AnalysisHealthSeptember 21, 2026

Healthcare AI needs "provenance of meaning" before learning from archives

Guest article by Heather Fricke argues archived clinical data can encode old access patterns, reimbursement incentives, and unequal treatment that AI will faithfully learn without understanding why. She cites NIST's healthcare AI work on data quality and calls for adding provenance of meaning to governance.

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