Text-to-UMLS linking on MIMIC-III discharge summaries (test seen in WS)
87.7PrecisionSemEHR + SS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + SSstrong supervision=true, backbone=BlueBERT-base2022.05 | 87.7 | 88.8 | 88.2 | |
| SemEHR + WSweak supervision=true, rules=true, backbone=BlueBERT-base2022.05 | 83.3 | 87.5 | 85.4 | |
| SemEHR + rulesrules=true2022.05 | 63.3 | 97.5 | 76.7 | |
| SemEHR2022.05 | 16 | 100 | 27.6 |