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Hyun-Hwan Jeong

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Preprint Aug 2026

Institution-Specific LLM Prompting Recovers PHI That De-identification Systems and Their Gold Standards Both Miss

Secondary use of electronic health records requires de-identification, yet existing systems miss \emph{institutionally situated} protected health information (PHI) such as hospital abbreviations, building names, and internal codes whose status is locally determined. We ask whether large language models (LLMs) with in-c...

Daniel Palacios, Matthew Neeley, A. A. Otto et al. · 0 citations

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