Table 9.
Method | LR | GBDT | LSTM | BERT | ||||
---|---|---|---|---|---|---|---|---|
Use of order information | ( −) | ( +) | ( −) | ( +) | ( −) | ( +) | ( −) | ( +) |
Mass subset (n = 124) | 0.935 | 0.895 | 0.839 | 0.855 | 0.895 | 0.927 | 0.927 | 0.903 |
Non-mass subset (n = 112) † | 0.795 | 0.714 | 0.723 | 0.795 | 0.821 | 0.830 | 0.875 | 0.830 |
The maximum value for each subset is shown in bold
†Vascular lesions (hemorrhage, thrombosis, infarction, and others) (n = 46), pneumonia (n = 17), pneumothorax (n = 11), hydronephrosis (n = 8), gastrointestinal perforation (n = 4), mediastinal emphysema (n = 3), hydrocephalus (n = 2), and other abnormalities (n = 21)