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We specify a flexible regression model for multivariate mixed responses,conditional on a set of unobserved,outcome-specific,latent parameters,that represent the effects of unobserved individual-specific heterogeneity.We adopt a finite mixture representation,which is a semiparametric version of parametric methods based on Gaussian quadrature.