Dynamic Prediction of Venous Thromboembolism in Gynecological Surgery Using Perioperative Biomarkers and an Extremely Randomized Trees Model: A Retrospective Case-Control Study

Yingsha Yao, Huizhen Lin, Chuhan Wang, Danli Ma, Yanhong Fu, Ting Wang, Huimin Yu, Ruoan Jiang, Department of Gynecology, Wenzhou Medical University, Ningbo No, Department of Obstetrics and Gynecology, s Hospital School of Medicine Zhejiang University, Zhejiang Provincial Clinical Research Center for Obstetrics and Gynecology, Traditional Chinese Medicine for Reproductive Health Key Laboratory of Zhejiang Province, s Hospital, School of Medicine, Zhejiang University

Clinical and Applied Thrombosis/Hemostasis

Published online on July 10, 2026

Abstract

Clinical and Applied Thrombosis/Hemostasis, Volume 32, January-December 2026.
BackgroundHospital-associated venous thromboembolism (HA-VTE) is the leading preventable cause of death among patients undergoing gynecological surgery. Standard risk assessment methodologies, such as the Caprini score, which is a commonly utilized tool ...