Clinical Similarity Detection on General Clinical Relation Pairs
0.941AUCPPMI-SVD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PPMI-SVDInstitution=MGB2025.02 | 0.941 | 0.937 | |
| OpenAI2025.02 | 0.936 | 0.934 | |
| GAMEBackbone=CODER2025.02 | 0.931 | 0.921 | |
| PPMI-SVDInstitution=MIMIC2025.02 | 0.927 | 0.914 | |
| PPMI-SVDInstitution=VA2025.02 | 0.926 | 0.917 | |
| BGE2025.02 | 0.925 | 0.916 | |
| GAMEBackbone=BGE2025.02 | 0.921 | 0.916 | |
| GAME2025.02 | 0.916 | 0.91 | |
| PPMI-SVDAggregation=AVE2025.02 | 0.886 | 0.87 | |
| GAME AblationVariant=(e)2025.02 | 0.883 | 0.876 | |
| GAME AblationVariant=(f)2025.02 | 0.882 | 0.871 | |
| PPMI-SVDInstitution=UPMC2025.02 | 0.876 | 0.865 | |
| CODER2025.02 | 0.876 | 0.867 | |
| GAME AblationVariant=(b)2025.02 | 0.875 | 0.865 | |
| PPMI-SVDInstitution=BDX2025.02 | 0.873 | 0.861 | |
| GAME AblationVariant=(g)2025.02 | 0.868 | 0.863 | |
| GAME AblationVariant=(a)2025.02 | 0.862 | 0.854 | |
| GAME AblationVariant=(d)2025.02 | 0.854 | 0.849 | |
| GAME AblationVariant=(c)2025.02 | 0.838 | 0.828 | |
| PPMI-SVDInstitution=BCH2025.02 | 0.83 | 0.817 | |
| PPMI-SVDInstitution=Duke2025.02 | 0.828 | 0.809 | |
| GAME AblationVariant=(h)2025.02 | 0.817 | 0.812 | |
| SAPBERT2025.02 | 0.803 | 0.799 | |
| BioBERT2025.02 | 0.681 | 0.663 | |
| PubMedBERT2025.02 | 0.632 | 0.621 |