In-hospital mortality prediction on MIMIC-IV (test)
87.3AUROCCAP
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CAPModel=Qwen3-32B2025.12 | 87.3 | 77.7 | 69.4 | 52.5 | 38 | 85 | 76.4 | 96.8 | 0.1 | — | — | |
| TrainingModel=XGBoost2025.12 | 86.6 | 74.1 | 54.8 | 47.4 | 32.7 | 72.4 | 84.9 | 96.9 | 0.084 | — | — | |
| MERGE2025.09 | 85.4 | — | — | 84.97 | — | — | — | — | — | — | — | |
| I2MoE2025.09 | 83.28 | — | — | 82.59 | — | — | — | — | — | — | — | |
| FuseMoE2025.09 | 82.33 | — | — | 81.64 | — | — | — | — | — | — | — | |
| MISTS2025.09 | 82.21 | — | — | 80.56 | — | — | — | — | — | — | — | |
| MulT2025.09 | 81.63 | — | — | 81.55 | — | — | — | — | — | — | — | |
| MILM-2SFine-tuning strategy=Two-stage fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 81.3 | — | — | — | — | — | — | — | — | — | 63.86 | |
| mTAND2025.09 | 80.89 | — | — | 79.35 | — | — | — | — | — | — | — | |
| MILM-DirectFine-tuning strategy=Direct fine-tuning, Backbone=Qwen3-4B-Instruct-25072026.05 | 80.82 | — | — | — | — | — | — | — | — | — | 63.69 | |
| BaseModel=Qwen3-32B2025.12 | 80.6 | 73 | 49.7 | 43.8 | 31.3 | 72.5 | 73.1 | 94 | 0.11 | — | — | |
| ISTS-PLM2026.05 | 80.49 | — | — | — | — | — | — | — | — | — | 60.1 | |
| Transformer2025.09 | 80.18 | — | — | 78.96 | — | — | — | — | — | — | — | |
| ISTS-PLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 80.07 | — | — | — | — | — | — | — | — | — | 59.06 | |
| FairModel=Qwen3-32B2025.12 | 79.1 | 69.6 | 47.9 | 40.2 | 28.1 | 70.5 | 69.4 | 93.3 | 0.111 | — | — | |
| System 2Model=Qwen3-32B2025.12 | 78.5 | 75.3 | 47.5 | 42.6 | 32.2 | 63.2 | 77.4 | 92.5 | 0.11 | — | — | |
| mTAND + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 77.9 | — | — | — | — | — | — | — | — | — | 58.57 | |
| VITAL-stats + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 77.8 | — | — | — | — | — | — | — | — | — | 54.32 | |
| mTAND2026.05 | 77.38 | — | — | — | — | — | — | — | — | — | 56.52 | |
| VITAL-stats2026.05 | 76.99 | — | — | — | — | — | — | — | — | — | 54.06 | |
| FuseMoE2026.05 | 76.21 | — | — | — | — | — | — | — | — | — | 56.27 | |
| GRU-D2026.05 | 75.91 | — | — | — | — | — | — | — | — | — | 54.08 | |
| UTDE2026.05 | 75.23 | — | — | — | — | — | — | — | — | — | 56.14 | |
| GRU-D + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 74.52 | — | — | — | — | — | — | — | — | — | 52.28 | |
| Qwen3-4BInference Mode=Zero-shot, Backbone=Qwen3-4B-Instruct-25072026.05 | 69.82 | — | — | — | — | — | — | — | — | — | 48.36 | |
| VITAL-LLM + NoteTimestamp-to-text fusion (TTF)=true2026.05 | 67.02 | — | — | — | — | — | — | — | — | — | 39.22 | |
| VITAL-LLM2026.05 | 66.43 | — | — | — | — | — | — | — | — | — | 39.61 | |
| CXR-CLIP/ECG-CLIPMixed Input=true, CXR/ECG Interpreter=CXR-CLIP/ECG-CLIP, LLM Inputs=TXT_MD* + EMB_C,E2024.03 | — | 71.6 | — | — | — | — | — | — | — | — | — | |
| MEDBind_BDMixed Input=true, CXR/ECG Interpreter=MEDBind_BD, LLM Inputs=TXT_MD* + EMB_C,E2024.03 | — | 74.8 | — | — | — | — | — | — | — | — | — | |
| MEDBind_NMMixed Input=true, CXR/ECG Interpreter=MEDBind_NM, LLM Inputs=TXT_MD* + EMB_C,E2024.03 | — | 73.6 | — | — | — | — | — | — | — | — | — | |
| MedCLIP/ECG-CLIPMixed Input=true, CXR/ECG Interpreter=MedCLIP/ECG-CLIP, LLM Inputs=TXT_MD* + EMB_C,E2024.03 | — | 72 | — | — | — | — | — | — | — | — | — | |
| Text-OnlyMixed Input=false, CXR/ECG Interpreter=Clinical Expert, LLM Inputs=TXT_MD*,C,E2024.03 | — | 74.5 | — | — | — | — | — | — | — | — | — |