Concept Similarity Detection on Multi-institutional EHR dataset
98.3AUCOpenAI
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OpenAIInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 98.3 | 98 | |
| GAMEInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 98 | 97.8 | |
| CODERInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 96.9 | 96.4 | |
| BGEInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 96.9 | 96.3 | |
| PPMI-SVDInstitution=VA, Feature Set=CUI-level extensions2025.02 | 95.6 | 94.4 | |
| OpenAIInstitution=AVE, Feature Set=Codified-only2025.02 | 95.1 | 94.4 | |
| PPMI-SVDInstitution=MGB, Feature Set=Codified-only2025.02 | 94.2 | 93.8 | |
| GAMEInstitution=AVE, Feature Set=Codified-only2025.02 | 93.6 | 93.2 | |
| BGEInstitution=AVE, Feature Set=Codified-only2025.02 | 93.5 | 92.7 | |
| PPMI-SVDInstitution=VA, Feature Set=Codified-only2025.02 | 93 | 92.6 | |
| SBERTInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 89.7 | 89.1 | |
| CODERInstitution=AVE, Feature Set=Codified-only2025.02 | 88.8 | 88.2 | |
| PPMI-SVDInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 88.4 | 87.2 | |
| PPMI-SVDInstitution=UPMC, Feature Set=Codified-only2025.02 | 87.5 | 86.5 | |
| PPMI-SVDInstitution=BDX, Feature Set=Codified-only2025.02 | 87.3 | 86.3 | |
| PPMI-SVDInstitution=AVE, Feature Set=Codified-only2025.02 | 86.2 | 85.8 | |
| PPMI-SVDInstitution=BCH, Feature Set=Codified-only2025.02 | 83.8 | 81.8 | |
| PPMI-SVDInstitution=Duke, Feature Set=Codified-only2025.02 | 83.2 | 81.2 | |
| SBERTInstitution=AVE, Feature Set=Codified-only2025.02 | 82.9 | 82 | |
| PPMI-SVDInstitution=MIMIC, Feature Set=CUI-level extensions2025.02 | 81.2 | 79.8 | |
| PPMI-SVDInstitution=MIMIC, Feature Set=Codified-only2025.02 | 74.4 | 73.9 | |
| BBERTInstitution=AVE, Feature Set=Codified-only2025.02 | 68.2 | 67.1 | |
| PBERTInstitution=AVE, Feature Set=Codified-only2025.02 | 64.4 | 63.4 | |
| BBERTInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 63.3 | 61.5 | |
| PBERTInstitution=AVE, Feature Set=CUI-level extensions2025.02 | 61.6 | 60.4 |