MIMIC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Factual outcome prediction | MIMIC-III extract | RMSE9.05 | 105 | |
| Multi-Objective Offline Policy Evaluation | MIMIC-IV (test) | FQE0.643 | 66 | |
| Sepsis treatment | MIMIC-IV (test) | WIS0.045 | 66 | |
| Counterfactual outcome prediction | MIMIC III semi-synthetic (800/200/200) | RMSE0.2 | 57 | |
| In-hospital mortality prediction | MIMIC-III (test) | AUC0.891 | 49 | |
| Diabetes Detection | MIMIC-III | AUC82.56 | 48 | |
| Forecasting | MIMIC-III (test) | MSE0.396 | 43 | |
| 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 | |
| Clinical Decision-Making | MIMIC Common IV (test) | Diagnoses Error0.0385 | 28 | |
| Automated Medical Coding | MIMIC-III shielding 20 labels (test) | Macro AUC96.9 | 26 | |
| Irregularly Sampled Time Series Forecasting | MIMIC-IV (test) | MSE0.225 | 25 | |
| Binary Classification | MIMIC 2 | AUC0.869 | 25 | |
| Mortality prediction | MIMIC-IV | Accuracy76.81 | 24 | |
| Rare Disease Diagnosis | MIMIC-IV Rare | R@129.19 | 21 | |
| Readmission Prediction | MIMIC-IV | AUC-ROC0.7281 | 19 | |
| Length of Stay Prediction (LOS) | MIMIC-IV (test) | ROC AUC80.62 | 19 | |
| Readmission Prediction (RA) | MIMIC-IV (test) | ROC AUC0.7205 | 19 | |
| Medical Image Generation | MIMIC-CXR | FID0.48 | 19 | |
| ICU Treatment Recommendation | MIMIC-III v1.4 (test) | Survival Return (DR)97.68 | 17 | |
| Disease Diagnosis | MIMIC-IV 1.0 (test) | Micro Precision72.82 | 17 | |
| Document Classification | MIMIC | Macro F163.89 | 16 | |
| Lung Segmentation | MIMIC (test) | Dice Coefficient (Both Lungs)91.05 | 16 |
Showing 25 of 213 rows
...