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Scientific credit diffusion: Researcher level or paper level?
Wang, Hao; Shen, Hua-Wei; Cheng, Xue-Qi
2016-11-01
发表期刊SCIENTOMETRICS
ISSN0138-9130
卷号109期号:2页码:827-837
摘要Scientific impact evaluation is a long-standing problem in scientometrics. Graph-ranking methods are often employed to account for the collective diffusion process of scientific credit among researchers or their publications. One key issue, however, is still up in the air: what is the appropriate level for scientific credit diffusion, researcher level or paper level? In this paper, we tackle this problem via an anatomy of the credit diffusion mechanism underlying both researcher level and paper level graph-ranking methods. We find that researcher level and paper level credit diffusions are actually two aggregations of a fine-grained authorship level credit diffusion. We further find that researcher level graph-ranking methods may cause misallocation of scientific credit, but paper level graph-ranking methods do not. Consequently, researcher level methods often fail to identify researchers with high quality but low productivity. This finding indicates that scientific credit is fundamentally derived from "paper citing paper" rather than "researcher citing researcher". We empirically verify our findings using American Physical Review publication dataset spanning over one century.
关键词Scientific impact Credit diffusion Authorship citation network
DOI10.1007/s11192-016-2057-4
收录类别SCI
语种英语
资助项目National Basic Research Program of China (973 Program)[2014CB340401] ; National High-tech R&D Program of China (863 Program)[2014AA015103] ; National Natural Science Foundation of China[61472400] ; National Natural Science Foundation of China[61425016] ; National Natural Science Foundation of China[61433014] ; Youth Innovation Promotion Association CAS
WOS研究方向Computer Science ; Information Science & Library Science
WOS类目Computer Science, Interdisciplinary Applications ; Information Science & Library Science
WOS记录号WOS:000386373000010
出版者SPRINGER
引用统计
被引频次:8[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.204/handle/2XEOYT63/8025
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Shen, Hua-Wei
作者单位Chinese Acad Sci, Inst Comp Technol, CAS Key Lab Network Data Sci & Technol, Beijing 100190, Peoples R China
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GB/T 7714
Wang, Hao,Shen, Hua-Wei,Cheng, Xue-Qi. Scientific credit diffusion: Researcher level or paper level?[J]. SCIENTOMETRICS,2016,109(2):827-837.
APA Wang, Hao,Shen, Hua-Wei,&Cheng, Xue-Qi.(2016).Scientific credit diffusion: Researcher level or paper level?.SCIENTOMETRICS,109(2),827-837.
MLA Wang, Hao,et al."Scientific credit diffusion: Researcher level or paper level?".SCIENTOMETRICS 109.2(2016):827-837.
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