Fig. 5

4-by-4 contingency tables for each model architecture on the Note512 task. The vertical axis corresponds to modified ASA-PS recorded in the anesthetic record by the anesthesiologist. The horizontal axis corresponds to the model predicted modified ASA-PS. Numbers in the table represent case count from the test set. Percentages are case counts normalized over the model predicted ASA-PS, representing the distribution of actual ASA-PS recorded in the anesthetic record for a specific model predicted ASA-PS. Cells outlined in red in the BioClinicalBERT contingency table correspond to our definition of catastrophic errors. The 21 cases where anesthesiologist assigned ASA I and BioClinicalBERT model predicted ASA IV-V comprise 1.7% of all cases. The 19 cases where anesthesiologist assigned ASA IV-V and BioClinicalBERT model predicted ASA I comprise 1.6% of all cases