Importance of JWST filters for estimating the amount, temperature and the dust species, in S3. The normalised feature importance (ϕ_i) of each NIRCam (blue) and MIRI (red) filters in each step of the feature selection process is shown by the size of the filled circles that are scaled to three values in the legend. The preferred and minimum subsets of JWST filters are highlighted with boxes using a dash-dotted and a solid line, respectively.