Abstract: Highlights•Identifies multi-aspect sentiment based on genders in online drug reviews.•Explores different feature representations such as BoW, TFIDF, and GloVe.•Compares the problem transformation approach, adapted algorithms, and attention-based recurrent neural networks (RNN).•Evaluates all model based on samples, labels, and ranks measures.
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