Article's scientific prestige: Measuring the impact of individual articles in the web of science

被引:3
|
作者
Chen, Ying [1 ,2 ,3 ]
Koch, Thorsten [4 ,5 ]
Zakiyeva, Nazgul [4 ,5 ]
Liu, Kailiang [6 ]
Xu, Zhitong [7 ]
Chen, Chun-houh [8 ]
Nakano, Junji [9 ]
Honda, Keisuke [10 ]
机构
[1] Natl Univ Singapore, Dept Math, Block S17,Level 4,2 Sci Dr 2, Singapore 117543, Singapore
[2] Natl Univ Singapore, Asian Inst Digital Financial Technol, Innovat 4 i4 0 Bldg,3 Res Link, Singapore 117602, Singapore
[3] Natl Univ Singapore, Risk Management Inst, 21 Heng Mui Keng Terrace,04-03, Singapore 119613, Singapore
[4] Univ Berlin, Chair Software & Algorithms Discrete Optimizat, Str 17 Juni 135, D-10623 Berlin, Germany
[5] Zuse Inst Berlin, Appl Algorithm Intelligence Methods Dept, Takustr 7, D-14195 Berlin, Germany
[6] Natl Univ Singapore Chongqing, Res Inst, Chongqing Internet Inst, 16 South Huashan Rd, Chongqing, Peoples R China
[7] Natl Univ Singapore, Dept Stat & Data Sci, Block S16,Level 7,6 Sci Dr 2, Singapore 117546, Singapore
[8] Acad Sinica, Inst Stat Sci, 128 Acad Rd,Sect 2, Taipei 11529, Taiwan
[9] Chuo Univ, Dept Global Management, 742-1 Higashinakano, Hachioji, Tokyo 1920393, Japan
[10] Inst Stat Math, 10-3 Midoricho, Tachikawa, Tokyo 1900014, Japan
关键词
Citation network analysis; Direct citations; Scientific impact; Eigenvector centrality; Citations counts; Cross-subject citations; PAGERANK; ASSOCIATION;
D O I
10.1016/j.joi.2023.101379
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We performed a citation analysis on the Web of Science publications consisting of more than 63 million articles and over a billion citations on 254 subjects from 1981 to 2020. We proposed the Article's Scientific Prestige (ASP) metric and compared this metric to number of citations (#Cit) and journal grade in measuring the scientific impact of individual articles in the large-scale hierarchical and multi-disciplined citation network. In contrast to #Cit, ASP, that is computed based on the eigenvector centrality, considers both direct and indirect citations, and provides steady-state evaluation cross different disciplines. We found that ASP and #Cit are not aligned for most articles, with a growing mismatch amongst the less cited articles. While both metrics are reliable for evaluating the prestige of articles such as Nobel Prize winning articles, ASP tends to provide more persuasive rankings than #Cit when the articles are not highly cited. The journal grade, that is eventually determined by a few highly cited articles, is unable to properly reflect the scientific impact of individual articles. The number of references and coauthors are less relevant to scientific impact, but subjects do make a difference.
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页数:22
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