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Using Python and a preprocessed 2021 Behavioral Risk Factor Surveillance System (BRFSS) dataset hosted on Kaggle, we developed and evaluated several models: Decision Tree, AdaBoost, XGBoost, LightGBM, and Multilayer Perceptron Neural Network (MLP), for diabetes prediction

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Patients experiencing significant gastrointestinal side effects might benefit from dose reduction before stopping entirely, and those with type 2 diabetes require transition planning to alternative glucose-lowering therapies

10.1016/j.neo.2014.05.007

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