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Table 3 Variable selection results by each of 3 methods, with the best imputation method and threshold value of π for BI-BART and BI-XGB suggested in simulations. BART was used with missForest and π=0.1, XGB with missForest and π=0.3. Definitions of the variable names appear in Web Table 1. RR-BART and BI-BART both selected 17 variables, and BI-XGB selected 16 variables

From: A flexible approach for variable selection in large-scale healthcare database studies with missing covariate and outcome data

Variables

RR-BART

BI-BART

BI-XGB

TRIGRES

Yes

Yes

Yes

SYSBP

Yes

Yes

Yes

LPA

Yes

Yes

Yes

DIABP

Yes

Yes

Yes

WAIST

Yes

Yes

Yes

INSULIN

Yes

No

Yes

LUCRES

Yes

No

No

APOARES

Yes

Yes

Yes

EDUCATION

Yes

No

Yes

BP

Yes

Yes

No

WHRATIO

Yes

Yes

Yes

BMI

Yes

Yes

Yes

RACE

Yes

Yes

No

TPA

Yes

Yes

Yes

DTTLIN

Yes

Yes

No

SHBG

Yes

Yes

Yes

RESTLES

Yes

Yes

No

GLUCOSE

No

Yes

Yes

T

No

Yes

No

E2AVE

No

No

Yes

PAI1

No

No

Yes