As pointed out in Cohen and Ruths (2013) this causes some issues on transfer to a novel dataset, because the selected features were not representative of differences between liberals and conservatives in the second dataset.
this approach has been shown to be generally superior to LDA on the domain of topic modeling (Chen et al., 2011), but has not been tested for cultural modeling.