Machine learning-enabled prediction of bone metastasis in esophageal cancer

Machine learning-enabled prediction of bone metastasis in esophageal cancer

PurposeBone metastasis (BM) is a common manifestation of distant spread in patients with esophageal cancer. This study aimed to develop a machine learning algorithm to predict the risk of bone metastasis in esophageal cancer patients, thereby supporting clinical decision-making support.MethodsClinic...

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Bibliographic Details
Main Authors: Liqiang Liu, Wanshi Duan, Tao She, Shouzheng Ma, Haihui Wang, Jiakuan Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Medicine
Subjects:
esophageal cancer
bone metastasis
machine learning
XGBoost
prediction model
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1620687/full
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