Collaborative assessment of the risk of postoperative progression in early-stage non-small cell lung cancer: a robust federated learning model

Collaborative assessment of the risk of postoperative progression in early-stage non-small cell lung cancer: a robust federated learning model

Abstract Background While the TNM staging system provides valuable insights into the extent of disease, predicting postoperative progression in early-stage non-small cell lung cancer (NSCLC) remains a significant challenge. An effective bioimaging prognostic marker for early-stage NSCLC, powered by...

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Bibliographic Details
Main Authors: Yu Liu, Xiaobei Duan, Xiaojuan Chen, Kunwei Li, Qiong Li, Ke Liu, Wansheng Long, Huan Lin, Bao Feng, Xiangmeng Chen
Format: Article
Language:English
Published: BMC 2025-07-01
Series:Cancer Imaging
Subjects:
Non-small cell lung cancer
Postoperative progression
Federated learning
Multicenter study
Online Access:https://doi.org/10.1186/s40644-025-00911-y
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