Institute of Computing Technology, Chinese Academy IR
Scientific credit diffusion: Researcher level or paper level? | |
Wang, Hao; Shen, Hua-Wei; Cheng, Xue-Qi | |
2016-11-01 | |
发表期刊 | SCIENTOMETRICS |
ISSN | 0138-9130 |
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 |
DOI | 10.1007/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 | |
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 |
推荐引用方式 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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