Lumifer comments on Daily Low-Dose Aspirin, Round 2 - Less Wrong
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I haven't looked at the JPAD paper yet, but that Cochrane study plots JPAD results for cancer endpoints as well as major vascular and extracranial bleeds. In the same graphs I don't see large effects.
It's worth pointing out the general low cancer rates (in the controls as well) in the JPAD study.