Predicting central lymph node metastasis in papillary thyroid microcarcinoma: a breakthrough with interpretable machine learning

Predicting central lymph node metastasis in papillary thyroid microcarcinoma: a breakthrough with interpretable machine learning

ObjectiveTo develop and validate an interpretable machine learning (ML) model for the preoperative prediction of central lymph node metastasis (CLNM) in papillary thyroid microcarcinoma (PTMC).MethodsFrom December 2016 to December 2023, we retrospectively analyzed 710 PTMC patients who underwent thy...

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Bibliographic Details
Main Authors: Weijun Zhou, Lijuan Li, Xiaowen Hao, Lanying Wu, Lifu Liu, Binyu Zheng, Yangzheng Xia, Yong Liu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Endocrinology
Subjects:
machine learning
papillary thyroid microcarcinoma
central lymph node metastasis
diagnostic imaging
SHapley Additive exPlanation
Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2025.1537386/full
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