Posterior distributions for the Type 2 precision (top) and recall predictions (bottom) from fitting the labeled dataset N = 200 times. The blue distribution indicate the value obtained from N RF reconstructions without inclusion of measurement errors, while the red distribution correspond to the reconstructions of the measurement uncertainty propagated pseudo-sets. In certain cases, the performance of the classifier is overestimated when photometric uncertainties are not taken into account.