Posterior distributions of the atmospheric model parameters that were fitted to the photometry of β Pic b with a prior on its mass. A comparison of the photometry and the sampled model spectra is shown in Fig. 9. The marginalized 1D and 2D distributions are shown together with the median, and 16th and 84th percentiles of the samples. The red horizontal and vertical lines indicate the sample position with the maximum posterior probability.