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Table 3 Comparison of sensitivity, specificity, Youden's index, PPV and NPV on prospective test set

From: Venous thromboembolism risk assessment of surgical patients in Southwest China using real-world data: establishment and evaluation of an improved venous thromboembolism risk model

Scenario

Model

Threshold

Sensitivity

Specificity

Youden’s index

PPV

NPV

High sensitivity

Caprini

5

0.867

0.501

0.368

0.016

0.998

SW

0.006

0.837

0.656

0.493

0.022

0.998

RF

0.005

0.867

0.665

0.532

0.023

0.998

Optimal Youden's index

Caprini

7

0.578

0.794

0.372

0.025

0.995

SW

0.008

0.667

0.861

0.527

0.042

0.996

RF

0.009

0.770

0.796

0.567

0.034

0.997

High specificity

Caprini

9

0.289

0.930

0.219

0.037

0.993

SW

0.020

0.356

0.928

0.283

0.043

0.994

RF

0.016

0.363

0.931

0.294

0.046

0.994

  1. Threshold, the discriminative threshold above which the patients is predicted to be “positive”; SW, SW-model; RF, random forest