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    "story_id": "mp-2026-07-24-008",
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    "headline": "The Recovery Signal Is Hidden in the Surgeon?s Motion",
    "slug": "the-recovery-signal-is-hidden-in-the-surgeon-s-motion",
    "dek": "Frame-to-Outcome learned from operative video to connect nerve-sparing gestures with recovery after prostate surgery.",
    "summary": "Frame-to-Outcome learned from operative video to connect nerve-sparing gestures with recovery after prostate surgery.",
    "body_text": "Cedars-Sinai researchers trained an AI system on annotated video from 294 robot-assisted prostate surgeries performed by 23 surgeons at four centers, then tested it on 29 more procedures. The model analyzed gesture patterns during nerve-sparing work and produced outcome predictions close to expert reviewers while reducing manual review. The small test set and retrospective videos limit the claim: this is a research feedback tool, not an autonomous surgeon or guaranteed prognosis.",
    "why_it_matters": "Frame-to-Outcome learned from operative video to connect nerve-sparing gestures with recovery after prostate surgery.",
    "limitations": [
      "The small test set and retrospective videos limit the claim: this is a research feedback tool, not an autonomous surgeon or guaranteed prognosis."
    ],
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    "first_published_at": "2026-07-24T09:00:00.000-04:00",
    "modified_at": "2026-07-24T09:28:00.000-04:00",
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        "text": "Frame-to-Outcome learned from operative video to connect nerve-sparing gestures with recovery after prostate surgery.",
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        "qualification": "The small test set and retrospective videos limit the claim: this is a research feedback tool, not an autonomous surgeon or guaranteed prognosis."
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    "source_ids": [
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    "tags": [
      "surgical AI",
      "prostate cancer",
      "video analysis"
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  "sources": [
    {
      "source_id": "source-2026-07-24-008",
      "title": "Cedars-Sinai via Newswise: AI analysis of surgical gestures",
      "publisher": "Cedars-Sinai via Newswise",
      "url": "https://www.newswise.com/articles/ai-analyzes-surgical-technique-to-improve-prostate-cancer-care",
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      "published_at": null,
      "accessed_at": "2026-07-24T09:24:00.000-04:00",
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  "publisher": {
    "name": "The Machine Press",
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    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "The Recovery Signal Is Hidden in the Surgeon?s Motion",
    "publisher": "The Machine Press",
    "published_at": "2026-07-24T09:00:00.000-04:00",
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