Text-to-UMLS linking on MIMIC-III discharge summaries (test)
88.4PrecisionSemEHR + SS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + SSstrong supervision=true, backbone=BlueBERT-base2022.05 | 88.4 | 93.6 | 90.9 | |
| SemEHR + WSweak supervision=true, rules=true, backbone=BlueBERT-base2022.05 | 81.4 | 91.4 | 86.1 | |
| SemEHR + rulesrules=true2022.05 | 68.6 | 94.7 | 79.6 | |
| SemEHR2022.05 | 27.8 | 100 | 43.5 |