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The results reveal that the changed Stannard function fitted utilizing the logistic reduction achieves the very best modeling overall performance with the average normalized mean absolute error (NMAE) of 0.991 across all biomarkers and bootstraps. Applied to the ADNI test set, this model achieves a multiclass location underneath the ROC curve (AUC) of 0.934 in clinical standing classification. The received results for the suggested model outperform almost