Rare disease identification on MIMIC-III Radiology
86.7PrecisionSemEHR + WS (+ tuning F1)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + WS (+ tuning F1)Task=Text to ORDO, Supervision=Weak, Tuning Strategy=Optimized for F12022.05 | 86.7 | 84.8 | 85.7 | |
| SemEHR + SS (transfer)Task=Text to ORDO, Supervision=Strong, Domain Setting=Transfer2022.05 | 86.5 | 69.6 | 77.1 | |
| SemEHR + rules (tuned)Task=Text to ORDO, Rule-based=true, Tuned=true2022.05 | 84.8 | 84.8 | 84.8 | |
| SemEHR + WS (+ tuning R)Task=Text to ORDO, Supervision=Weak, Tuning Strategy=Optimized for Recall2022.05 | 78.2 | 93.5 | 85.1 | |
| SemEHR + WS (in-domain)Task=Text to ORDO, Supervision=Weak, Domain Setting=In-domain2022.05 | 68.3 | 89.1 | 77.4 | |
| SemEHR + WS (transfer)Task=Text to ORDO, Supervision=Weak, Domain Setting=Transfer2022.05 | 48.8 | 84.8 | 61.9 | |
| SemEHRTask=Text to ORDO2022.05 | 22.9 | 93.5 | 36.8 |