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1.
Constructing academic networks to explore intellectual structure realize academic community detection, which can promote scientific research innovation and discipline progress, constitutes an important research topic. In this study, tripartite citation is fused with co-citation and coupling relations as a way of weighting the strength of direct citations, and all-author tripartite citation networks were constructed due to the contributions of all authors to the resulting publications. For purpose of exploring the potential of the all-author exclusive and inclusive tripartite citation networks, gene editing is taken as a case study. The extensive experimental comparisons are conducted with the traditional author single-citation networks and first-author tripartite citation network in terms of network structure characteristics, identifying core scholars, and exploring intellectual structures. The following conclusions can be drawn as follows: our all-author tripartite citation networks are able to help identify the most influential scholars in the field of gene editing, and the intellectual structures from exclusive tripartite citation networks are optimal.  相似文献   

2.
Scientific collaboration has become an important approach for knowledge production and innovation and has received wide attention. Although gender, a demographic characteristic of scientists, has been found to influence scientific collaboration, little research has associated gender with continuous collaboration. In the current study, we classified collaboration pairs by the genders of the two collaborators and explored the relationships among gender composition, collaboration continuity, and citation impact using regression analyses. Female scholars were found to limit continuity for the collaboration pair. The results also showed that inter-gender collaborations were less continuous than intra-gender collaborations after considering the gender difference in individual persistence. In addition, we showed that the relationship between continuity and citation impact was significantly positive, and was stronger if the collaboration pairs included female scholars. This study provides a deeper understanding of gender-related scientific collaboration. It also provides continuity-related suggestions for researchers in inter-gender collaborations.  相似文献   

3.
在知识经济时代,知识流动在激发知识创新和促进科技发展等方面的价值逐步凸显出来。本文在直引-共被引-耦合三维引文关联网络融合的基础上,对主题关联层面进行映射,对领域内潜在的知识流动进行挖掘。链路预测指标作为特征值,分别应用于构建分类器和回归器。其中,分类器用于预测目前尚未存在、在未来极有可能发生的知识流动;回归器主要用于预测目前链接权重较低的,尚未引起广泛关注、但在未来具有较高链接权重的知识流动。两种预测层面综合互补,可更全面地探测领域内的研究前沿或新兴趋势。利用该思路对当前热门的基因编辑技术领域进行探索研究,得到了该领域中的潜在知识流动和潜在研究的热点,为科研人员选择研究方向提供参考。  相似文献   

4.
This study examines collaboration dynamics with the goal to predict and recommend collaborations starting from the current topology. Author-, institution-, and country-level collaboration networks are constructed using a ten-year data set on library and information science publications. Different statistical approaches are applied to these collaboration networks. The study shows that, for the employed data set in particular, higher-level collaboration networks (i.e., country-level collaboration networks) tend to yield more accurate prediction outcomes than lower-level ones (i.e., institution- and author-level collaboration networks). Based on the recommended collaborations of the data set, this study finds that neighbor-information-based approaches are more clustered on a 2-D multidimensional scaling map than topology-based ones. Limitations of the applied approaches on sparse collaboration networks are also discussed.  相似文献   

5.
《Journal of Informetrics》2019,13(2):593-604
In the past few decades, there has been increasing interest in public-private collaboration, which has motivated lengthy discussion of the implications of collaboration in general, and co-authorship in particular, for the scientific impact of research. However, despite this strong interest in the topic, there is little systematic knowledge on the relation between public-private collaboration and citation impact. This paper examines the citation impact of papers involving public-private collaboration in comparison with academic research papers. We examine the role of a variety of factors, such as international collaboration, the number of co-authors, academic disciplines, and whether the research is mainly basic or applied. We first examine citation impact for a comprehensive dataset covering all Web of Science journal articles with at least one Danish author in the period 1995–2013. Thereafter, we examine whether citation impact for individual researchers differs when collaborating with industry compared to work only involving academic researchers, by looking at a fixed group of researchers that have both engaged in public-private collaborations and university-only publications. For national collaboration papers, we find no significant difference in citation impact for public-only and public-private collaborations. For international collaboration, we observe much higher citation impact for papers involving public-private collaboration.  相似文献   

6.
In recent years there has been a sharp increase in collaborations among scholars and there are studies on the effects of scientific collaboration on scholars’ performance. This study examines the hypothesis that geographically diverse scientific collaboration is associated with research impact. Here, the approach is differentiated from other studies by: (a) focusing on publications rather than researchers or institutes; (b) considering the geographical diversity of authors of each publication; (c) considering the average number of citations a publication receives per year (time-based normalization of citations) as a surrogate for its impact; and (d) not focusing on a specific country (developed or developing) or region. Analysis of the collected bibliometric data shows that a publication impact is significantly and positively associated with all related geographical collaboration indicators. But publication impact has a stronger association with the numbers of external collaborations at department and institution levels (inter-departmental and inter-institutional collaborations) compared to internal collaborations. Conversely, national collaboration correlates better with impact than international collaboration.  相似文献   

7.
The rapid growth of scientific collaboration and its significant role in promoting academic productivity has attracted increasing scientific community attention. The collaboration networks have become a powerful tool for studying scientific collaboration. Collaboration networks commonly used in research treat the collaborators as equal in status. However, the roles and contributions of different collaborators are not the same. Those differences are usually reflected through the signature order of academic achievements. This paper expands the construction of scientific collaboration networks with a directed collaboration network (DCN) to describe the different roles of collaborators and the connectivity and strength of collaborations. We analyzed the theoretical properties of the DCN and constructed evaluation indexes describing the diversity of collaboration order. Based on a case study of published papers in the business field, we discuss the value of the DCN in the characterization and evaluation of scientific collaboration and compare the DCN with two other collaboration networks. We found that the DCN provides a powerful new approach for investigating collaboration laws and patterns.  相似文献   

8.
This study explores the impact of different collaboration modes on the cited frequency of publications. Though several studies have obtained some research results, most of them exploit association or regression-based methods, which may not lead to causal conclusions. To overcome the above challenges, we use the Propensity Score Matching (PSM) method to analyze and compare the citation frequencies resulting from four groups of collaboration models: international versus domestic, international multilateral versus international bilateral, domestic inter-organizational versus domestic intra-organizational, and domestic multi-author versus domestic single-author. More specifically, we conduct this analysis by exploring the publications with three computer science subfields from the Web of Science (WoS) database. The experimental results show that international collaboration, especially international multilateral collaboration, has a significant role in increasing the frequency of citations to scientific publications, showing that internationalization and collaboration are critical factors in the growth of the impact of the papers. Among national co-publications, collaborative publications within national organizations receive a higher citation impact. Multi-author collaborations significantly increase citation frequency compared to single-author publications. Our heterogeneity analysis across the different subfields of the computer science domain finds that the treatment effects for the three subfields differ modestly and mostly significant from the whole sample. Moreover, besides the implications for developing research policy and scientist collaboration, our study can capture the causal effect between author collaboration patterns and citation frequency to reveal their causal effects.  相似文献   

9.
[目的/意义]合理预测科研领域的潜在合作关系有助于优化资源配置,提升科研产出效率。从科研网络出发的潜在合作预测研究日益增长,需要系统总结。[方法/过程]在CNKI和Web of Science中检索并筛选出基于科研网络的潜在合作关系预测方法的研究,从年发文量、期刊分布对目标文献集进行统计分析。使用内容分析法,梳理出预测潜在合作关系的一般流程,描述步骤中的方法。[结果/结论]潜在合作关系预测一般流程为网络构建、特征提取与表示、合作预测和预测结果评价,其中构建的网络可分为同质网络、异质网络和二分网络,特征提取和表示可分为节点内容特征和网络结构特征,合作预测的方法主要有基于相似性的方法和基于机器学习的方法,预测结果评价的指标为AUC、Precision和Ranking Score;现有方法的局限性启示了未来潜在合作关系预测的发展方向。  相似文献   

10.
With the advancement of science and technology, the number of academic papers published each year has increased almost exponentially. While a large number of research papers highlight the prosperity of science and technology, they also give rise to some problems. As we know, academic papers are the most intuitive embodiment of the research results of scholars, which can reflect the level of researchers. It is also the standard for evaluation and decision-making of them, such as promotion and allocation of funds. Therefore, how to measure the quality of an academic paper is very critical. The most common standard for measuring the quality of academic papers is the number of citation counts of them, as this indicator is widely used in the evaluation of scientific publications. It also serves as the basis for many other indicators (such as the h-index). Therefore, it is very important to be able to accurately predict the citation counts of academic papers. To improve the effective of citation counts prediction, we try to solve the citation counts prediction problem from the perspective of information cascade prediction and take advantage of deep learning techniques. Thus, we propose an end-to-end deep learning framework (DeepCCP), consisting of graph structure representation and recurrent neural network modules. DeepCCP directly uses the citation network formed in the early stage of the paper as the input, and outputs the citation counts of the corresponding paper after a period of time. It only exploits the structure and temporal information of the citation network, and does not require other additional information. According to experiments on two real academic citation datasets, DeepCCP is shown superior to the state-of-the-art methods in terms of the accuracy of citation count prediction.  相似文献   

11.
The aim of this paper is to explore the collaboration of female inventors, how it affects their innovation production and whether it influences their innovation impact. Empirical knowledge of how inventors collaborate in co-patenting collaborations holds an important key to innovation development. In this article, we report on an analysis of international inventors and patents granted by the European Patent Office (EPO) between 1978 and 2019. We investigate the structure of inventors’ networks—particularly those of female inventors—over time using social network analysis and address the gender patterns of collaboration. It can be observed that while female inventors’ overall involvement in patenting activity is not that high, the share of female inventors increases over the time period in question from 1.2% to 8.9%. We also estimate panel data regressions on the number of patents and the citation rates of the patents at an individual level. Our results show that although all inventors benefit from a more central network position within the co-patenting network in terms of their innovation output, the positive influence is greater for male inventors than female inventors. In addition, when inventors collaborate with inventors from more diversified countries and regions they contribute to more patents and their patents are more cited.  相似文献   

12.
当前,针对知识网络的链路预测主要是基于网络拓扑结构的相似性,很少考虑作者的研究领域,导致信息利用不充分等问题,因此本文提出了双层知识网络的链路预测框架hypernet2vec。双层知识网络,即作者合著关系网络和学术领域关系网络,利用网络表示学习,分别将两层网络中的节点映射到低维的向量空间,再输入到专门设计的卷积神经网络中计算并进行链路预测。与经典的链路预测指标如RA指标、LP指标和LRW指标等相比,hypernet2vec模型预测的AUC(area under curve)值取得了显著的提升,平均提升幅度达11.17%。文章还从情报产生层面和复杂系统层面,对模型发生作用的深层机理进行了探讨。  相似文献   

13.
Greater collaboration generally produces higher category normalised citation impact (CNCI) and more influential science. Citation differences between domestic and international collaborative articles are known, but obscured in analyses of countries’ CNCIs, compromising evaluation insights. Here, we address this problem by deconstructing and distinguishing domestic and international collaboration types to explore differences in article citation rates between collaboration type and countries. Using Web of Science article data covering 2009–2018, we find that individual country citation and CNCI profiles vary significantly between collaboration types (e.g., domestic single institution and international bilateral) and credit counting methods (full and fractional). The ‘boosting’ effect of international collaboration is greatest where total research capacity is smallest, which could mislead interpretation of performance for policy and management purposes. By incorporating collaboration type into the CNCI calculation, we define a new metric labelled Collab-CNCI. This can account for collaboration effects without presuming credit (as fractional counting does). We recommend that analysts should: (1) partition all article datasets so that citation counts can be normalised by collaboration type (Collab-CNCI) to enable improved interpretation for research policy and management; and (2) consider filtering out smaller entities from multinational and multi-institutional analyses where their inclusion is likely to obscure interpretation.  相似文献   

14.
图书馆的查收查引服务,有助于学者及其单位客观认识自身科研成果产出和学术发展。论文结合查收查引工作实践,从数据、算法、交互3个层面分析构建了他引区分策略,并对其进行系统实现。通过随机抽取样本报告做对比验证,实验得出该策略在时间效率和操作便捷性上更具优势,最后针对影响因素进行探讨,希望为学者唯一身份标识领域的研究提供思路参考。  相似文献   

15.
选择期刊Scientometrics、Journal of Informetrics 2003-2012年期间发表的论文和国际科学计量学与信息计量学大会(ISSI大会)论文集论文为样本,对中国大陆和台湾地区科学计量学与信息计量学的发展进行比较研究。研究从4个方面展开:论文计量分析、引文计量分析、合作研究以及研究内容考察。研究结果表明,中国大陆和台湾地区已经成为国际上科学计量学与信息计量学论文产出大户,但是中国大陆地区论文年篇均引文略低于世界平均水平,AR指数低于台湾地区;两地区学者已经产出合著论文,但合作局限于少数学者和少数机构之间;两地区的研究对象和研究方法有共性又各有特色,中国大陆地区学者更重视科学计量,台湾地区学者更重视技术测度。最后提出促进两地区科学计量学与信息计量学发展需要深入讨论的几个问题。  相似文献   

16.
The aim of this paper is to establish the similarities and differences between the way of collaboration and the production of researchers when dealing with publications or with the development of projects and whether the collaboration patterns change across disciplines.We have studied the networks of researchers formed through the collaborations in papers or in projects in a research institution (the University of Zaragoza) and we have analyzed a series of individual and global magnitudes. As a general result, we have observed that the laws governing the individual productivity are similar for the cases of publications and projects but, however, the behavior is different when analyzing more complex magnitudes such as the collaborations or other structural variables. We consider also the subnetworks defined by the researchers of the different disciplines and characterize their topologies and compare the corresponding collaboration patterns.Because of the general approach, we expect most of the conclusions to be applicable to other universities or research centers.  相似文献   

17.
专利权人关联网络的社会网络分析方法研究   总被引：1，自引：0，他引：1  
在方法体系层面上设计出适用于专利权人关联网络分析的社会网络分析方法体系框架,框架包括基于合作、基于引用和基于技术主题三个方面。其中,基于合作的专利权人合作网络分析方法包括全球规模、特定学科主题、特定专利权人和自我中心网络(ego网络)四种类型;基于引用的专利权人引用网络包括直接引用、专利共引和专利文献耦合网络三种类型;基于主题的专利权人主题关联网络包括专利分类号共现、分类号相似度计算和主题词共现三种类型。文章对整个方法体系的分析方法进行了系统的研究,包括基本原理、数据集的构建策略、分析方法的功能、不足、指标选取等方面。最后利用中国科学院2005～2008年的发明专利对基于合作和基于技术主题的专利权人关联网络进行了实证研究。  相似文献   

18.
[目的/意义]引文是施引文献与被引成果的纽带，反映了后继者的借鉴和肯定。本研究在传统题录关键词网络的基础上，创新地将引文上下文关键词作为研究材料，所构建知识图谱不仅能揭示文献主题的深层次信息，也能够反映受众主观筛选和利用文献的知识过程。[方法/过程]选取数字人文为研究领域，获取3个文献集和两个引文文本集，构建两个无向的关键词共现网络和两个有向的基于文献引证的关键词网络。通过共现网络，观察数字人文领域知识的吸收与扩散；通过引证关键词网络，观察数字人文的形成与转化。[结果/结论]研究揭示数字人文的研究重点、核心领域与核心技术，从受众的角度为数字人文领域未来研究提供借鉴和参考。  相似文献   

19.
刘园 《编辑学报》2023,(1):46-49
近年来,随着对科学研究中诚信意识的不断提高,学者和编辑们对科技期刊论文中图片使用的版权问题越发重视。目前对引用已正式发表的图片所涉及的版权问题已有共识,但是对已公示但未正式出版的图片版权问题鲜有讨论。本文结合编辑工作中图片使用的几种现象及其所涉及的版权问题进行解析,重点讨论预印图片、学术报告图片以及公司产品图片等已公示但未正式出版图片的使用版权问题,旨在解决已公示但未正式出版的图片版权问题,结合版权规范提出具体的处理意见,以供同行参考。  相似文献   

20.
The present work investigates the relations between amplitude and type of collaboration (intramural, extramural domestic or international) and output of specialized versus diversified research. By specialized or diversified research, we mean within or beyond the author’s dominant research topic. The field of observation is the scientific production over five years from about 23,500 academics. The analyses are conducted at the aggregate and disciplinary level. The results lead to the conclusion that in general, the output of diversified research is no more frequently the fruit of collaboration than is specialized research. At the level of the particular collaboration types, international collaborations weakly underlie the specialized kind of research output; on the contrary, extramural domestic and intramural collaborations are weakly associated with diversified research. While the weakness of association remains, exceptions are observed at the level of the individual disciplines.  相似文献   

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