Inferred probability density functions of the conditional intrinsic scatter with respect to the mass substitute. The blue and the green lines show the results based on the fits of pairs; the orange and the red lines show the densities obtained with the joint analysis of pair fits and with the multi-response regression, respectively. Top panel: gas mass intrinsic scatter. Middle panel: temperature intrinsic scatter. Bottom panel: luminosity intrinsic scatter.