SHAP summary plots of CatBoost models for the 5 definitions of IDH.

<p>A–E show the SHAP summary plots of CatBoost models for the 5 definitions of IDH, respectively. The top 20 features in order of importance are shown in the plots, and the horizontal coordinates in the plots are the SHAP values. A dot is created for the SHAP value of each feature for each HD...

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Bibliographic Details
Main Author:	Pingping Wang (1485592) (author)
Other Authors:	Ningjie Xu (22394717) (author), Lingping Wu (20748708) (author), Yue Hong (121499) (author), Yihui Qu (22394720) (author), Zhijian Ren (10286426) (author), Qun Luo (600767) (author), Kedan Cai (2587873) (author)
Published:	2025
Subjects:	Genetics Neuroscience Science Policy Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified top 20 across harness machine learning exhibited good performance dataset comprising 26 temporal validation cohort lvmi ), etc feature simplification ensued machine learning models construct predictive models xlink "> across certain features within five distinct definitions effectively predicting idh xlink "> testing cohort predicting idh lvmi emerged five definitions crucial feature simplified models reliable tool prevalent complication persistent inclusion model interpretation idh definition idh based generally yielding comprehensive approach adverse outcomes additional 12 845 ). 838 ).
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SHAP summary plots of CatBoost models for the 5 definitions of IDH.

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