Dyadic analysis of criminal justice involvement and hiv risks among couples who inject drugs and their intimate partners in almaty, kazakhstan.

Background: Incarceration increases HIV risk behaviors and strains intimate partnerships of couples of people who inject drugs (PWID) in Kazakhstan. Studies are yet to examine dyadic relationships between criminal justice involvement and injection drug and sexual HIV risk behaviors of couples who inject drugs in Kazakhstan. This study examined associations between individual and partner level criminal justice involvement and injection drug and sexual HIV risk behaviors among 216 intimate dyads (n = 432) of PWID in Almaty, Kazakhstan.

Using regression mixture models with non-normal data: Examining an ordered polytomous approach.

Mild to moderate skew in errors can substantially impact regression mixture model results; one approach for overcoming this includes transforming the outcome into an ordered categorical variable and using a polytomous regression mixture model. This is effective for retaining differential effects in the population; however, bias in parameter estimates and model fit warrant further examination of this approach at higher levels of skew. The current study used Monte Carlo simulations; three thousand observations were drawn from each of two subpopulations differing in the effect of X on Y.