See the section "Construction of Least-Squares Means" for more on LS-means. Note that, while the arithmetic means are always uncorrelated (under the usual assumptions for analysis of variance), the LS ...

This procedure estimates partial least squares ... or structural equation modeling, and it is particularly useful when predictor variables are highly correlated or when the number of predictors ...