MIMIC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Factual outcome prediction | MIMIC-III extract | RMSE9.05 | 105 | |
| Mortality prediction | MIMIC-IV | Accuracy90.8 | 88 | |
| Readmission Prediction | MIMIC-IV | AUC-ROC0.7591 | 70 | |
| Multi-Objective Offline Policy Evaluation | MIMIC-IV (test) | FQE0.643 | 66 | |
| Sepsis treatment | MIMIC-IV (test) | WIS0.045 | 66 | |
| Mortality Prediction | MIMIC IV | F1-score64.5 | 64 | |
| in-hospital mortality prediction | MIMIC-IV | AUROC0.9798 | 57 | |
| Counterfactual outcome prediction | MIMIC III semi-synthetic (800/200/200) | RMSE0.2 | 57 | |
| final diagnosis prediction | MIMIC | Accuracy93.6 | 56 | |
| In-hospital mortality prediction | MIMIC-III (test) | AUC0.891 | 49 | |
| Diabetes Detection | MIMIC-III | AUC82.56 | 48 | |
| Mortality Prediction | MIMIC-III | AUROC84.19 | 46 | |
| Forecasting | MIMIC-III (test) | MSE0.396 | 43 | |
| Cardiac diagnosis | MIMIC-IV-Ext | F1@354.9 | 42 | |
| Missing Imputation | MIMIC-III Laboratory Data subset (n=5000, p=24) under MAR | RMSE0.058 | 40 | |
| Clinical Prediction | MIMIC-IV | Acc@164.34 | 40 | |
| Clinical prediction | MIMIC-III | AUROC85.61 | 36 | |
| Counterfactual Outcome Prediction | MIMIC-III semi-synthetic (N=2000) (test) | RMSE0.27 | 35 | |
| Readmission Prediction | MIMIC-III (target) | AUPRC74.42 | 35 | |
| Irregularly Sampled Time Series Forecasting | MIMIC | MSE0.3909 | 34 | |
| Readmission Prediction (RA) | MIMIC-IV (test) | ROC AUC0.7757 | 33 | |
| Sequence reconstruction | MIMIC-III | ROUGE-186.6 | 32 | |
| Clinical Decision-Making | MIMIC Common IV (test) | Diagnoses Error0.0385 | 28 | |
| Length-of-Stay prediction | MIMIC-III | Macro ROC AUC69.51 | 28 | |
| Brief Hospital Course (BHC) Generation | MIMIC-IV (test) | Reasoning Score6.02 | 26 |
Showing 25 of 319 rows
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