Prediction of peripheral lymph node metastasis (LNM) in thyroid cancer using delta radiomics derived from enhanced CT combined with multiple machine learning algorithms

Prediction of peripheral lymph node metastasis (LNM) in thyroid cancer using delta radiomics derived from enhanced CT combined with multiple machine learning algorithms

Abstract Objectives This study aimed to develop a model for predicting peripheral lymph node metastasis (LNM) in thyroid cancer patients by combining enhanced CT radiomic features with machine learning algorithms. It increased the clinical utility and interpretability of the predictions through SHAP...

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Bibliographic Details
Main Authors: Wenzhi Wang, Feng Jin, Lina Song, Jinfang Yang, Yingjian Ye, Junjie Liu, Lei Xu, Peng An
Format: Article
Language:English
Published: BMC 2025-03-01
Series:European Journal of Medical Research
Subjects:
Thyroid cancer
Machine learning
Nomogram
Radiomics
Online Access:https://doi.org/10.1186/s40001-025-02438-1
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