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Table 1 Definitions for flagging disease outcomes and the respective prevalences in the final cohort table. Abbreviations used: Chronic Kidney Disease (CKD), Type 2 Diabetes (T2D), Inflammatory Bowel Disease (IBD), Rheumatoid Arthritis (RA), International Classification of Diseases, Tenth Revision (ICD-10)

From: Benchmarking AutoML frameworks for disease prediction using medical claims

Disease

ICD-10 Code

Definition

Prevalence

Number of cases

Lung Cancer

C34

Two lung cancer claims at least 30 days apart, no history of any cancer

0.053%

6,539

Rheumatoid Arthritis (RA)

M05, M06 (Except M064)

At least one RA claim*

0.10%

12,174

Prostate Cancer

C61

Two prostate cancer claims at least 30 days apart, no history of any cancer

0.12%

14,925

Type 2 Diabetes (T2D)

E11

Two T2D claims at least 30 days apart

0.59%

73,540

Inflammatory Bowel Disease (IBD)

K51, K52

Two IBD claims at least one day apart

0.32%

39, 502

Chronic Kidney Disease (CKD)

N18

Two CKD claims at least 30 days apart

0.63%

78,786