Manfred comments on Confidence levels inside and outside an argument - Less Wrong
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The meta-science part would change with time, e.g. how many people read the article and found no mistakes. Doesn't seem to mix well with a fixed result.
Maybe some separate, online thing that just reported on the probability of claims could handle the meta-science.