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UK Biobank

Benchmarks

Task NameDataset NameSOTA ResultTrend
RegressionUK Biobank (test)
MAE1.51
18
Multi-label classificationUK Biobank (test)
AUC0.8491
18
Group-disease predictionUK Biobank (test)
Infectious & Parasitic AUROC0.694
14
Group-disease predictionUK Biobank Drop 3 Organs (test)
AUROC67.5
14
Group-disease predictionUK Biobank Drop 2 Organs (test)
AUROC0.687
14
Group-disease predictionUK Biobank Drop 1 Organ (test)
AUROC69.6
14
Group-disease predictionUK Biobank Full Organs (7) (test)
AUROC0.704
14
Group-disease predictionUK Biobank Standard (test)
AUROC0.681
14
Multi-label CAD classificationUK Biobank (test)
AUC0.761
13
Cardiac Phenotype RegressionUK Biobank ECG (test)
LVEDV Error-4.86
12
COPD classificationUK Biobank
AUROC89.77
11
Cardiac Phenotype PredictionUK BioBank
LVM (g)17.103
11
Survival AnalysisUK Biobank Diabetes
C-index80.2
10
myeloma predictionUK Biobank Proteomic (test)
AUROC0.913
10
Disease Prediction (I21)UK Biobank I21 2018
AUPRC0.045
10
Disease Prediction (G45)UK Biobank G45 target tasks 2018
AUPRC0.021
10
Disease Prediction (J45)UK Biobank J45 target tasks 2018
AUPRC3.8
10
Disease Prediction (J44)UK Biobank J44 2018 (target tasks)
AUPRC12.6
10
Incident Alzheimer's Disease predictionUK Biobank
AUROC65.8
8
Incident Dementia PredictionUK Biobank
AUROC0.659
8
Right Ventricular End Diastolic Volume (RVEDV) EstimationUK Biobank
Mean Difference (mL)0.2
8
Right Ventricular Ejection Fraction (RVEF) EstimationUK Biobank
Mean Difference (%)0
8
Left Ventricular Mass (LVM) EstimationUK Biobank
Mean Difference (g)0.2
8
Left Ventricular Ejection Fraction (LVEF) EstimationUK Biobank
MD (%)0.1
8
Weight PredictionUK Biobank (test)
MAE7.44
7
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