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Table 3 Performance of CNN using word embedding and knowledge-guided CNN using CUI + word embedding

From: Predicting mortality in critically ill patients with diabetes using machine learning and clinical notes

 

AUC

PPV

TPR

F1 score

CNN: text + CUIs

0.88

0.8915

0.9898

0.9381

CNN: text

0.97

0.9587

0.9133

0.9354