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Papers Benchmarks Datasets Tasks

UK Biobank dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

UK Biobank

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Sjogren Syndrome Prediction

UK Biobank

69.5AUROC

7

Systemic Lupus Eryth. Prediction

UK Biobank

68.1AUROC

7

Motor Neuron Disease Prediction

UK Biobank

59.4AUROC

7

Multiple Sclerosis Prediction

UK Biobank

60.9AUROC

7

Parkinson’s Disease Prediction

UK Biobank

64.7AUROC

7

Alzheimer’s Disease Prediction

UK Biobank

72.6AUROC

7

Clinical event forecasting

UK Biobank 365d

75.6AUROC

7

Clinical event forecasting

UK Biobank 180d

0.771AUROC

7

Clinical event forecasting

UK Biobank 90d

0.782AUROC

7

Clinical event forecasting

UK Biobank 30d

78.9AUROC

7

Sex Classification

UK Biobank Representative sets N=2000 (test)

98.16Accuracy

6

Biometric Phenotype Prediction

UK Biobank Representative sets N=2000 (test)

2.39BMI Prediction Error

6

Cardiac Phenotype Prediction

UK Biobank Representative sets N=2000 (test)

4.08LVEF Error

6

Coronary Artery Disease (CAD) Classification

UK Biobank Representative sets N=2000 (test)

68.7CAD Accuracy

6

UK Biobank (test)

98.16Accuracy

6

DR Classification

UK Biobank

53.36F1 Score

6

AMD Classification

UK Biobank

64.58F1 Score

6

UK Biobank External (val)

53.36F1 Score

6

UK Biobank External (val)

64.58F1 Score

6

Disease Classification

UK Biobank CAD (test)

0.737AUC-ROC

6

Longitudinal risk modeling

UK Biobank

77.3AUC (365d)

6

Activity Regularity Estimation

UK Biobank

0.114RMSE

6

Heart-rate-variability (HRV) Estimation

UK Biobank

0.109RMSE

6

Sleep Efficiency Prediction

UK Biobank

0.096RMSE

6

Cardiac cycle generation

UK Biobank 5,000 subjects

2.4Specificity (LV)

5

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Popular tasks

Risk Prediction Group-disease prediction Disease Classification Clinical event forecasting Disease risk prediction

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