MIMIC
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MIMIC-III Radiology
86.7Precision
7
MIMIC-IV
84.2Accuracy
6
MIMIC-III sepsis MNAR 80% (test)
20.02V_hat(pi)
6
MIMIC-III sepsis MNAR 60% (test)
10,667.9V_hat(pi)
6
MIMIC
66.4Stage 1 Accuracy
6
MIMIC
92.51Precision
6
MIMIC Car Average
35.02Avg ∆Sep10
6
MIMIC Car, γ = 8
2.69Separation Metric |S+|
6
MIMIC Car γ = 4
2.42Separation Measure |S+|
6
MIMIC Car γ = 0
2.31S+ Metric
6
MIMIC
4.7FPR (α=0.05)
6
MIMIC-IV-Note (test)
31.3F1 Score
6
MIMIC Note IV (test)
4.8F1 Score
6
MIMIC-IV (test)
0.842C-index (td)
6
MIMIC-IV T -> V Generalization
67.29AUC
6
MIMIC IV
83AUROC
6
MIMIC-IV (test)
71.2Macro F1 (Ours)
6
MIMIC-III
91.76Accuracy
6
MIMIC-III Cardiovascular Latino
3.66RMSE (tau=1)
6
MIMIC-III Cardiovascular (Asian)
4.15RMSE (tau=1)
6
MIMIC-III Latino subgroup OOD infectious and inflammatory diseases
4.88RMSE (τ=1)
6
MIMIC-III Asian subgroup, OOD infectious and inflammatory diseases (out of distribution)
4.37RMSE (τ=1)
6
MIMIC-III Latino
4.7RMSE (tau=1)
6
MIMIC-III (Asian)
4.67RMSE (tau=1)
6
MIMIC
0.518OOD AUPRC
6