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The SS3 text classifier is a novel and simple supervised machine learning model for text classification which is interpretable, that is, it has the ability to naturally (self)explain its rationale . It was originally introduced in Section 3 of the paper * “A text classification framework for simple and effective early depression detection over social media streams” * ( arXiv preprint ). This simple model obtained the best and 2nd-best results, consecutively, in the last three editions of the CLEF’s eRisk la