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U.S. clinical trial or marketing fact-check: * IRB/ethics approval/ClinicalTrials.gov registration clearly stated * Named investigators + verified affiliations * A protocol, preprint, or methods page * Transparent data use + funding disclosures Otherwise it is a red flag.