eICU

Benchmarks

Task Name	Dataset Name	SOTA Result
Mortality Prediction	eICU	AUC-ROC0.9373	22
Diagnosis Prediction	eICU spatial domain shift, Midwest as target (test)	Weighted F169.72	21
Urinary tract infection (UTI) prediction	eICU	AUROC0.945	19
Sepsis Prediction	eICU	AUROC98.2	19
EHR prediction	eICU	AUROC0.78	16
Heart Failure Prediction	eICU spatial domain shift 2014-2015 (test)	AUROC92.54	15
Medication Recommendation	eICU	Jaccard Similarity41.95	13
Vasopressor (Vaso) use prediction	eICU	AUROC0.77	12
Length of Stay (LOS) prediction	eICU	AUROC70	12
Clinical utility evaluation	eICU	Micro-averaged AUROC87	10
Readmission Prediction	eICU spatial domain shift, Midwest as target (test)	AUPRC22.74	10
Safety Compliance Evaluation	eICU-AC	LPA98.4	10
Shock Prediction	eICU	Mean Balanced Accuracy65.7	9
Readmission Prediction	eICU	AUC-ROC0.7879	9
Survival Analysis (Sepsis)	EICU	Ctd0.87	8
Data Imputation	eICU MNAR 50% missingness	NRMSE0.148	8
Data Imputation	eICU MNAR 30% missingness	NRMSE0.145	8
Data Imputation	eICU MNAR 10% missingness	NRMSE0.125	8
Prolonged Length of Stay (PLOS) Prediction	eICU	F1 Score72.49	7
Length of Stay Prediction	eICU	MAD1.78	7
Imputation	eICU MAR 30% missingness	NRMSE0.125	7
Imputation	eICU MCAR 30% missingness	NRMSE0.124	7
ICU mortality prediction	eICU YAIB-aligned	AUROC86.4	7
Uplift Modeling	eicu	AUROC0.54	6
Synthetic Data Generation	eICU (test)	MMD0.012	6

Showing 25 of 39 rows