Table 3.
Evaluation Measures in Zang organs syndrome identification.
| Model | Evaluation Measures | Heart Disease | Liver Disease | Spleen Disease | Lung Disease | Nephropathy Disease |
|---|---|---|---|---|---|---|
| BERT | Precision | 0.8530 | 0.9115 | 0.8932 | 0.8955 | 0.8777 |
| Recall | 0.8832 | 0.9275 | 0.9079 | 0.8895 | 0.9260 | |
| F1 | 0.8678 | 0.9195 | 0.9005 | 0.8925 | 0.9012 | |
| TEXTCNN | Precision | 0.8203 | 0.8242 | 0.8458 | 0.7892 | 0.8627 |
| Recall | 0.8038 | 0.8625 | 0.8684 | 0.8879 | 0.8877 | |
| F1 | 0.8119 | 0.8429 | 0.8569 | 0.8356 | 0.8750 | |
| LSTM RNN | Precision | 0.8033 | 0.7989 | 0.8534 | 0.8127 | 0.8009 |
| Recall | 0.7986 | 0.8868 | 0.8821 | 0.8367 | 0.8053 | |
| F1 | 0.8010 | 0.8405 | 0.8675 | 0.8245 | 0.8031 | |
| LSTM ATTENTION | Precision | 0.8843 | 0.8758 | 0.7997 | 0.8631 | 0.8910 |
| Recall | 0.8449 | 0.8505 | 0.8307 | 0.8624 | 0.8362 | |
| F1 | 0.8641 | 0.8629 | 0.8148 | 0.8628 | 0.8627 | |
| TCM-BERT-CNN | Precision | 0.8860 | 0.9121 | 0.8867 | 0.9396 | 0.9300 |
| Recall | 0.9045 | 0.9295 | 0.9097 | 0.9308 | 0.9412 | |
| F1 | 0.8951 | 0.9207 | 0.8980 | 0.9351 | 0.9356 |