Development and Validation of an Interpretable Machine Learning Model for Predicting Hyperuricemia Risk: Based on Environmental Chemical Exposure

Xiaochuan Lu, Huawei Kou, Cong Li,Runqing Zhan, Rongrong Guo, Shengnan Liu, Peixuan Shen, Meiyue Shen, Tingwei Du, Jiaqi Lu,Xiaoli Shen

Ecotoxicology and environmental safety（2025）

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Hyperuricemia,Environmental chemicals,Machine learning,Extreme Gradient Boosting,Shapley additive explanations,Partial dependence plots

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