Proposed framework helps radiology departments govern imaging AI after regulatory approval

A new deployer-side readiness instrument (RRI-MI) maps 11 governance domains to a 22-point rubric to help radiology practices operationalize post-market AI oversight—from scanner drift monitoring to version control and human oversight—illustrated with a prostate MRI example.

• The Regulatory Readiness Instrument for Medical Imaging AI (RRI-MI) is a conceptual framework designed for local adaptation and future validation.
• It covers 11 domains including monitoring, version control, human oversight, and incident response, scored on a provisional 22-point ordinal scale.

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