Text-to-UMLS on Tayside Brain Imaging (NHS Tayside) n=79+/283 (External val)
75.3PrecisionSemEHR + WS (+ tuning F1)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + WS (+ tuning F1)Supervision=Weak, p=0.0005, l=4, Tuning=Best F12022.05 | 75.3 | 88.6 | 81.4 | |
| SemEHR + SS (transfer)Supervision=Strong, Configuration=Transfer2022.05 | 69 | 62 | 65.3 | |
| SemEHR + WS (+ tuning R)Supervision=Weak, p=0.01, l=4, Tuning=Best Recall2022.05 | 58.1 | 94.9 | 72.1 | |
| SemEHR + rules (tuned)p=0.0005, l=4, Operation=OR2022.05 | 56.8 | 94.9 | 71.1 | |
| SemEHR + WS (transfer)Supervision=Weak, Configuration=Transfer2022.05 | 56.3 | 91.1 | 69.6 | |
| SemEHR + WS (in-domain)Supervision=Weak, Configuration=In-domain2022.05 | 48 | 92.4 | 63.2 | |
| SemEHRBaseline=true2022.05 | 26.9 | 94.9 | 41.9 |