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

arXiv:2608.03172v5 Announce Type: replace Abstract: 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 downstream PHI detectors no longer