De-identification of patient notes with recurrent neural networks.
Patient notes in electronic health records (EHRs) may contain critical information for medical investigations. However, the vast majority of medical investigators can only access de-identified notes, in order to protect the confidentiality of patients. In the United States, the Health Insurance Portability and Accountability Act (HIPAA) defines 18 types of protected health information that needs to be removed to de-identify patient notes. Manual de-identification is impractical given the size of [...]
Author(s): Dernoncourt, Franck, Lee, Ji Young, Uzuner, Ozlem, Szolovits, Peter
DOI: 10.1093/jamia/ocw156