Symptom/Disorder Tagging on Stanford Health Care emergency department notes COVID-19 case study 1.0
73PrecisionTrove (Ontologies + Task-specific)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Trove (Ontologies + Task-specific)Supervision=Ontologies + Task-specific, Setting=LM (Label Model)2020.08 | 73 | 73.9 | 73.4 | |
| Trove (Ontologies + Task-specific)Supervision=Ontologies + Task-specific, Setting=WS (Weakly Supervised End Model)2020.08 | 70.5 | 74.8 | 72.6 | |
| Trove (Ontologies)Supervision=Ontologies, Setting=LM (Label Model)2020.08 | 69.3 | 71.7 | 70.5 | |
| Majority Vote (Ontologies + Task-specific)Supervision=Ontologies + Task-specific, Setting=MV (Majority Vote)2020.08 | 69.1 | 70.4 | 69.8 | |
| Hand-labeled (MIMIC-II)Supervision=Hand-labeled, Setting=FS (Fully Supervised)2020.08 | 68 | 74.5 | 71.1 | |
| Trove (Ontologies)Supervision=Ontologies, Setting=WS (Weakly Supervised End Model)2020.08 | 67.1 | 72.3 | 69.6 | |
| Majority Vote (Ontologies)Supervision=Ontologies, Setting=MV (Majority Vote)2020.08 | 64.4 | 66.4 | 65.3 |