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Tsai integrated the National Health and Nutrition Examination Survey public database in the United States and the MAJOR database in Taiwan, China, and established the HOMA-IR ML (XGBoost) prediction model for adults in the two regions. The AUC reached 0.87, the important feature spectrum revealed by SHAP analysis was similar to our results, confirming the determinative roles of factors such as BMI, FBG,TG, HDL-C, and sex [14].
JMIR Med Inform 2025;13:e72238
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Large Language Models in Medical Diagnostics: Scoping Review With Bibliometric Analysis
J Med Internet Res 2025;27:e72062
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