Factors related to steroid treatment responsiveness in thyroid eye disease patients and application of SHAP for feature analysis with XGBoost

Factors related to steroid treatment responsiveness in thyroid eye disease patients and application of SHAP for feature analysis with XGBoost

IntroductionThe primary treatment for active thyroid eye disease (TED) is immunosuppressive therapy with intravenous steroids. In this study, we attempted to predict responsiveness to steroid treatment in TED patients using eXtreme Gradient Boosting (XGBoost). Factors associated with steroid respons...

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Bibliographic Details
Main Authors: Jungyul Park, Jaehyun Kim, Dongman Ryu, Hee-young Choi
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-01-01
Series:Frontiers in Endocrinology
Subjects:
extreme gradient boost
XGBoost
machine learning
graves orbitopathy
thyroid eye disease
novel risk factors
Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2023.1079628/full

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https://www.frontiersin.org/articles/10.3389/fendo.2023.1079628/full

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