PE Mortality Prediction on External (Inspect) cohort (test)
0.743AUCContrastive Multimodal Fusion
Evaluation results
| Method | Links | |
|---|---|---|
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Contrastive Learning2026.06 | 0.743 | |
| Contrastive Multimodal FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Contrastive Learning2026.06 | 0.738 | |
| ConcatenationModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Linear Concatenation2026.06 | 0.734 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.724 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Cross-attention2026.06 | 0.723 | |
| Cross-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Cross-attention2026.06 | 0.719 | |
| ConcatenationModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Linear Concatenation2026.06 | 0.717 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=CLMBR, Fusion Strategy=Co-attention (image guide)2026.06 | 0.712 | |
| Image onlyModality=Unimodal, Data Source=Imaging2026.06 | 0.71 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (image guide)2026.06 | 0.693 | |
| Co-attention FusionModality=Multimodal Fusion, Representation=One-hot, Fusion Strategy=Co-attention (EHR guide)2026.06 | 0.653 | |
| EHR onlyModality=Unimodal, Representation=CLMBR2026.06 | 0.641 | |
| EHR onlyModality=Unimodal, Representation=One-hot2026.06 | 0.62 |