In-hospital mortality prediction on MIMIC-IV
0.9798AUROCHP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HPIrregular=true, Missing Modality=true, Missing Label=true2026.04 | 0.9798 | 0.9321 | 87.203 | — | |
| RedCoreIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9782 | 0.9266 | 86.547 | — | |
| DiffmvIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9772 | 0.9248 | 86.359 | — | |
| PRIMEIrregular=true, Missing Modality=false, Missing Label=true2026.04 | 0.9772 | 0.9234 | 85.975 | — | |
| MIPMIrregular=true, Missing Modality=false, Missing Label=false2026.04 | 0.9769 | 0.9242 | 86.501 | — | |
| MoSAReIrregular=false, Missing Modality=true, Missing Label=true2026.04 | 0.9768 | 0.9279 | 86.069 | — | |
| MEDHMPIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9763 | 0.9187 | 86.052 | — | |
| VecoCareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9761 | 0.9239 | 86.557 | — | |
| MUSEIrregular=false, Missing Modality=true, Missing Label=true2026.04 | 0.9735 | 0.9159 | 85.65 | — | |
| UMMIrregular=true, Missing Modality=true, Missing Label=false2026.04 | 0.9732 | 0.9213 | 86.853 | — | |
| DrFuseIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9703 | 0.9129 | 85.945 | — | |
| FlexCareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9701 | 0.9207 | 86.43 | — | |
| M3CareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9698 | 0.916 | 86.498 | — | |
| MuIT-EHRIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9692 | 0.9147 | 85.961 | — | |
| HEARTIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 0.9687 | 0.9164 | 86.689 | — | |
| DT-BEHRT2026.03 | 0.9621 | 0.7835 | 70.89 | — | |
| ExBEHRT2026.03 | 0.9619 | 0.77 | 70.25 | — | |
| HEART2026.03 | 0.9612 | 0.7694 | 70.52 | — | |
| HypEHR2026.03 | 0.9527 | 0.7163 | 65.27 | — | |
| Med-BERT2026.03 | 0.9498 | 0.7152 | 66.55 | — | |
| BEHRT2026.03 | 0.9484 | 0.7166 | 67.22 | — | |
| G-BERT2026.03 | 0.9315 | 0.6852 | 58.06 | — | |
| DuETT2025.11 | 0.912 | 0.627 | — | — | |
| HAIMModality=Multimodal2025.10 | 0.89 | 0.54 | — | — | |
| XGBoost2025.11 | 0.886 | 0.593 | — | — | |
| STraTS2025.11 | 0.882 | 0.552 | — | — | |
| LSTM2025.11 | 0.881 | 0.522 | — | — | |
| PULSE-ICU2025.11 | 0.88 | 0.597 | — | — | |
| Raindrop2025.11 | 0.878 | 0.546 | — | — | |
| AID-MAErandom masking=25%2026.02 | 0.877 | 0.498 | — | — | |
| ICU-BERT2025.11 | 0.875 | 0.558 | — | — | |
| MedM2TModality=Multimodal2025.10 | 0.868 | 0.47 | — | — | |
| XGBoost2026.02 | 0.867 | 0.475 | — | — | |
| mTAND2025.11 | 0.864 | 0.54 | — | — | |
| DuETT2026.02 | 0.864 | 0.473 | — | — | |
| HAIMModality=Labs2025.10 | 0.858 | 0.47 | — | — | |
| MultiModNModality=Multimodal2025.10 | 0.856 | 0.409 | — | — | |
| Supervised Transformer2026.02 | 0.839 | 0.422 | — | — | |
| MultiBenchModality=Multimodal2025.10 | 0.833 | 0.418 | — | — | |
| MultiModNModality=Labs2025.10 | 0.831 | 0.409 | — | — | |
| MedM2TModality=Labs2025.10 | 0.83 | 0.39 | — | — | |
| HAIMModality=Vitals2025.10 | 0.822 | 0.399 | — | — | |
| MedM2TModality=Vitals2025.10 | 0.818 | 0.387 | — | — | |
| OC-Distillretraining=none2026.04 | 0.813 | 0.38 | — | — | |
| MultiBenchModality=Labs2025.10 | 0.812 | 0.384 | — | — | |
| Logistic Regression2026.02 | 0.807 | 0.373 | — | — | |
| FullModel variant=Full2026.04 | 0.806 | — | — | — | |
| ToEModel variant=ToE, k=52026.04 | 0.8 | — | — | 0.04 | |
| CKLE2026.04 | 0.797 | 0.357 | — | — | |
| Synthetic Notes Augmentation2026.04 | 0.794 | 0.367 | — | — | |
| Transformer2026.04 | 0.792 | 0.368 | — | — | |
| Cross-Modal Contrastive2026.04 | 0.792 | 0.361 | — | — | |
| MultiBenchModality=Vitals2025.10 | 0.781 | 0.345 | — | — | |
| MultiModNModality=Vitals2025.10 | 0.774 | 0.314 | — | — | |
| MedM2TModality=ECG2025.10 | 0.71 | 0.191 | — | — | |
| MultiBenchModality=ECG2025.10 | 0.691 | 0.183 | — | — | |
| HAIMModality=ECG2025.10 | 0.688 | 0.176 | — | — | |
| MultiModNModality=ECG2025.10 | 0.679 | 0.179 | — | — | |
| MedM2TModality=Static2025.10 | 0.678 | 0.17 | — | — | |
| MultiModNModality=Static2025.10 | 0.677 | 0.166 | — | — | |
| HAIMModality=Static2025.10 | 0.672 | 0.165 | — | — | |
| MultiBenchModality=Static2025.10 | 0.671 | 0.164 | — | — |