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    "headline": "The Medication Agent Asked What the Chart Omitted",
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    "dek": "ATLAS builds a patient-specific conflict graph before revising a complex medication plan.",
    "summary": "ATLAS builds a patient-specific conflict graph before revising a complex medication plan.",
    "body_text": "ATLAS structures guideline evidence as a medication-safety graph, asks targeted questions about missing conditions and geriatric risks, then distills relevant relations into a patient-specific conflict graph. A risk-first multi-agent policy screens contraindications, cautions, monitoring needs and alternatives. The accompanying GeriMedBench tests interactive information gathering and plan revision. This is preprint benchmark work, not medical advice, prescribing authority or evidence of improved outcomes in real patients.",
    "why_it_matters": "ATLAS builds a patient-specific conflict graph before revising a complex medication plan.",
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    "tags": [
      "medication safety",
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      "geriatric care"
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      "title": "arXiv preprint 2608.09443",
      "publisher": "arXiv",
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    "title": "The Medication Agent Asked What the Chart Omitted",
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