Jinqing Yang, Zhifeng Liu, Xiufeng Cheng, Guanghui Ye
{"title":"从功能结构角度了解研究人员采用关键词的行为模式","authors":"Jinqing Yang, Zhifeng Liu, Xiufeng Cheng, Guanghui Ye","doi":"10.1007/s11192-024-05031-1","DOIUrl":null,"url":null,"abstract":"<p>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 <i>China National Knowledge Infrastructure</i> (<i>CNKI</i>) to extract the first-level subtitles for statistically characterizing the functional structure of papers in the <i>Library and Information Science</i> (<i>LIS</i>) 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 <i>Introduction</i> and <i>Results & Discussion</i> 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.</p>","PeriodicalId":21755,"journal":{"name":"Scientometrics","volume":"18 1","pages":""},"PeriodicalIF":3.5000,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Understanding the keyword adoption behavior patterns of researchers from a functional structure perspective\",\"authors\":\"Jinqing Yang, Zhifeng Liu, Xiufeng Cheng, Guanghui Ye\",\"doi\":\"10.1007/s11192-024-05031-1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>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 <i>China National Knowledge Infrastructure</i> (<i>CNKI</i>) to extract the first-level subtitles for statistically characterizing the functional structure of papers in the <i>Library and Information Science</i> (<i>LIS</i>) 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 <i>Introduction</i> and <i>Results & Discussion</i> 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.</p>\",\"PeriodicalId\":21755,\"journal\":{\"name\":\"Scientometrics\",\"volume\":\"18 1\",\"pages\":\"\"},\"PeriodicalIF\":3.5000,\"publicationDate\":\"2024-05-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Scientometrics\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://doi.org/10.1007/s11192-024-05031-1\",\"RegionNum\":3,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Scientometrics","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1007/s11192-024-05031-1","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS","Score":null,"Total":0}
Understanding the keyword adoption behavior patterns of researchers from a functional structure perspective
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.
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.