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Scholarly and social impacts of scientific publications could be measured byvarious metrics. In this study, the relationship between various metrics of63,805 PLOS research articles are studied. Generally, article views correlatewell with citation, however, different types of article view have differentlevels of correlation with citation, when pdf download correlates the citationmost significantly. It's necessary for publishers and journals to providedetailed and comprehensive article metrics. Although the low correlationbetween social attention and citation is confirmed by this study and previousstudies, more than ever, we find that social attention is highly correlatedwith article view, especially the browser html view. Social attention is theimportant source that bringing network traffic to browser html view and maylead to citation subsequently. High altmetric score has the potential role inpromoting the long-term academic impact of articles, when a conceptual model isproposed to interpret the conversion from social attention to article view, andto citation finally.

From Attention to Citation, What and How Does Altmetrics Work?