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Fig. 6 | BMC Anesthesiology

Fig. 6

From: Prediction of American Society of Anesthesiologists Physical Status Classification from preoperative clinical text narratives using natural language processing

Fig. 6

Rater assignments of ASA-PS for catastrophic error examples from the BioClinicalBERT model on Note512 task. Top plot shows scenario where model prediction is ASA IV-V, but original anesthesiologist assigned case ASA I. Bottom plot shows scenario where model prediction is ASA I, but original anesthesiologist assigned case ASA IV-V. Three anesthesiologist raters were asked to read the input text from the Note512 task and assign an ASA-PS for each of the catastrophic error examples. For each case, a dot marks a rater’s ASA-PS assignment. The model’s prediction and original anesthesiologist ASA-PS is shown as a highlighted region overlaid on the plots. Shapley feature attribution visualizations are shown for cases #57482 (Fig. 7, Supplemental Fig. 2), #41739 (Supplemental Fig. 3), #11950 (Supplemental Fig. 4), #29054 (Supplemental Fig. 5)

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