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Patients on any oral antihyperglycemic agent in monotherapy (N=212) or on a PPAR agent in combination therapy (N=106) or not on an antihyperglycemic agent (off therapy for at least 8 weeks, N=34) were switched to monotherapy with pioglitazone (at a dose of 30-45 mg per day), and completed a run-in period of approximately 12 weeks in duration

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Figure 8 provides a comparative performance analysis of six models namely ANN, RF, SVM, KNN, DT, and the proposed model based on four significant evaluation metrics: Precision, Recall, F1-score, and G-measure