BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining
Table 2: Test set model performance. The largest confidence interval calculated was only 4e-5 so all results shown are statistically significant.
['[EMPTY]', 'AUC  [BOLD] Micro', 'AUC  [BOLD] Macro']
Logistic Regression A logistic regression model is trained with bag-of-words features. We evaluated L1 regularization with different penalty coefficients but did not find improvement in performance.