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 protected health information (PHI) with realistic same-type surrogates -- "Anna S." becomes "Maria S.", not [NAME] -- so that clinic…