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Rank-based distributions in scientific papers affiliations: Different forms of Zipf's law with and without higher order inverse participation ratios 科学论文隶属关系中的排名分布:不同形式的齐夫定律有和没有高阶逆参与比
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-16 DOI: 10.1016/j.joi.2025.101684
Malgorzata J. Krawczyk, Mateusz Libirt, Krzysztof Malarz
Although often difficult to define and parameterize, scientific collaboration between scientists from different centers and different countries or continents seems to be an interesting and important issue in an increasingly interconnected world. One natural source of such information is scientific papers that include the affiliations of the authors. They do not allow determining the origin of the authors (at least currently), but they can be used to show how large the participation of individual countries in the scientific world is. By analyzing a large set of publications, it is possible to collect chains covering countries and their multiplicity in the affiliations of the authors, and on this basis it is possible to show the most common patterns of collaborating scientific teams. Since in this article we are interested in a more general, statistical approach, the obtained chains are used to calculate an indicator (known as the inverse participation ratio) that expresses different patterns of the distribution of participation of individual countries. We show that the scientific world is another example of universal laws observed in the world because the obtained distribution of inverse participation ratio values obeys Zipf's law.
尽管通常难以定义和参数化,但在一个日益相互联系的世界中,来自不同中心、不同国家或大洲的科学家之间的科学合作似乎是一个有趣而重要的问题。这些信息的一个自然来源是包含作者所属关系的科学论文。它们不允许确定作者的来源(至少目前是这样),但是它们可以用来显示单个国家在科学界的参与程度。通过分析一大批出版物,就有可能收集到覆盖各国的文献链及其作者所属机构的多样性,并在此基础上有可能显示出科学团队合作的最常见模式。由于在本文中,我们感兴趣的是一种更一般的统计方法,因此使用获得的链来计算一个指标(称为逆参与率),该指标表示各个国家参与分布的不同模式。我们表明,科学世界是世界上观察到的普遍规律的另一个例子,因为获得的逆参与率值的分布服从齐夫定律。
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引用次数: 0
The overrepresentation of the United States in the field of legal studies in the science-wide author databases of standardized citation indicators 在标准化引文指标的科学范围作者数据库中,美国在法律研究领域的代表性过高
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-15 DOI: 10.1016/j.joi.2025.101680
Péter Sasvári , Gergely Ferenc Lendvai
This paper investigates the overrepresentation of U.S.-based scholars in legal studies, focusing on patterns observed in the 2024 Ioannidis Science-wide author databases of standardized citation indicators. The study examines key differences between U.S. and non-U.S. scholars regarding citation metrics, publication patterns, and journal selection, while also evaluating the broader implications of this dominance on the global dissemination of legal knowledge. Via data from Scopus, the study analyzes 766 scholars and their 50,463 publications across both single-year and career-long datasets. The results reveal a marked U.S. dominance, with U.S.-based scholars not only comprising a large share of the dataset but also achieving top-ranking positions across various metrics. U.S. scholars predominantly publish in prestigious American law journals tied to Ivy League institutions, often resulting in higher citation counts and visibility than their non-U.S. counterparts. Conversely, non-U.S. scholars are more likely to publish in international or European journals, which generally yield lower citation metrics. Our results suggest that American legal scholarship maintains a citation ecosystem that reinforces its central position in the field, often sidelining Global South perspectives. These findings should also be interpreted in light of the substantial U.S.-bias inherent in the Scopus-indexed data underpinning the Stanford list, which structurally privileges U.S.-based publication formats and legal venues.
本文调查了美国学者在法律研究中的过度代表性,重点关注了2024年Ioannidis science的标准化引文指标作者数据库中观察到的模式。该研究调查了美国和非美国之间的主要差异。学者关于引用指标,出版模式和期刊选择,同时也评估这种主导地位对全球法律知识传播的更广泛影响。通过Scopus的数据,该研究分析了766名学者及其50,463篇论文,包括一年和职业生涯的数据集。结果显示出明显的美国主导地位,美国学者不仅占数据集的很大份额,而且在各种指标上都名列前茅。美国学者主要在与常青藤盟校有关的著名美国法律期刊上发表文章,这往往导致他们的论文被引用次数和知名度高于非美国学者。同行。相反,美国。学者更有可能在国际或欧洲期刊上发表论文,这些期刊的引用率通常较低。我们的研究结果表明,美国法律学术维持着一个引文生态系统,巩固了其在该领域的中心地位,经常将全球南方的观点边缘化。这些发现也应该根据支撑斯坦福大学榜单的scopus索引数据固有的巨大美国偏见来解释,这些数据在结构上优先考虑美国的出版格式和法律场所。
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引用次数: 0
Identifying high-impact interdisciplinary knowledge flows: An approach combining backward and forward citation analysis 识别高影响的跨学科知识流:一种结合向后和向前引文分析的方法
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-14 DOI: 10.1016/j.joi.2025.101677
Kehui Liu , Quan Lu
Identifying high-impact interdisciplinary knowledge flows can provide guidance for interdisciplinary innovation management. Previous studies insufficiently address the impact of interdisciplinary knowledge flow on the target discipline, which hinders the accurate capture of valuable interdisciplinary knowledge flow. This paper proposes an innovative method to identify high-impact interdisciplinary knowledge flows by combining backward and forward citation analysis. Backward citation analysis aims to reveal the critical interdisciplinary knowledge inflow, while forward citation analysis aims to understand the continuous impact of interdisciplinary knowledge. By integrating them, the whole process of interdisciplinary knowledge flow can be comprehensively analyzed. The discipline of Information Science & Library Science (ISLS) and Biomedical Engineering are explored as the target disciplines in the case study, and the paper data from 2015 to 2023 is collected. The results reveal that the flow path can be divided into four types. In a total of 699 interdisciplinary knowledge flows of the ISLS discipline, 105 with high-impact are identified. In a total of 325 interdisciplinary knowledge flows of the Biomedical Engineering discipline, 71 with high-impact are identified. The interdisciplinary flowing knowledge units contained in them can be clustered into eight topics and six topics respectively. The three features of these knowledge units can be summarized as high expansibility and practicability, involving innovative applications and multidisciplinary integration. The method proposed offers a way to deeply understand and accurately capture the valuable interdisciplinary knowledge flow.
识别高影响力的跨学科知识流可以为跨学科创新管理提供指导。以往的研究没有充分考虑跨学科知识流动对目标学科的影响,阻碍了有价值的跨学科知识流动的准确捕获。本文提出了一种将前向引文分析与后向引文分析相结合的高影响力跨学科知识流识别方法。逆向引文分析的目的是揭示关键的跨学科知识流入,而正向引文分析的目的是了解跨学科知识的持续影响。通过整合它们,可以全面分析跨学科知识流动的整个过程。信息科学学科&;以图书馆学(ISLS)和生物医学工程作为个案研究的目标学科,收集2015 - 2023年的论文数据。结果表明,流路可分为四种类型。在ISLS学科的699个跨学科知识流中,确定了105个具有高影响的知识流。在生物医学工程学科的325个跨学科知识流中,确定了71个具有高影响的知识流。其中包含的跨学科流动知识单元可以分别聚类为8个主题和6个主题。这些知识单元的三个特点可以概括为扩展性强、实用性强,涉及创新应用和多学科融合。该方法为深入理解和准确捕获有价值的跨学科知识流提供了一条途径。
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引用次数: 0
Team size and its negative impact on the disruption index 团队规模及其对中断指数的负面影响
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-13 DOI: 10.1016/j.joi.2025.101678
Yiling Lin , Linzhuo Li , Lingfei Wu
As science transitions from the age of lone geniuses to an era of collaborative teams, the question of whether large teams can sustain the creativity of individuals and continue driving innovation has become increasingly important. Our previous research first revealed a negative relationship between team size and the Disruption Index—a citation network-based metric of innovation—by analyzing 65 million projects across papers, patents, and software over half a century. This work has sparked lively debates within the scientific community about the robustness of the Disruption Index in capturing the impact of team size on innovation. Here, we present additional evidence that the negative link between team size and disruption holds, even when accounting for factors such as reference length, citation impact, and historical time. We further show how a narrow 5-year window for measuring disruption can misrepresent this relationship as positive, underestimating the long-term disruptive potential of small teams. Like “sleeping beauties,” small teams need a decade or more to reveal their transformative contributions to science.
随着科学从孤独天才的时代过渡到合作团队的时代,大型团队能否维持个人的创造力并继续推动创新的问题变得越来越重要。我们之前的研究首先揭示了团队规模与颠覆指数之间的负相关关系——颠覆指数是一种基于引用网络的创新指标——通过分析半个多世纪以来的6500万个项目,包括论文、专利和软件。这项工作在科学界引发了激烈的辩论,讨论了颠覆指数在捕捉团队规模对创新的影响方面的稳健性。在这里,我们提供了额外的证据,证明团队规模和中断之间存在负相关关系,即使考虑到参考文献长度、引用影响和历史时间等因素。我们进一步展示了衡量颠覆性的5年窗口是如何将这种关系错误地描述为积极的,低估了小团队的长期颠覆性潜力。就像“睡美人”一样,小团队需要十年或更长的时间来展示他们对科学的变革性贡献。
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引用次数: 0
Exploring the change in scientific readability following the release of ChatGPT 探索ChatGPT发布后科学可读性的变化
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-09 DOI: 10.1016/j.joi.2025.101679
Abdulkareem Alsudais
The rise and growing popularity of accessible large language models have raised questions about their impact on various aspects of life, including how scientists write and publish their research. The primary objective of this paper is to analyze a dataset consisting of all abstracts posted on arXiv.org between 2010 and June 7th, 2024, to assess the evolution of their readability and determine whether significant shifts occurred following the release of ChatGPT in November 2022. Four standard readability formulas are used to calculate individual readability scores for each paper, classifying their level of readability. These scores are then aggregated by year and across the eight primary categories covered by the platform. The results show a steady annual decrease in readability, suggesting that abstracts are likely becoming increasingly complex. Additionally, following the release of ChatGPT, a significant change in readability is observed for 2023 and the analyzed months of 2024. Similar trends are found across categories, with most experiencing a notable change in readability during 2023 and 2024. These findings offer insights into the broader changes in readability and point to the likely influence of AI on scientific writing.
可访问的大型语言模型的兴起和日益流行,引发了人们对它们对生活各个方面的影响的质疑,包括科学家如何写作和发表他们的研究。本文的主要目标是分析一个由2010年至2024年6月7日期间发表在arXiv.org上的所有摘要组成的数据集,以评估其可读性的演变,并确定在2022年11月ChatGPT发布后是否发生了重大变化。四个标准可读性公式用于计算每篇论文的个人可读性分数,并对其可读性水平进行分类。然后将这些分数按年和平台涵盖的八个主要类别进行汇总。结果显示可读性逐年下降,这表明摘要可能变得越来越复杂。此外,在ChatGPT发布之后,可以观察到2023年和2024年分析月份的可读性发生了重大变化。在各个类别中都发现了类似的趋势,大多数类别在2023年和2024年期间的可读性都发生了显著变化。这些发现为可读性的更广泛变化提供了见解,并指出了人工智能对科学写作的可能影响。
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引用次数: 0
Trend analysis of the proportional allocation of funding by gender in Spanish National Research Projects: A study by disciplines and staff positions 西班牙国家研究项目按性别分配资金比例的趋势分析:按学科和工作人员职位进行的研究
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-07 DOI: 10.1016/j.joi.2025.101672
Thamyres T. Choji , Jose A. Moral-Munoz , Manuel J. Cobo
Given the critical role of research funding in driving knowledge production and promoting gender parity in academia, this study aimed to analyze gender differences in funding allocation over time across different disciplines or areas of knowledge and research staff categories. We analyzed data from 20,843 Spanish grants awarded between 2015 and 2022, matching these records with data on tenured research staff. Considering that in scientific systems, women represent a lower workforce, we analyzed the proportion of grants awarded relative to their presence as associate and full professors. To quantify these differences, we employed proportional gender funding and the women/men ratio. This approach was used to analyze whether the amount of grants awarded was proportional to their presence as tenured staff members. Our findings reveal significant disparities in grant allocation and tenured staff, with women receiving approximately 33% of the grants and representing 43% and 38% of associate and full professors, respectively. This difference was higher in terms of areas of knowledge, with Engineering and Architecture having the lowest women/men ratio and Arts and Humanities having the highest ratio. This pattern was repeated among associate and full professors with pronounced differences in Engineering and Architecture. Despite this, the longitudinal analysis showed that the differences decreased over time, showing a positive trend for both staff categories and across different areas of knowledge. Regarding proportionality, we observed that the proportion of grants awarded to women agreed with their representation as tenured staff, reaching its highest value by 2022. In areas where women received fewer grants and were fewer associate and full professors, such as Engineering and Architecture, the proportion of grants awarded to women was similar to that of men. Although our findings indicate a positive trend favoring women, more action needs to be taken. Future research could explore how grant allocations, productivity, and collaborative roles interact to deepen the understanding of gender dynamics in research funding.
鉴于科研经费在推动知识生产和促进学术界性别平等方面的关键作用,本研究旨在分析不同学科或知识领域和研究人员类别在资金分配方面的性别差异。我们分析了2015年至2022年期间授予的20,843项西班牙补助金的数据,并将这些记录与终身研究人员的数据进行了匹配。考虑到在科学系统中,女性代表着较低的劳动力,我们分析了相对于她们担任副教授和正教授的比例。为了量化这些差异,我们采用了性别比例基金和男女比例。这一方法用于分析授予的赠款数额是否与他们作为终身工作人员的存在成比例。我们的研究结果显示,在拨款分配和终身教职人员方面存在显著差异,女性获得的拨款约占33%,副教授和正教授分别占43%和38%。这种差异在知识领域方面更大,工程和建筑的男女比例最低,而艺术和人文学科的男女比例最高。这种模式在工程和建筑专业有着明显差异的副教授和正教授之间重复出现。尽管如此,纵向分析表明,差异随着时间的推移而减少,在工作人员类别和不同知识领域都显示出积极的趋势。在比例方面,我们观察到,授予女性的补助金比例与她们作为终身教职员工的代表性一致,到2022年达到最高值。在诸如工程和建筑等妇女获得较少的补助金和较少的副教授和正教授的领域,授予妇女的补助金比例与男性相似。尽管我们的研究结果显示出有利于女性的积极趋势,但还需要采取更多的行动。未来的研究可以探索资助分配、生产力和协作角色如何相互作用,以加深对研究资助中的性别动态的理解。
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引用次数: 0
Uncovering gold in ash: identifying sleeping beauties among massive unprofitable patents 在灰烬中挖掘黄金:在大量无利可图的专利中识别睡美人
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-03 DOI: 10.1016/j.joi.2025.101674
Wei Xu , Nan Zhang , Hongxun Jiang , Shaokun Fan , Bin Zhu
This paper proposes an innovative deep-learning framework with multi-modal features to determine whether a currently unprofitable patent is a sleeping beauty at an early stage. Patent features include the textual content as well as the networked background information, such as the inventors and assignees, as well as the previous works they have created. The framework uses a Transformer to compare the patent with news or analytical reports concerning technological development trends, mining its content both semantically and syntactically. An active graphical convolutional network, mining the innovation collaboration network of a patent, is also employed as part of the framework to reveal the relationship between patents, companies, and inventors. This framework finally utilizes the obtained features to construct a multi-head self-attention model to predict a patent with the probability of being a sleeping beauty. This paper examines the proposed model by comparing it to several well-known baseline methods using real-world cases from the United States Patent and Trademark Office (USPTO). The proposed deep learning solution outperforms all baseline methods according to all performance metrics. Its long-term forecasting accuracy significantly exceeds its rivals. In the ablation experiments, features extracted from texts and networks are shown to improve the performance of prediction models.
本文提出了一个具有多模态特征的创新深度学习框架,以确定当前无利可图的专利是否在早期阶段是睡美人。专利特征包括文本内容和网络化的背景信息,如发明人和受让人,以及他们以前创造的作品。该框架使用Transformer将专利与有关技术发展趋势的新闻或分析报告进行比较,从语义和语法两方面挖掘其内容。一个主动图形卷积网络,挖掘专利的创新协作网络,也被用作框架的一部分,以揭示专利、公司和发明者之间的关系。该框架最后利用得到的特征构建了一个多头自注意模型,以预测专利成为睡美人的概率。本文通过使用来自美国专利商标局(USPTO)的真实案例,将所提出的模型与几种众所周知的基线方法进行比较,来检验所提出的模型。根据所有性能指标,所提出的深度学习解决方案优于所有基线方法。其长期预测精度大大超过竞争对手。在烧蚀实验中,从文本和网络中提取特征可以提高预测模型的性能。
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引用次数: 0
Regional profile of questionable publishing 可疑出版的区域概况
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-02 DOI: 10.1016/j.joi.2025.101670
Taekho You , Jinseo Park , June Young Lee , Jinhyuk Yun
Countries and authors in the academic periphery have occasionally been criticized for contributing to the expansion of questionable publishing, because they share a major fraction of papers in questionable journals. On the other side, both quantitative evaluation systems and social stratification in academic publishing drive authors toward questionable journals rather than legitimate publications. Questionable journals are sometimes perceived as serving local academia, a function considered essential for regional scientific development in certain countries. However, this requires rigorous examination. In this study, we performed an in-depth analysis of the distribution of questionable publications and journals along with their interplay with countries, quantifying the influence of questionable publications on academic inequality. We found that low-impact journals play a vital role in the regional academic environment, whereas questionable journals with equivalent impacts publish papers globally, both geographically and academically. The business model of questionable journals differs from that of regional journals, and may thus be detrimental to the broader academic community.
学术边缘的国家和作者偶尔会被批评为有问题出版的扩张做出了贡献,因为他们在有问题的期刊上分享了大部分论文。另一方面,学术出版中的定量评价体系和社会分层都促使作者选择有问题的期刊,而不是合法的出版物。有问题的期刊有时被认为是为当地学术界服务的,在某些国家,这种功能被认为对区域科学发展至关重要。然而,这需要严格的检验。在这项研究中,我们对有问题的出版物和期刊的分布及其与各国的相互作用进行了深入分析,量化了有问题的出版物对学术不平等的影响。我们发现,低影响力期刊在区域学术环境中发挥着至关重要的作用,而具有同等影响力的问题期刊发表的论文在地理和学术上都是全球性的。有问题期刊的商业模式不同于区域性期刊,因此可能对更广泛的学术界有害。
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引用次数: 0
Quantitative model of firms’ weight using a gravity model in relative coordinates: Case study of photo film industry facing digital innovation 基于相对坐标的重力模型的企业权重定量模型:面向数字创新的胶片行业案例研究
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-05-02 DOI: 10.1016/j.joi.2025.101676
Katsuyuki Kaneko , Yuya Kajikawa
Dynamic capabilities and organizational deadweights are essential managerial concepts that are crucial in navigating a turbulent environment. However, their measurements still rely on qualitative methods such as questionnaires and interviews, rather than factual data. This study aims to quantify firms' attitudes toward emerging technological innovations by applying a gravity model using patent data. Four major global firms in the photo film industry, forced into a crisis of existence by the advent of digital technologies, are investigated. The distance in the gravity model is calculated as the technological distance using the patent data of each firm. The weight of each firm, quantified from the coefficients estimated using the gravity model, is validated by comparing it with the historical information of the firms. Additionally, we estimate the changes in dynamic capabilities and organizational deadweights when firms in the industry could sense the threat of digital cameras. The results show that surviving firms had an increase in capabilities relative to disappeared firms.
动态能力和组织负担是在动荡的环境中导航的关键管理概念。然而,他们的测量仍然依赖于问卷调查和访谈等定性方法,而不是事实数据。本研究旨在利用专利数据建立重力模型,量化企业对新兴技术创新的态度。四家主要的全球公司在照片胶卷行业,被迫进入生存危机的数字技术的出现,进行了调查。重力模型中的距离是利用每个企业的专利数据计算的技术距离。每个公司的权重,从使用重力模型估计的系数中量化,通过将其与公司的历史信息进行比较来验证。此外,我们估计了动态能力和组织负荷的变化,当行业中的公司可以感觉到数码相机的威胁。研究结果表明,相对于消失的企业,幸存下来的企业的能力有所提高。
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引用次数: 0
Journal internationalization of non-English-speaking countries: Indicator framework design and influencing factor analysis 非英语国家期刊国际化:指标框架设计与影响因素分析
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-04-26 DOI: 10.1016/j.joi.2025.101671
Tian-Yuan Huang , Li Li , Ping Meng
English is widely recognized as the predominant lingua franca in the global scientific community, in such context many non-English-speaking countries have started to establish their own English-language scientific journals, so as to enhance academic influence and promote international collaboration. Despite the inherent nature of English-language scientific journals in non-English-speaking countries is facilitating transnational knowledge exchange, current mainstream evaluation metrics (such as Journal Impact Factor) fail to assess this characteristic objectively. To fill this gap, our study analyzed 3,077 English-language journals from 17 non-English-speaking countries, using data from the Journal Citation Report (JCR) and InCites to evaluate journal internationalization degree (JID) across three levels: journal-level (Level 1), paper-level (Level 2), and citation-level (Level 3). Results show that JID varies across countries and does not necessarily exhibit consistency at different levels. At country level, correlation analyses revealed that Human Development Index (HDI) positively relates to all levels of JID, while English Proficiency Index (EPI) only affects the proportion of non-domestic papers. At the journal level, we examine the effects of open access (OA), article processing charges (APC), and Category Normalized Citation Impact (CNCI) on JID. The findings show that while OA modestly enhances international visibility, higher APCs negatively impact international submissions. Among these factors, CNCI emerges as the strongest driver of global reach, showing a strong correlation with both international submissions and citations. Potentially, our research can provide insights for journals to adjust their development strategies and advance their internationalization process.
英语在全球科学界被广泛认为是主要的通用语,在这种背景下,许多非英语国家开始建立自己的英语科学期刊,以提高学术影响力,促进国际合作。尽管非英语国家的英语科学期刊具有促进跨国知识交流的固有性质,但目前主流的评价指标(如期刊影响因子)未能客观地评价这一特点。为了填补这一空白,本研究分析了来自17个非英语国家的3,077种英语期刊,使用期刊引文报告(JCR)和InCites的数据来评估期刊国际化程度(JID)在三个层面:期刊水平(1级)、论文水平(2级)和引文水平(3级)。结果表明,JID在不同国家存在差异,在不同水平上不一定表现出一致性。在国家层面上,相关分析显示人类发展指数(HDI)与JID的各个水平呈正相关,而英语水平指数(EPI)仅影响非本国论文的比例。在期刊层面,我们考察了开放获取(OA)、文章处理费(APC)和类别标准化引文影响(CNCI)对JID的影响。研究结果表明,虽然OA适度提高了国际知名度,但较高的apc对国际提交产生了负面影响。在这些因素中,CNCI成为全球影响力最强的驱动力,与国际提交和引用都表现出很强的相关性。研究结果可为期刊调整发展策略、推进国际化进程提供参考。
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引用次数: 0
期刊
Journal of Informetrics
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