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Beyond Basal Insulin When treatment is intensified beyond basal insulin therapy, a number of factors should be taken into account as part of the shared decision-making process, such as patient preference, safety, tolerability, glycemic efficacy, risk of hypoglycemia, and other non-glycemic effects (e.g., weight change and/or impact on life-style) [13]

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The performance of RF, SVM, and LR models was evaluated in all cohorts using diagnostic ROC curves