EHR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Agent Memory Attack Defense | EHR | ASR0 | 15 | |
| 1-Year Mortality Prediction | EHR (Electronic Health Records) (test) | AUROC0.821 | 5 | |
| In-hospital Mortality Prediction | EHR (Electronic Health Records) (test) | AUROC0.94 | 5 | |
| Disease onset forecasting | EHR 5-year horizon (test) | Macro AUROC0.756 | 5 | |
| Mechanical Ventilation | EHR Dataset | AUROC0.84 | 5 | |
| In-ICU Mortality | EHR Dataset | AUROC94 | 5 | |
| Missing Data Recovery | EHR ICD-10 codes (sample) | Number of Search Terms950 | 4 | |
| Clinical prediction | EHR held-out hospital (test) | AUROC0.842 | 4 | |
| Clinical prediction | EHR In-distribution hospitals (train) | AUROC86.7 | 4 | |
| Multivariate Time Series Classification | EHR (test) | Accuracy83.5 | 1 |
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