Author

A. A. Otto

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Preprint Aug 2026

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

Well-calibrated ICL resolves both the institutional PHI gap and the precision--recall trade-off in one LLM call per note, with advantages concentrated in contextual categories.

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