Fig. 3From: Machine learning identification of risk factors for heart failure in patients with diabetes mellitus with metabolic dysfunction associated steatotic liver disease (MASLD): the Silesia Diabetes-Heart ProjectROC curves and Decision Curve Analysis. ROC curves (a, c) obtained using the MLR models fitted to the most discriminative features determined for all patients, MASLD( +), and MASLD(−) together with the values of the areas under them. DCA curves (b, d) were estimated for each case to assess the clinical utility of the proposed classifiers. Columns a and b present results obtained for the Dataset A (1735 patients), and c, d show the results obtained for the Dataset B (265 patients)Back to article page