Development and validation of a machine learning-based early warning system for predicting venous thromboembolism risk in hospitalized lymphoma patients undergoing chemotherapy: a multicenter and retrospective cohort study

BackgroundLymphoma patients hospitalized for chemotherapy are at increased risk of venous thromboembolism (VTE) due to prolonged treatment and bed rest. Early prediction of VTE in this group remains challenging. This study aimed to develop a machine learning-based early warning system (VTE-EWS) tail...

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मुख्य लेखकों:	Tingting Jiang, Zailin Yang, Xinyi Tang, Na Fan, Zuhai Hu, Jieping Li, Tingting Liu, Yu Peng, Shuang Chen, Bingling Guo, Xiaomei Zhang, Yong Chen, Jun Li, Dehong Huang, Jun Liu, Yakun Zhang, Xuefen Liu, Xia Wei, Zhanshu Liu, Haike Lei, Yao Liu
स्वरूप:	Artigo
भाषा:	Inglês
प्रकाशित:	Frontiers Media S.A. 2025-08-01
श्रृंखला:	Frontiers in Oncology
विषय:	venous thromboembolism machine learning lymphoma prediction early warning
ऑनलाइन पहुंच:	https://www.frontiersin.org/articles/10.3389/fonc.2025.1566905/full
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