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Open access Sep 2026

Leveraging Large Language Models for Temporal PHI De-identification in Real-World Clinical Notes

De-identifying temporal protected health information (PHI) is challenging because temporal expressions appear in diverse formats and must be transformed while preserving clinically meaningful timelines. This study proposes and evaluates an LLM-based framework for temporal PHI de-identification in real-world clinical no...

Xiao-Meng Wang, Li-Wei Wang, Andrew Wen et al. · 0 citations

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