Text-to-UMLS Linking on MIMIC-III n=673 (test)
80.4PrecisionSemEHR + WS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemEHR + WSComponents=rules + BlueBERT, Supervision=Weak Supervision2021.05 | 80.4 | 92 | 85.8 | |
| GHNL APISource=Google Healthcare Natural Language API2021.05 | 75.3 | 78.1 | 76.6 | |
| SemEHR + rulesEnhancement=Customized rules2021.05 | 68.6 | 94.7 | 79.6 | |
| SemEHRReference recall=100%2021.05 | 27.8 | 100 | 43.5 |