In-hospital mortality prediction on MIMIC-III
84.5AUPRCDT-BEHRT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DT-BEHRT2026.03 | 84.5 | 92.09 | 76.03 | — | — | |
| HEART2026.03 | 82.76 | 92.13 | 74.77 | — | — | |
| ExBEHRT2026.03 | 81.44 | 90.72 | 73.66 | — | — | |
| HypEHR2026.03 | 76.39 | 88.55 | 70.04 | — | — | |
| BEHRT2026.03 | 75.33 | 87.23 | 68.6 | — | — | |
| Med-BERT2026.03 | 75.28 | 87.94 | 67.91 | — | — | |
| G-BERT2026.03 | 72.13 | 86.25 | 59.24 | — | — | |
| HPIrregular=true, Missing Modality=true, Missing Label=true2026.04 | 68.567 | 92.138 | 63.367 | — | — | |
| FlexCareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 67.242 | 91.637 | 60.198 | — | — | |
| MIPMIrregular=true, Missing Modality=false, Missing Label=false2026.04 | 67.197 | 91.621 | 60.239 | — | — | |
| RedCoreIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 67.169 | 91.71 | 60.316 | — | — | |
| PRIMEIrregular=true, Missing Modality=false, Missing Label=true2026.04 | 66.625 | 91.537 | 59.518 | — | — | |
| DiffmvIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 66.389 | 91.464 | 58.124 | — | — | |
| MUSEIrregular=false, Missing Modality=true, Missing Label=true2026.04 | 65.881 | 91.359 | 57.224 | — | — | |
| MoSAReIrregular=false, Missing Modality=true, Missing Label=true2026.04 | 65.568 | 91.565 | 59.566 | — | — | |
| MEDHMPIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 63.842 | 90.091 | 55.423 | — | — | |
| M3CareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 63.433 | 90.357 | 57.201 | — | — | |
| MuIT-EHRIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 62.957 | 90.296 | 56.245 | — | — | |
| HEARTIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 62.889 | 90.222 | 56.893 | — | — | |
| DrFuseIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 62.713 | 89.819 | 57.359 | — | — | |
| VecoCareIrregular=false, Missing Modality=true, Missing Label=false2026.04 | 61.692 | 90.234 | 55.522 | — | — | |
| UMMIrregular=true, Missing Modality=true, Missing Label=false2026.04 | 59.492 | 88.359 | 54.434 | — | — | |
| TM-HGNN2023.05 | 48.74 | 84.89 | — | — | — | |
| MIMIC-III Reference2026.05 | 46.6 | 83.6 | — | — | — | |
| LSTMfeatures=code features2023.05 | 39.86 | 81.98 | — | — | — | |
| OC-DistillLabels=100%2026.04 | 38.5 | 79.3 | — | — | — | |
| Cross-Modal ContrastiveLabels=100%2026.04 | 37.4 | 77.3 | — | — | — | |
| TransformerLabels=100%2026.04 | 37.2 | 78.8 | — | — | — | |
| CKLELabels=100%2026.04 | 36.1 | 78.1 | — | — | — | |
| OC-DistillLabels=50%2026.04 | 36.1 | 77.6 | — | — | — | |
| Synthetic Notes AugmentationLabels=100%2026.04 | 35.9 | 77.4 | — | — | — | |
| Cross-Modal ContrastiveLabels=50%2026.04 | 34.5 | 76.3 | — | — | — | |
| CKLELabels=50%2026.04 | 34.4 | 76.7 | — | — | — | |
| Synthetic Notes AugmentationLabels=50%2026.04 | 33.4 | 75.9 | — | — | — | |
| TransformerLabels=50%2026.04 | 32.8 | 76.3 | — | — | — | |
| ClinicalXLNetpre-training=none2023.05 | 16.77 | 62.16 | — | — | — | |
| gpt-oss-120bLearning Mode=Zero-shot2026.06 | — | — | — | 23 | 16 | |
| GRU-DMethod Category=ISMTS Baselines2026.06 | — | — | — | 21 | 15 | |
| KEDGNMethod Category=ISMTS Baselines2026.06 | — | — | — | 22 | 15 | |
| STraTSMethod Category=ISMTS Baselines2026.06 | — | — | — | 20 | 14 | |
| TRIAGESFTTraining Type=Supervised Fine-Tuning2026.06 | — | — | — | 21 | 15 | |
| TRIAGESFT+RLTraining Type=Supervised Fine-Tuning + Reinforcement Learning2026.06 | — | — | — | 3 | 8 |