Examining the Generalizability of Pretrained De-identification Transformer Models on Narrative Nursing Notes.
Narrative nursing notes are a valuable resource in informatics research with unique predictive signals about patient care. The open sharing of these data, however, is appropriately constrained by rigorous regulations set by the Health Insurance Portability and Accountability Act (HIPAA) for the protection of privacy. Several models have been developed and evaluated on the open-source i2b2 dataset. A focus on the generalizability of these models with respect to nursing notes [...]
Author(s): Chen, Fangyi, Bokhari, Syed Mohtashim Abbas, Cato, Kenrick, Gürsoy, Gamze, Rossetti, Sarah
DOI: 10.1055/a-2282-4340