Exploring the awakening effect  in knowledge diffusion: a case study of publications in the library and information science domain

doi:10.1016/j.joi.2022.101342

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	Exploring the awakening effect in knowledge diffusion: a case study of publications in the library and information science domain
	Chi, Yuxue ; Tang, Xianyi 4; Liu, Yijun 1,2,3
刊名	JOURNAL OF INFORMETRICS
	2022
卷号	16 期号:4
关键词	Awakening effect Knowledge diffusion Sleeping beauty Super-network Bibliometrics
ISSN号	1751-1577
DOI	10.1016/j.joi.2022.101342
文献子类	Article
英文摘要	Inspired by sleeping beauties in science , we proposed that the awakening effect in knowledge diffusion is ubiquitous, whereas the prince paper has the strongest effect. To test this hypoth-esis, a three-layer super-network model depicting the knowledge diffusion trajectory is designed and the diffusion path of the awakening effect (defined on the basis of influential strength) is simulated. In detail, the model is built based on the citation network and collaboration network of 63785 publications in the library and information science domain. Through meta-paths in this super-network, the influential strength of a paper and the awakening effect from neighboring pa-pers can be quantified into 36 numerical features. By testing the effectiveness of these features in citation counts prediction, we try to prove our hypothesis. Thus an effective predictor in machine learning is trained upon these features. Using this predictor, we showed that most neighboring papers in the super-network had effects on future citation counts. The effectiveness of these fea-tures is again demonstrated through experiments on papers with different publication years. We also did a case study on papers that were significantly affected by the awakening effect, and found that the model proposed in this paper can also be used to explain some common phenomena in knowledge diffusion. All results show that the awakening effect could be not only ubiquitous but also quantifiable.
WOS关键词	SLEEPING BEAUTIES ; DELAYED RECOGNITION ; CITATION IMPACT ; COLLABORATION ; PRINCE ; INDICATORS ; FRAMEWORK ; NETWORKS ; INDEX ; RATES
WOS研究方向	Computer Science ; Information Science & Library Science
语种	英语
WOS记录号	WOS:000878739600002
内容类型	期刊论文
源URL	[http://ir.casisd.cn/handle/190111/12026]
专题	重大任务管理集成部
作者单位	1.Univ Chinese Acad Sci, Sch Publ Policy & Management, 19A Yuquanlu, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Inst Sci & Dev, 15 ZhongGuanCunBeiYiTiao Alley, Beijing 100190, Peoples R China 3.Chinese Acad Sci, CAS Ctr Interdisciplinary Studies Social & Nat Sci, 15 ZhongGuanCunBeiYiTiao Alley, Beijing 100090, Peoples R China 4.Cent Univ Finance & Econ, Sch Management Sci & Engn, 39 South Coll Rd, Beijing 100081, Peoples R China
推荐引用方式 GB/T 7714	Chi, Yuxue,Tang, Xianyi,Liu, Yijun. Exploring the awakening effect in knowledge diffusion: a case study of publications in the library and information science domain[J]. JOURNAL OF INFORMETRICS,2022,16(4).
APA	Chi, Yuxue,Tang, Xianyi,&Liu, Yijun.(2022).Exploring the awakening effect in knowledge diffusion: a case study of publications in the library and information science domain.JOURNAL OF INFORMETRICS,16(4).
MLA	Chi, Yuxue,et al."Exploring the awakening effect in knowledge diffusion: a case study of publications in the library and information science domain".JOURNAL OF INFORMETRICS 16.4(2022).