The default values of the package were used as the initial parameter values, where Ntree was set to 500 and Mtry was set to the root of the number of explanatory variables observed. Parameter tuning was performed according to the RMSE calculation minimization during cross-validation using the caret package. We describe this approach as the conventional RF (CRF) model.