Write a change plan before the model changes
Draft the core components of a predetermined change plan for an AI healthcare model update.
A radiology AI model updates monthly, but the clinical team has no written boundary for allowed changes or validation. Predetermined change plan: what may change, how it changes, how it is validated, and how users are informed. The common trap is to treat every update as a harmless software improvement. In clinical AI, even a threshold or calibration change can alter patient prioritization and user trust. Change description Allowed: recalibration of adult chest CT risk scores using labeled cases from the prior quarter. Not allowed: new anatomy, pediatric use, or new output categories. The plan starts by bounding the change.…
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