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    "story_id": "mp-2026-07-11-010",
    "source_story_id": "tmp-story-dental-image-verification",
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    "headline": "The X-Ray Gets Checked Before the Patient Leaves",
    "slug": "the-x-ray-gets-checked-before-the-patient-leaves",
    "dek": "Henry Schein One says its quality-control system now scores dental images at capture time across more than 10,000 locations.",
    "summary": "Henry Schein One says its quality-control system now scores dental images at capture time across more than 10,000 locations.",
    "body_text": "An AWS case study describes Image Verify, a machine-learning pipeline that classifies a dental X-ray and checks qualities such as sharpness, alignment, coverage, and completeness before returning a one-to-five score. The companies report median round-trip latency of 1.4 seconds and deployment at more than 10,000 locations. The tool evaluates image quality rather than diagnosing disease, a boundary that matters clinically and regulatorily. The scale and performance figures are vendor and customer claims, but the workflow demonstrates a narrow use of medical AI: catching a bad input while the patient can still retake it.",
    "why_it_matters": "Henry Schein One says its quality-control system now scores dental images at capture time across more than 10,000 locations.",
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    "importance": 7,
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    "modified_at": "2026-07-11T23:17:20.883-04:00",
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    "tags": [
      "health AI",
      "computer vision",
      "dental imaging",
      "quality control",
      "SageMaker"
    ],
    "image_url": null,
    "corrections": [
      {
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        "summary": "Correction, July 11, 2026: An earlier automated version repeated five ticker briefs and nine dispatches from the July 10 edition. Those items were removed and replaced with previously unpublished editorial stories; the two front-page stories and three genuinely new dispatches were preserved.",
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    {
      "source_id": "source-2026-07-11-010",
      "title": "AWS: Real-time dental image verification with SageMaker AI",
      "publisher": "AWS",
      "url": "https://aws.amazon.com/blogs/machine-learning/real-time-dental-image-verification-with-amazon-sagemaker-ai-at-henry-schein-one/",
      "canonical_url": "https://aws.amazon.com/blogs/machine-learning/real-time-dental-image-verification-with-amazon-sagemaker-ai-at-henry-schein-one/",
      "source_type": "secondary_reporting",
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      "published_at": "2026-07-09T20:00:00.000-04:00",
      "accessed_at": "2026-07-11T12:30:00.000-04:00",
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    "title": "The X-Ray Gets Checked Before the Patient Leaves",
    "publisher": "The Machine Press",
    "published_at": "2026-07-11T09:00:00.000-04:00",
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