Table 2.
System performance on the top ten most common PTs in the WEB-RADR reference data
| PT name | No. of AE relations | Precision | Recall | F1-score | No. of annotations in the training set |
|---|---|---|---|---|---|
| Drug ineffective | 133 | 0.61 | 0.36 | 0.45 | 5652 |
| Feeling abnormal | 74 | 0.42 | 0.04 | 0.07 | 231 |
| Insomnia | 59 | 0.39 | 0.37 | 0.38 | 2013 |
| Adverse event | 57 | 0 | 0.04 | 0 | 0 |
| Fatigue | 40 | 0.36 | 0.55 | 0.44 | 2715 |
| Adverse drug reaction | 37 | 0.50 | 0.05 | 0.10 | 0 |
| Somnolence | 29 | 0.62 | 0.21 | 0.31 | 489 |
| Social problem | 27 | 0 | 0 | 0 | 0 |
| Hallucination | 27 | 0.92 | 0.37 | 0.53 | 312 |
| Drug use disorder | 27 | 0.18 | 0.26 | 0.21 | 0 |
| All PTs | 1396 | 0.36 | 0.21 | 0.27 |
AE adverse event, PT preferred term