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AI-ready · Governance Risk

Your health system wants to use de-identified patient encounter data to fine-tune a documentation model. Walk me through how you’d evaluate whether the de-identification is actually sufficient before that data leaves controlled systems.

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I don’t take “de-identified” as a label I trust by default — I check which standard was applied, Safe Harbor or expert determination, and who signed off, because free-text clinical…

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