Not only the expert models, to which we imposed the presence of one or two semantic predictors, did not perform the best, but none of the features from our semantic set was retained during the automatic selection of the variables for the logistic models.
in some subsets, the LSA-based feature was sometimes considered as collinear with the other variables.