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Honda, Y., Kessoku, T., Sumida, Y., Kobayashi, T., Kato, T., Ogawa, Y., Tomeno, W., Imajo, K., Fujita, K., Yoneda, M., Kataoka, K., Taguri, M., Yamanaka, T., Seko, Y., Tanaka, S., Saito, S., Ono, M., Oeda, S., Eguchi, Y

3.3 SMOTE techniques performance To address the class imbalance in the dataset, the diagnostic performance of five ML models (LR, DT, RF, GBoost, and KNN) was assessed using different SMOTE techniques, including Borderline-SMOTE, SMOTE-ENN, and adaptive synthetic sampling (ADASYN)

Glutathione and Liver Detoxification The liver is constantly working to process toxins and metabolic waste

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Promote Detoxification Plays a role in the bodys natural detox processes, especially in the liver

It reduces oxidative stress, which happens when theres an imbalance between free radicals and the bodys antioxidant defenses