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    "headline": "Ambient Scribes Have Ninety-Six Measuring Sticks",
    "slug": "ambient-scribes-have-ninety-six-measuring-sticks",
    "dek": "A review of 54 studies found 40 metrics implemented 96 ways, with safety and clinical outcomes among the least consistent dimensions.",
    "summary": "A review of 54 studies found 40 metrics implemented 96 ways, with safety and clinical outcomes among the least consistent dimensions.",
    "body_text": "The review identifies ten evaluation dimensions and 40 metrics across 54 ambient-scribe studies, operationalized in 96 different ways. Thirty-five implementations appeared only once, while documentation efficiency dominated and broader care effects were rarely assessed. The authors call for a standardized, multidimensional evaluation set.",
    "why_it_matters": "A review of 54 studies found 40 metrics implemented 96 ways, with safety and clinical outcomes among the least consistent dimensions.",
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      "Thirty-five implementations appeared only once, while documentation efficiency dominated and broader care effects were rarely assessed."
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    "first_published_at": "2026-11-11T09:00:00.000-05:00",
    "modified_at": "2026-11-11T09:00:00.000-05:00",
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    "tags": [
      "ambient",
      "scribe",
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      "source_id": "source-2026-11-11-017",
      "title": "arXiv:2611.14284v1",
      "publisher": "arXiv / Cornell University",
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      "published_at": "2026-11-10T11:26:02.000-05:00",
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  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
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  "cite_this_report": {
    "title": "Ambient Scribes Have Ninety-Six Measuring Sticks",
    "publisher": "The Machine Press",
    "published_at": "2026-11-11T09:00:00.000-05:00",
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