Figure shows the mean of the MAE among the different models generated during the cross validation, grouped by family, and their associated standard error of the mean (SEM) (Table ). Values obtained for the SEM show that there is no significant variation in the prediction performance among the models. Figure and Table show the error distribution and the SEM grouped by metal surfaces.