This paper introduces a copula additive distributional regression framework for mixed count–continuous outcomes, with a focus on simultaneous modelling of the number and cost of physician visits. Traditionally analysed separately, these outcomes are inherently interdependent, and modelling them jointly uncovers relationships that would otherwise be overlooked. The approach employs a zero-truncated count distribution for visit frequency, a continuous skewed distribution with positive support...