| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MIMIC-IV | HP | AUROC0.9798 | 57 | 8d ago | |
| MIMIC-III (test) | STraTS | AUC0.891 | 49 | 1mo ago | |
| MIMIC-III | DT-BEHRT | AUPRC84.5 | 25 | 11d ago | |
| MIMIC-IV (test) | CAP | AUROC87.3 | 12 | 1mo ago | |
| Clinical Multimodal Dataset (test) | HAIM | AUROC0.89 | 11 | 23d ago | |
| In-hospital Mortality (test) | SMART | AUPRC53.3 | 10 | 1mo ago | |
| MIMIC-III Diabetes | TM-HGNN | AUPRC42.22 | 10 | 1mo ago | |
| MIMIC-III Hypertension | TM-HGNN | AUPRC47.27 | 10 | 1mo ago | |
| MIMIC-III (Whole) | TM-HGNN | AUPRC48.74 | 10 | 1mo ago | |
| MIMIC III Admission Notes v1.4 (test) | DischargeBERT | Macro AUROC84.51 | 10 | 1mo ago | |
| MIMIC (test) | DDL-CXR | AUPRC0.523 | 7 | 1mo ago | |
| External (val) | Federated XGBoost | AUPRC22 | 5 | 1mo ago | |
| Partner 6 | Federated XGBoost | AUPRC14 | 5 | 1mo ago | |
| Partner 4 | FedProx | AUPRC3 | 5 | 1mo ago | |
| Partner 3 | Federated XGBoost | AUPRC20 | 5 | 1mo ago | |
| Partner 6 | SCAFFOLD | AUROC88 | 5 | 1mo ago | |
| Partner 4 | FedAvg | AUROC96 | 5 | 1mo ago | |
| Partner 3 | SCAFFOLD | AUROC89 | 5 | 1mo ago | |
| Multimodal Clinical Dataset In-hospital Mortality | MedCertAIn | AUROC83.5 | 4 | 1mo ago |
