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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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For every 5 umol/L increase in plasma homocysteine, there was a 20% increase in the risk of coronary heart disease.22 These findings were confirmed by another review of 35 studies conducted in 14 countries among 27,448 adults and children aged 5 to 60 years