Classify clinical dataset elements by privacy treatment before AI use.
Sort each dataset element into the privacy treatment it most clearly needs before AI use. Remove direct identifier Transform quasi-identifier Retain with expert review Control through access/purpose Patient full name in a referral note Medical record number in a lab export Exact admission and discharge dates needed for temporal modeling Five-digit ZIP code in a rare-disease cohort Sequence of procedures needed to validate a risk model Free-text social history that may contain family names but carries important risk context Vendor workspace permission for analysts outside the approved project Reuse of the dataset for a separate model not covered by the…
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