Quantification of BERT Diagnosis Generalizability Across Medical Specialties Using Semantic Dataset Distance

Mihir P. Khambete, William Su, Juan Garcia +1

Deep learning models in healthcare may fail to generalize on data from unseen corpora. Additionally, no quantitative metric exists to tell how existing models will perform on new d…