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Table 3 Alternate model performance on replication data test set for M/F by 15–18/19–24 subsets

From: Replicability and reproducibility of predictive models for diagnosis of depression among young adults using Electronic Health Records

Model set

LASSO

RF

GB

XGB

Rpart

PRE

Stepwise replication

F 15–18

0.887

0.882

0.891

0.885

0.838

0.890

0.886

F 19–24

0.880

0.880

0.887

0.887

0.848

0.886

0.880

M 15–18

0.881

0.881

0.889

0.886

0.863

0.888

0.882

M 19–24

0.895

0.895

0.898

0.902

0.873

0.898

0.887

  1. Note: The highest AUC values are highlighted in bold font