MIMIC
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
MIMIC-LT
16.2Balanced Accuracy
5
MIMIC III (out-of-distribution episodes)
5.77WIS
5
MIMIC ICU Waveforms III
72.5Sensitivity
5
MIMIC Internal (test)
0.83AUROC (ATEL)
5
MIMIC renal ESRD (Foreground) IV (test)
10.57log(V^pi)
5
MIMIC non-renal (Background) IV (test)
1.4Log(V^pi)
5
MIMIC ECG IV
81.3Macro AUROC
5
MIMIC-IV ICU Transfer Task
52Best Match
5
MIMIC ICU Standard Task IV
51Best Match Score
5
MIMIC ECG Triage IV (test)
74.2Macro-AUROC
5
MIMIC-IV (E1)
0.8AUROC
5
MIMIC CX
27.2Radgraph F1
5
MIMIC (test)
72.9C-index
5
MIMIC (test)
1.61MSE
5
MIMIC (test)
86.1AUROC
5
MRG-MIMIC-VQA
90.51AP@10
5
MIMIC-III
91Accuracy
5
MIMIC (test)
51.9F1 Score
5
MIMIC-III Sepsis (test)
-5.4Performance Value
5
MIMIC-IV-ED
83AUROC (Utility)
5
MIMIC-IV
15.35ER
5
MIMIC-IV
83MAC@50
5
MIMIC-III Expanded Time-varying Confounding at horizon tau=15 MIMIC-IV derivative (test)
0.8Bias (CF 1)
5
MIMIC-III Limited Time-varying Confounding at horizon tau=15 MIMIC-IV derivative (test)
0.71Bias (CF 1)
5
MIMIC-III semi-synthetic (Expanded Time-varying Confounding, horizon τ=20)
0.61Bias (CF 1)
5