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Many FDA-approved AI medical devices are not trained on real patient data

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Researchers found that nearly half of FDA-approved AI medical devices have not been trained on real patient data, raising concerns about their clinical effectiveness. A cross-institutional study led by UNC and Duke University analyzed over 500 medical AI devices, finding a need for increased transparency and higher standards for clinical validation.

  • AI has broad applications in healthcare.
  • FDA approvals increased since 2016.
  • 43% lack clinical validation data.
  • Researchers propose new standards.
  • Study published in Nature Medicine.