Table 5.
The performance of i2b2 main PHI categories (micro-averaged on 2016 test set, at strict entity level). Number of training instances for each main category is also shown.
| PHI category | Precision | Recall | F1-measure | # training instances (%) |
|---|---|---|---|---|
| CONTACT | 93.5 | 91.27 | 92.37 | 154 (0.74) |
| NAME | 94.48 | 92.47 | 93.46 | 3,691 (17.71) |
| DATE | 97.04 | 95.32 | 96.17 | 5,723 (27.46) |
| AGE | 96.0 | 93.88 | 94.93 | 3,637 (17.45) |
| PROFESSION | 86.44 | 64.36 | 73.78 | 1,471 (7.06) |
| ID | 95.24 | 60.61 | 74.07 | 44 (0.21) |
| LOCATION | 88.47 | 81.36 | 84.76 | 7,213 (34.60) |