帮助新兴学者在学者群体中获得知名度的学术平台与特征探索性研究

Pub Date : 2023-08-06 DOI:10.5530/jscires.12.2.044
Mitali Desai, R. Mehta, Dipti P Rana
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引用次数: 0

摘要

在数字化学术平台上可用的学术特征中,某些特征对评估学者的影响力具有很高的意义。如果这些特征被识别出来,并合法地使用它们,新兴学者可以增加他们的影响力,并在学者群体中获得知名度。本研究的目的是识别学术平台上的重要特征并对其进行排名。为了选择数据来源,对知名学术平台进行了比较分析。在分析的基础上,选择了ResearchGate (RG)。对于RG,本研究提出了一种识别和排名重要学术特征的方法。结果表明,对于呈现的RG数据,识别出的重要特征,其重要性依次为引用数、研究项目数、关注者数、阅读数、推荐数、关注者数和项目数。本研究发现的重要特征可以被各种学术平台用来识别有影响力的学者。这些学者可以用于专家寻找、影响力排名、推荐系统、跨学科合作等应用。此外,确定的重要特征将有助于学者关注某些方面(特征),以合法地增加其影响力。
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An Exploratory Study of Scholarly Platforms and Features to Help Emerging Scholars Gain Visibility in the Scholars’ Community
Among available scholarly features on digitized scholarly platforms, certain features have high significance in assessing scholar's influence. If these features are identified, using them legitimately, emerging scholars can increase their influence and gain visibility in the scholars’ community. The purpose of this research is to identify and rank significant features on scholarly platforms. To select a data source, a comparative analysis of well-known scholarly platforms is performed. Based on the analysis, ResearchGate (RG) is selected. For RG, this research proposes a methodology to identify and rank significant scholarly features. The results demonstrate that for the rendered RG data, identified significant features in the order of their significance are number of citations, research items, followers, reads, recommendations, followings and projects. Significant features discovered in this research can be employed by various scholarly platforms to identify influential scholars. These scholars can be utilized in applications such as expert finding, influence ranking, recommendation systems, interdisciplinary collaborations etc. Moreover, the identified significant features will help scholars in focusing on certain aspects (features) to increase their influence legitimately.
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