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

The VTE-EWS leverages simple clinical indicators to quickly and visually predict VTE risk, enabling precise and targeted interventions for lymphoma patients hospitalized undergoing chemotherapy.

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Publication Details

Journal
Frontiers in Oncology
Published
2025-08-12
DOI
https://doi.org/10.3389/fonc.2025.1566905
Citations
1
Primary Topic
Venous Thromboembolism Diagnosis and Management
Type
article
Field-Weighted Citation Impact
1.87

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article

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

Shuang Chen, Zailin Yang, Jieping Li, Xia Wei et al.
1 citations
Frontiers in Oncology
Venous Thromboembolism Diagnosis and Management
1.87
article

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

Shuang Chen, Zailin Yang, Jieping Li, Xia Wei, Tingting Jiang, Haike Lei, Xiaoming Liu, Zhanshu Liu, Peng Yu, Yakun Zhang, Jun Liu, Tingting Liu, Yong Chen, Yao Liu, Xuewei Tang, J. Li, Bingling Guo, Na Fan, Xiaomei Zhang, Dehong Huang, Zuhai Hu
article en
1 citations

Abstract

The VTE-EWS leverages simple clinical indicators to quickly and visually predict VTE risk, enabling precise and targeted interventions for lymphoma patients hospitalized undergoing chemotherapy.

Frontiers in OncologyVol. 15
Army Medical University (CN), Chongqing University (CN), Third People 's Hospital of Chongqing (CN), The Affiliated Yongchuan Hospital of Chongqing Medical University (CN), Chongqing Public Health Medical Center (CN), Chongqing Cancer Hospital (CN), First People's Hospital of Chongqing (CN), Chongqing Medical University (CN)
Centre Scientifique et Technique du Bâtiment, Fundamental Research Funds for the Central Universities
Openalex Percentile: Top 14%
Venous Thromboembolism Diagnosis and Management
1.87
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