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