% of pronoun usage: Macaulay (2005) argues that females tend to use more third-person male/female pronouns (he, she, him, her and his) as compared to males.
on top of the standard Boulis and Ostendorf (2005) model, we also investigated the following features motivated by the sociolinguistic literature on gender differences in discourse (Macaulay, 2005): 1.