This is very different from sentiment analysis on Twitter, where three-way sentiment classification schemes (positive, negative, neutral) have been preferred, e.g., at SemEval 2013-2015 (Nakov et al., 2013;Rosenthal et al., 2014;.
the star system makes the task more fine-grained, thus allowing to capture user opinion better.