The present study focuses on the early detection of mental health disorders along the lines of the eRisk shared task series (originally devoted to online mental health discussion domain in the English language) in general-purpose Portuguese social media. More specifically, we adapt a strategy that has won a number of shared tasks to the case of early detection of depression and anxiety disorders in the Brazilia...