MIMIC
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MIMIC-III 5% (train)
21.54Visit-Level Precision@5
11
MIMIC-IV (test)
57.7Accuracy
11
MIMIC-III clinical notes semi-synthetic (test)
0.143Mean Absolute Bias
11
MIMIC Free Text
0.375Mistral Score
11
MIMIC Discharge Report
62.5Mistral Score
11
MIMIC III (1000 index visits)
0.854Accuracy
11
MIMIC III (400 index visits)
83.89Accuracy
11
MIMIC-III (test)
53.7F1 Score
11
MIMIC-III (5-fold CV)
16.28IBS
11
MIMIC High Uncertainty (test)
76.8Balanced Accuracy
11
MIMIC Low Uncertainty (test)
84.4Balanced Accuracy
11
MIMIC Arrhythmia VFB II (N=467)
100TPR
10
MIMIC Arrhythmia (ETC) II (N=2873)
99.59TPR
10
MIMIC Arrhythmia (EBR) II (N=958)
100TPR
10
MIMIC Arrhythmia (ASY) II
100TPR
10
MIMIC-III
0.008ICI Q2
10
MIMIC-III
0.811C-TD
10
MIMIC-III
10D-Calibration Pass Count
10
MIMIC-CXR
89Accuracy
10
MIMIC-IV admission cohort
54.9Hospital Mortality AUPRC
10
MIMIC-IV
0.119Effect Size
10
MIMIC-IV 24h lead time
76.48AUROC
10
MIMIC-IV 18h lead time
0.778AUROC
10
MIMIC-IV 12h lead time
0.81AUROC
10
MIMIC-IV 6h lead time
0.847AUROC
10