Who's Running QC on Artificial Intelligence? - Takeaways - MDSpire

Who's Running QC on Artificial Intelligence?

  • By

  • Caitlin Raymond

  • April 9, 2026

  • 7 min

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  • 1

    AI tools in medicine are rapidly being deployed without adequate governance frameworks for validation and performance monitoring.

  • 2

    Health systems often misclassify AI as an IT problem, neglecting the need for rigorous oversight akin to clinical laboratory standards.

  • 3

    Clinical AI tools can silently degrade in performance, leading to potential misdiagnoses without visible alerts for clinicians.

  • 4

    There is a lack of clarity on accountability and regulatory frameworks for AI tools, leaving clinicians unaware of validation processes.

  • 5

    Pathologists and laboratory medicine professionals are uniquely qualified to establish governance structures for AI in healthcare.

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