eICU
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Survival Analysis | eICU (test) | C-index0.64 | 81 | |
| In-hospital mortality prediction | eICU (test) | HR0.85 | 78 | |
| Mortality Prediction | eICU | AUC-PRC0.8858 | 53 | |
| Medication Recommendation | eICU | PR AUC73.54 | 43 | |
| EHR prediction | eICU | AUROC0.785 | 22 | |
| Diagnosis Prediction | eICU spatial domain shift, Midwest as target (test) | Weighted F169.72 | 21 | |
| Urinary tract infection (UTI) prediction | eICU | AUROC0.945 | 19 | |
| Sepsis Prediction | eICU | AUROC98.2 | 19 | |
| Length of Stay | eICU | MSE9,089.2 | 16 | |
| Multivariate time series classification | eICU | AUROC85.2 | 15 | |
| Disease Diagnosis | eICU | AUPRC41.2 | 15 | |
| Heart Failure Prediction | eICU spatial domain shift 2014-2015 (test) | AUROC92.54 | 15 | |
| Readmission Prediction | eICU | AUC-ROC0.7879 | 15 | |
| Sepsis Classification | eICU 4h lead time | AUC90.1 | 13 | |
| Sepsis Classification | eICU 6h lead time | AUC0.894 | 13 | |
| Sepsis Classification | eICU 8h lead time | AUC88.7 | 13 | |
| Sepsis Classification | eICU 12h lead time | AUC87.4 | 13 | |
| Sepsis Classification | eICU 24h lead time | AUC85.2 | 13 | |
| Vasopressor (Vaso) use prediction | eICU | AUROC0.77 | 12 | |
| Length of Stay (LOS) prediction | eICU | AUROC70 | 12 | |
| Irregular clinical time-series prediction | eICU (test) | AUROC79.3 | 11 | |
| mortality prediction | eICU | Brier Score0.162 | 11 | |
| Clinical utility evaluation | eICU | Micro-averaged AUROC87 | 10 | |
| Readmission Prediction | eICU spatial domain shift, Midwest as target (test) | AUPRC22.74 | 10 | |
| Safety Compliance Evaluation | eICU-AC | LPA98.4 | 10 |
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