Privacy risk in clinical free text is context-dependent and cumulative, so safe reuse requires hybrid, continuously monitored de-identification embedded in auditable governance.
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Privacy-Aware, Public-Aligned: Embedding Risk Detection and Public Values into Scalable Clinical Text De-Identification for Trusted Research Environments
Privacy risk in clinical free text is context-dependent and cumulative, so safe reuse requires hybrid, continuously monitored de-identification embedded in auditable governance.