Colinearity issues arise in multilevel multivariate models (but not in submodels)

[avehtari]

@mluerig

indicate significant correlations between some variables

@mluerig

the credibility interval for these estimates is extremely wide and within zero range

In case of correlating covariates, the marginals can be misleading. See collinear and bodyfat examples in Model selection tutorials and talks