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Validity of altmetrics data for measuring societal impact: A study using data from Altmetric and F1000Prime

机译:测高数据对衡量社会影响的有效性:一项使用测高和F1000Prime数据的研究

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摘要

Can altmetric data be validly used for the measurement of societal impact? The current study seeks to answer this question with a comprehensive dataset (about 100,000 records) from very disparate sources (F1000, Altmetric, and an in-house database based on Web of Science). In the F1000 peer review system, experts attach particular tags to scientific papers which indicate whether a paper could be of interest for science or rather for other segments of society. The results show that papers with the tag "good for teaching" do achieve higher altmetric counts than papers without this tag - if the quality of the papers is controlled. At the same time, a higher citation count is shown especially by papers with a tag that is specifically scientifically oriented ("new finding"). The findings indicate that papers tailored for a readership outside the area of research should lead to societal impact.If altmetric data is to be used for the measurement of societal impact, the question arises of its normalization. In bibliometrics, citations are normalized for the papers' subject area and publication year. This study has taken a second analytic step involving a possible nor-.malization of altmetric data. As the results show there are particular scientific topics which are of especial interest for a wide audience. Since these more or less interesting topics are not completely reflected in Thomson Reuters'journal sets, a normalization of altmetric data should not be based on the level of subject categories, but on the level of topics.
机译:高度测量数据可以有效地用于社会影响的测量吗?当前的研究试图通过来自非常不同的来源(F1000,Altmetric和基于Web of Science的内部数据库)的综合数据集(约100,000条记录)来回答这个问题。在F1000同行评审系统中,专家将特殊标签附加到科学论文上,以表明论文是对科学还是对社会的其他阶层都感兴趣。结果表明,带有“有益于教学”标签的论文与没有该标签的论文相比,确实可以实现更高的高度计数-如果论文的质量得到控制。同时,尤其是带有标签的论文显示出更高的引用次数,这些标签是经过专门科学定位的(“新发现”)。研究结果表明,针对研究领域之外的读者量身定制的论文应该会产生社会影响。如果要使用高度测量数据来衡量社会影响,就存在对其规范化的问题。在文献计量学中,对论文主题领域和出版年份的引用进行了标准化。这项研究采取了第二个分析步骤,涉及可能对高度测量数据进行标准化。结果表明,存在特定的科学主题,这些主题引起了广大读者的特别关注。由于这些或多或少有趣的话题并未完全反映在汤森路透的新闻集中,因此测高数据的规范化不应基于主题类别的水平,而应基于主题的水平。

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