Surrogate Substitution Preserves PHI Detectability: A Multi-Detector Equivalence Study

Qiming Bao, Sherry J. H. Feng, Kim Chester Eugenio +1

Structure-preserving de-identification replaces each detected identifier with a realistic same-type surrogate ("Anna S." -> "Maria S.") rather than a tag such as [NAME]. If downstr…