Mortality prediction on INSPECT cohort PE 1.0 (30 day)
0.806AUC-ROCSMB-Structure Curriculum
Evaluation Results
| Method | Links | |
|---|---|---|
| SMB-Structure CurriculumBackbone=LLaMA3.1 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.806 | |
| SMB-Structure HybridBackbone=LLaMA3.1 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.795 | |
| SFTBackbone=LLaMA3.1 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.792 | |
| SFTBackbone=LLaMA3.1 8B, Training Data Source=MSK (M)2026.01 | 0.79 | |
| SMB-Structure CurriculumBackbone=Qwen 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.79 | |
| SMB-Structure HybridBackbone=Qwen 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.783 | |
| SFTBackbone=Qwen 8B, Training Data Source=MSK + INSPECT (M+I)2026.01 | 0.782 | |
| SFTBackbone=Qwen 8B, Training Data Source=MSK (M)2026.01 | 0.781 | |
| SMB-Structure HybridBackbone=LLaMA3.1 8B, Training Data Source=MSK (M)2026.01 | 0.743 | |
| SMB-Structure CurriculumBackbone=LLaMA3.1 8B, Training Data Source=MSK (M)2026.01 | 0.736 | |
| SMB-Structure CurriculumBackbone=Qwen 8B, Training Data Source=MSK (M)2026.01 | 0.725 | |
| SMB-Structure HybridBackbone=Qwen 8B, Training Data Source=MSK (M)2026.01 | 0.722 |