Table 7 Comparison results of NER on progress notes
| Â | Bi-RNN model | Our proposed model | ||||
|---|---|---|---|---|---|---|
Entity type | Precision | Recall | F-measure | Precision | Recall | F-measure |
Disease | 90.11 | 88.93 | 89.52 | 94.06 | 95.07 | 94.56 |
Symptom | 87.67 | 88.335 | 88.00 | 94.50 | 90.79 | 92.61 |
Disease group | 27.27 | 75.00 | 40.00 | 77.27 | 80.95 | 79.06 |
Treatment | 71.06 | 77.80 | 74.28 | 88.15 | 87.19 | 87.67 |
Test | 83.64 | 88.41 | 85.96 | 92.53 | 93.36 | 92.94 |
Macro average | 71.95 | 83.69 | 75.55 | 89.31 | 89.47 | 89.37 |