The topical features such as the LIWC dictionaries (which combine syntactic and semantic information) and Word2Vec topics perform in the same range as the part of speech tags.
best predictive performance is obtained using bag-of-word features, reaching an F1 of up to 77.5 and AUC of 0.866.