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Papers Benchmarks Datasets Tasks

Disease prediction research benchmarks · SOTA2 Research

Disease prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.13AUC

16

May 8, 2026

Haodf Common Cold

88.08Hit@1

16

Feb 26, 2026

79.69Hit Rate @ 1

16

Feb 26, 2026

Haodf Coronary Heart Disease

67.55Hit Rate @ 1

16

Feb 26, 2026

Haodf Depression

0.812Hit Rate @ 1

16

Feb 26, 2026

Haodf Pneumonia

92.69Hit@1

16

Feb 26, 2026

92.38Hit Rate @ 1

16

Feb 26, 2026

MIMIC-IV Tasks @ 25

2.8ROC Score

13

Feb 27, 2026

MIMIC-IV Tasks @ 10

2.55ROC

13

Feb 27, 2026

MIMIC-IV Tasks @ 5

1.95ROC Change

13

Feb 27, 2026

MIMIC Chest X-ray 192x192

0.023|ΔAUC| (%)

10

Mar 25, 2026

UKBB Task I21 (out-of-distribution)

Causal Meta-Learning

0.714AUROC

10

Feb 26, 2026

UKBB Task G45 (out-of-distribution)

Causal Meta-Learning

0.673AUROC

10

Feb 26, 2026

UKBB Task J45 (out-of-distribution)

Causal Meta-Learning

0.622AUROC

10

Feb 26, 2026

UKBB Task J44 (out-of-distribution)

Causal Meta-Learning

0.82AUROC

10

Feb 26, 2026

65AUROC

10

Feb 26, 2026

Task 3 Crohn's Disease (test)

100AUROC

10

Feb 26, 2026

Task 2 Type 2 Diabetes (test)

0.83AUROC

10

Feb 26, 2026

Task 1 Colorectal Cancer (test)

0.79AUROC

10

Feb 26, 2026

Longitudinal medical record benchmark (test)

90.47Accuracy

9

May 15, 2026

Prostate cancer trial data (test)

0.851AUC

6

Apr 14, 2026

Korean AI Hub dataset (temporal cross-validation (3 folds))

60.7F1 Score

6

Mar 17, 2026

0.76AUROC

6

Feb 26, 2026

0.84AUROC

6

Feb 26, 2026

66.7Accuracy

6

Feb 26, 2026

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