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Creating machine learning models that interpretably link systemic inflammatory index, sex steroid hormones, and dietary antioxidants to identify gout using the SHAP (SHapley Additive exPlanations) method

BackgroundThe relationship between systemic inflammatory index (SII), sex steroid hormones, dietary antioxidants (DA), and gout has not been determined. We aim to develop a reliable and interpretable machine learning (ML) model that links SII, sex steroid hormones, and DA to gout identification.Meth...

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Bibliografische gegevens
Hoofdauteurs: Shunshun Cao, Yangyang Hu
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Frontiers Media S.A. 2024-05-01
Reeks:Frontiers in Immunology
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Online toegang:https://www.frontiersin.org/articles/10.3389/fimmu.2024.1367340/full
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