Text-to-UMLS linking on MIMIC-III n=400 (val)
90.1PrecisionSemEHR + WS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + WSComponents=rules + BlueBERT, Supervision=Weak Supervision2021.05 | 90.1 | 89.4 | 89.8 | |
| SemEHR + rulesEnhancement=Customized rules2021.05 | 80.9 | 89.4 | 84.9 | |
| GHNL APISource=Google Healthcare Natural Language API2021.05 | 78.9 | 81.7 | 80.3 | |
| SemEHRReference recall=100%2021.05 | 35.5 | 100 | 52.4 |