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    <loc>https://www.pharos.health/news</loc>
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    <loc>https://www.pharos.health/news/pharos-named-compatible-vendor-for-the-ahas-get-with-the-guidelines-stroke-program</loc>
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    <loc>https://www.pharos.health/news/presenting-human-level-abstraction-performance-on-the-messiest-medical-data-at-cmss-2025</loc>
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      <image:title>News - Presenting human-level abstraction performance on the messiest medical data at CMSS 2025</image:title>
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  <url>
    <loc>https://www.pharos.health/news/yc-startup-pharos-lands-a-5m-seed-led-by-felicis-to-bring-ai-to-hospital-quality-reporting</loc>
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    <lastmod>2026-11-13</lastmod>
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      <image:title>Pharos | Improve hospital quality and patient safety</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/5448a129-d812-4574-9473-998c4f06bb29/pharos-beacon.png</image:loc>
      <image:title>Pharos | Improve hospital quality and patient safety</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/3a556d0d-54f9-4110-8ff8-9b5382234e98/verified-accuracy.png</image:loc>
      <image:title>Pharos | Improve hospital quality and patient safety</image:title>
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      <image:title>Pharos | Improve hospital quality and patient safety</image:title>
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    <loc>https://www.pharos.health/company</loc>
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    <lastmod>2026-10-19</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/abd639e6-2c6e-498c-a1c0-9042738a728a/felix.png</image:loc>
      <image:title>Company</image:title>
      <image:caption>Felix Brann, CEO Felix has over a decade of AI experience as VP Data Science at J.P. Morgan and Vital. He successfully deployed live, predictive AI into over 75 hospitals, and has published in top medical journals, including a world-leading F1 score for sepsis prediction and pioneering work on medical record analysis using LLMs.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/2c9e9c42-66d9-4999-b467-8cfa07e51735/matthew.png</image:loc>
      <image:title>Company</image:title>
      <image:caption>Matthew Jones, CTO Matthew was a founding engineer at Vital, where he led technical innovation behind AI deployments across major US health systems. Before Vital, he worked on the Orion Health EHR and at Mt Sinai's Icahn School, and grew a previous startup from inception to international expansion.</image:caption>
    </image:image>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/c5ec0861-8d4c-43fb-b1cc-859a753c0e3c/alex.png</image:loc>
      <image:title>Company</image:title>
      <image:caption>Alex Clarke MD PhD, CMO Alex is an MD with a PhD in Artificial Intelligence from Imperial College London. He has published in leading journals including Nature, and at major AI conferences like NeurIPS. He developed medical AI at Meta, and experienced the challenge of medical abstraction first-hand as a practicing doctor.</image:caption>
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    <image:image>
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    <loc>https://www.pharos.health/contact</loc>
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    <priority>0.75</priority>
    <lastmod>2026-10-14</lastmod>
  </url>
  <url>
    <loc>https://www.pharos.health/platform</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-10-15</lastmod>
    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/9808dfab-9919-437c-a972-57dae9a55317/pharos-engine-3.png</image:loc>
      <image:title>Platform</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/8a2f6604-da6a-4979-b0d5-bd16800a996f/verified-accuracy.png</image:loc>
      <image:title>Platform - Clinical-grade accuracy, independently validated</image:title>
      <image:caption>In an independent study with the College of American Pathologists, Pharos hired an outside firm to abstract thousands of real-world patient records on challenging quality measures, achieving 95.7% accuracy – statistically indistinguishable from experienced human abstractors.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/c4b3d486-2ba9-4740-829b-484b5e179265/explainable-outputs.png</image:loc>
      <image:title>Platform - Fully explainable outputs</image:title>
      <image:caption>See the full decision path to every answer: the clinical logic applied, the evidence used, the alternatives considered and rejected, and any conflicts found in the chart. Low-confidence outputs are clearly surfaced for manual review.</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/e26a2d0f-e111-419a-8334-186a603d33f8/neurosymbolic-ai.png</image:loc>
      <image:title>Platform - Cutting-edge neurosymbolic AI</image:title>
      <image:caption>Hallucination risk is highest when AI is asked broad, open-ended questions. Pharos breaks each clinical question into atomic decisions, then walks through the abstraction logic step by step. This neurosymbolic approach keeps the AI's job narrow and every output grounded in chart evidence.</image:caption>
    </image:image>
    <image:image>
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      <image:title>Platform - Built for clinical nuance</image:title>
      <image:caption>Real medical records are messy. Notes are copied  forward, clinicians disagree, and evidence is spread across encounters and specialties. Pharos accounts for timing, source hierarchy, and clinical significance, with the depth you'd expect from an experienced abstractor. Clinical experts review outputs against real-world records, helping refine edge cases and improve how the system handles complex documentation over time.</image:caption>
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    <image:image>
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      <image:title>Platform</image:title>
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  <url>
    <loc>https://www.pharos.health/spotlight</loc>
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    <priority>0.75</priority>
    <lastmod>2026-11-09</lastmod>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/22ea3d38-37d9-4d79-98ec-cbe9fb635725/pharos-spotlight.png</image:loc>
      <image:title>Spotlight | Automated Registry Abstraction</image:title>
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    <image:image>
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      <image:title>Spotlight | Automated Registry Abstraction</image:title>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/6ac43e6b931d7471ea3bf302/902fd299-8827-4cc8-8a90-a2b65d417cdb/needs-review.png</image:loc>
      <image:title>Spotlight | Automated Registry Abstraction</image:title>
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    <image:image>
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      <image:title>Spotlight | Automated Registry Abstraction</image:title>
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  </url>
  <url>
    <loc>https://www.pharos.health/beacon</loc>
    <changefreq>daily</changefreq>
    <priority>0.75</priority>
    <lastmod>2026-11-09</lastmod>
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      <image:title>Beacon | Real Time Process Tracking</image:title>
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      <image:title>Beacon | Real Time Process Tracking</image:title>
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    <image:image>
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      <image:title>Beacon | Real Time Process Tracking</image:title>
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    <loc>https://www.pharos.health/privacy-policy</loc>
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    <lastmod>2026-10-23</lastmod>
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  <url>
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    <lastmod>2026-10-23</lastmod>
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