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Can altmetric mentions predict later citations? A test of validity on data from ResearchGate and three social media platforms

Altmetrics公司 社会化媒体 引用 独创性 计算机科学 纪律 情报检索 数据科学 万维网 社会学 社会科学 定性研究
作者
Sumit Kumar Banshal,Vivek Kumar Singh,Pranab Kumar Muhuri
出处
期刊:Online Information Review [Emerald Publishing Limited]
卷期号:45 (3): 517-536 被引量:30
标识
DOI:10.1108/oir-11-2019-0364
摘要

Purpose The main purpose of this study is to explore and validate the question “whether altmetric mentions can predict citations to scholarly articles”. The paper attempts to explore the nature and degree of correlation between altmetrics (from ResearchGate and three social media platforms) and citations. Design/methodology/approach A large size data sample of scholarly articles published from India for the year 2016 is obtained from the Web of Science database and the corresponding altmetric data are obtained from ResearchGate and three social media platforms (Twitter, Facebook and blog through Altmetric.com aggregator). Correlations are computed between early altmetric mentions and later citation counts, for data grouped in different disciplinary groups. Findings Results show that the correlation between altmetric mentions and citation counts are positive, but weak. Correlations are relatively higher in the case of data from ResearchGate as compared to the data from the three social media platforms. Further, significant disciplinary differences are observed in the degree of correlations between altmetrics and citations. Research limitations/implications The results support the idea that altmetrics do not necessarily reflect the same kind of impact as citations. However, articles that get higher altmetric attention early may actually have a slight citation advantage. Further, altmetrics from academic social networks like ResearchGate are more correlated with citations, as compared to social media platforms. Originality/value The paper has novelty in two respects. First, it takes altmetric data for a window of about 1–1.5 years after the article publication and citation counts for a longer citation window of about 3–4 years after the publication of article. Second, it is one of the first studies to analyze data from the ResearchGate platform, a popular academic social network, to understand the type and degree of correlations. Peer review The peer review history for this article is available at: https://publons.com/publon/10.1108/OIR-11-2019-0364

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