EHRSHOT
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Clinical Prediction | EHRSHOT Chest X-ray Findings | AUPRC62.3 | 20 | |
| Clinical Prediction | EHRSHOT Anticipating Labs | AUPRC77.3 | 20 | |
| Clinical Prediction | EHRSHOT Assignment of New Diag. | AUPRC23.6 | 20 | |
| Clinical Prediction | EHRSHOT Overall | AUPRC45.9 | 20 | |
| Chest X-ray Finding Prediction | EHRSHOT Chest X-ray Findings | AUROC0.63 | 20 | |
| Lab Result Prediction | EHRSHOT Anticipating Labs | AUROC0.799 | 20 | |
| New Diagnosis Prediction | EHRSHOT Assignment of New Diagnoses | AUROC0.77 | 20 | |
| Operational Outcome Prediction | EHRSHOT Operational Outcomes | AUROC81.8 | 20 | |
| Clinical Prediction | EHRSHOT Overall 1.0 (test) | AUROC77.2 | 20 | |
| EHR prediction | EHRshot | AUROC82 | 16 | |
| Anemia prediction | EHRSHOT (test) | Accuracy57.01 | 6 | |
| Acute Myocardial Infarction prediction | EHRSHOT (test) | Accuracy92.95 | 6 | |
| 30-day Readmission | EHRSHOT 30-day Readmission | Accuracy71.76 | 6 | |
| Long Length of Stay | EHRSHOT Long Length of Stay | Accuracy74.12 | 6 | |
| Multi-task clinical prediction suite (15 tasks) | EHRSHOT full-dataset | ICU Transfer AUROC80 | 1 |
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