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Table 2 The characteristics of model

From: Elucidating the role of FBXW4 in osteoporosis: integrating bioinformatics and machine learning for advanced insight

Label

LASSO

SVM-RFE

RF

Sensitivity

0.4167

0.5

0.392

Specificity

0.8

1

0.918

Pos Pred value

0.5556

1

0.429

Neg Pred value

0.6957

0.7692

0.900

Precision

0.5556

1

0.429

Recall

0.4167

0.5

0.375

F1

0.4762

0.6667

0.400

Prevalence

0.375

0.375

0.140

Detection rate

0.1563

0.1875

0.053

Detection prevalence

0.2813

0.1875

0.123

Balanced accuracy

0.6083

0.75

0.647