academic literature, and roll the results into an Evidence Score. Each claim’s topic is extracted too — so you can see the subjects a creator is actually well-calibrated on. A track record, not a verdict on the person.
For each claim a creator makes, two independent LLM graders score the evidence quality and the creator's stated confidence. A creator's Evidence Score is the proportion of claims where stated confidence matches evidence weight, weighted by claim impact — rolled up per topic so you can see where they're strong.