The cross-validation score as a function of the number of filters for each second-stage model associated with each R_p range. The scores correspond to the average predictive performance across the three atmospheric parameters: T_p, X_TiO, and X_VO. Note that the number of filters is reduced according to their importance. The dashed curves represent individual second-stage models, while the solid black curve shows their mean.