Review
Open access
Apr 2026
Development of a Framework for Deidentified Japanese Electronic Health Record Narratives Using BERT: Balancing Privacy Protection and Reproducible Entity Extraction in Real-World Data.
This framework enables the generation of deidentified Japanese EHR narratives that preserve contextual structure for auditing while supporting structured entity extraction, thereby addressing the trade-off between privacy protection and reproducibility in real-world data research.
Nobuo Mochizuki, Atsushi Ikeda, Hideyuki Ohshima et al.
· JMIR Medical Informatics · 0 citations