HiRID
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| EHR prediction | HiRiD | AUROC0.813 | 16 | |
| Mortality Prediction | HiRID to PPICU Transfer Learning | AUROC0.72 | 8 | |
| Circulatory Failure Prediction | HiRID (test) | AUPRC40.6 | 8 | |
| Blood Test Ordering (Lab) | HiRID (holdout) | Recall93.1 | 7 | |
| Treatment Indicators (Drug) | HiRID (holdout) | Recall91.1 | 7 | |
| In-hospital Mortality | HiRID (holdout) | AUROC0.93 | 7 | |
| Length of Stay Prediction | HiRID to PPICU Transfer Learning | MAE0.69 | 7 | |
| Forecasting | HiRID to PPICU (Transfer Learning) | MSE0.183 | 7 | |
| ICU mortality prediction | HiRID YAIB-aligned | AUROC92.7 | 7 | |
| Remaining Length of Stay | HiRID (holdout) | MAE0.342 | 6 | |
| Multivariate Forecasting | HiRID (holdout) | MSE0.021 | 6 | |
| Early prediction of ventilation onset | HiRID (val) | AUPRC34.7 | 3 | |
| Early prediction of respiratory failure | HiRID (val) | AUPRC60.5 | 3 |
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