Understanding the keyword adoption behavior patterns of researchers from a functional structure perspective

IF 3.5 3区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Scientometrics Pub Date : 2024-05-10 DOI:10.1007/s11192-024-05031-1
Jinqing Yang, Zhifeng Liu, Xiufeng Cheng, Guanghui Ye
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Abstract

Researchers adopt keywords to signify the core content of papers, and the spatial distribution of these keywords within the paper can provide insight into researchers’ adoption behavior patterns. In this study, the primary purpose was to investigate how keyword adoption patterns affect academic papers’ perceived value. First, we collected 5,739 papers from the China National Knowledge Infrastructure (CNKI) to extract the first-level subtitles for statistically characterizing the functional structure of papers in the Library and Information Science (LIS) field. Second, we introduce a balance degree indicator to measure the keywords’ spatial distribution. Next, we identify researchers’ keyword adoption behavior patterns based on the keyword spatial distribution in the functional structure. Finally, we investigate the effect of keyword adoption behavior patterns on paper impact. The findings of our study reveal that: (1) In the Library and Information Science field, the balance degree values exhibit a normal distribution and are verified to be valid. (2) Depending on the keyword distribution across the four segments, the keyword adoption behaviors of researchers can be categorized into 24 distinct types. (3) The balance degree is positively correlated with both the citation and download count, and notably, the keyword spatial distribution of the Introduction and Results & Discussion sections have a significant effect on a paper’s impact. These findings have significant implications for keyword selection and the early prediction of a paper’s citation and download frequency.

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从功能结构角度了解研究人员采用关键词的行为模式
研究人员采用关键词来标示论文的核心内容,这些关键词在论文中的空间分布可以让我们了解研究人员的采用行为模式。本研究的主要目的是探讨关键词的采用模式如何影响学术论文的感知价值。首先,我们从中国国家知识基础设施(CNKI)中收集了 5739 篇论文,提取了一级副标题,用于统计图书馆与信息科学(LIS)领域论文的功能结构特征。其次,我们引入平衡度指标来衡量关键词的空间分布。接下来,我们根据关键词在功能结构中的空间分布来识别研究人员的关键词采用行为模式。最后,我们研究了关键词采用行为模式对论文影响力的影响。研究结果表明(1) 在图书馆与信息科学领域,平衡度值呈现正态分布,并被验证是有效的。(2) 根据关键词在四个细分领域的分布,研究人员的关键词采用行为可分为 24 种不同类型。(3) 平衡度与引用和下载次数均呈正相关,值得注意的是,引言和结果与讨论部分的关键词空间分布对论文的影响力有显著影响。这些发现对关键词的选择以及论文被引用和下载频率的早期预测具有重要意义。
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来源期刊
Scientometrics
Scientometrics 管理科学-计算机:跨学科应用
CiteScore
7.20
自引率
17.90%
发文量
351
审稿时长
1.5 months
期刊介绍: Scientometrics aims at publishing original studies, short communications, preliminary reports, review papers, letters to the editor and book reviews on scientometrics. The topics covered are results of research concerned with the quantitative features and characteristics of science. Emphasis is placed on investigations in which the development and mechanism of science are studied by means of (statistical) mathematical methods. The Journal also provides the reader with important up-to-date information about international meetings and events in scientometrics and related fields. Appropriate bibliographic compilations are published as a separate section. Due to its fully interdisciplinary character, Scientometrics is indispensable to research workers and research administrators throughout the world. It provides valuable assistance to librarians and documentalists in central scientific agencies, ministries, research institutes and laboratories. Scientometrics includes the Journal of Research Communication Studies. Consequently its aims and scope cover that of the latter, namely, to bring the results of research investigations together in one place, in such a form that they will be of use not only to the investigators themselves but also to the entrepreneurs and research workers who form the object of these studies.
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