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From 'sleeping beauties' to 'rising stars': The religious and philosophical roots of bibliometrics 从“睡美人”到“明日之星”:文献计量学的宗教和哲学根源
IF 3.5 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-06 DOI: 10.1016/j.joi.2025.101711
Juan Gorraiz
This article explores the often-overlooked religious and philosophical roots of bibliometrics. Drawing on motifs from the Hebrew Bible and Christian theology—including the Chosen People, the Matthew Effect, David’s census, and the Tower of Babel—it argues that bibliometrics, while presented as a neutral and quantitative science, is deeply embedded in cultural narratives of worth, selection, judgment, and transcendence. The paper reflects on how metaphors of purification, idolatry, and incommensurability help us understand both the power and the limits of bibliometric practices. Rather than offering prescriptive rules, it concludes with a series of critical reflections that emphasize humility, interpretative context, and the need to continually question the values embedded in metrics—reminding us that in bibliometrics, as in faith, what we measure may never fully capture what truly matters.
本文探讨了文献计量学经常被忽视的宗教和哲学根源。它借鉴了希伯来圣经和基督教神学的主题——包括选民、马太效应、大卫的人口普查和巴别塔——它认为,文献计量学虽然作为一门中立和定量的科学呈现,但却深深植根于价值、选择、判断和超越的文化叙事中。本文反映了净化、偶像崇拜和不可通约性的隐喻如何帮助我们理解文献计量学实践的力量和局限性。它没有提供说明性的规则,而是以一系列批判性的反思来结束,这些反思强调谦卑、解释性的背景,以及不断质疑指标中嵌入的价值的必要性——提醒我们,在文献计量学中,就像在信仰中一样,我们的测量可能永远无法完全捕捉到真正重要的东西。
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引用次数: 0
Sex differences in research productivity among doctoral students in Sweden: A quantile regression approach 瑞典博士生研究生产力的性别差异:分位数回归方法
IF 3.5 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-01 DOI: 10.1016/j.joi.2025.101702
Jonas Lindahl , Rickard Danell , Kaylee Litson , David F. Feldon
This study examines the sex productivity gap among doctoral students in Sweden using a comparative design. It focuses particularly on how the gap increases at the higher end of the productivity distribution, with men consistently publishing more than women. The study is based on a large dataset of 10,804 doctoral students who graduated between 2010 and 2019 in the research areas of the natural sciences, engineering and technology, medical and health sciences, and the social sciences. By applying multiple quantile regression analysis, we were able to conduct a nuanced analysis of the sex productivity gap across the whole productivity distribution. Results indicate a consistent productivity gap by sex across all research areas and that the gap increases towards the higher end of the distribution, i.e., the sex differences in productivity increase among the top performers. However, the comparison of research areas revealed some heterogeneity. In engineering and technology, the increasing sex gap levels off in the middle of the distribution but takes a leap at the extreme tail. In the social sciences, the gap peaks just before the extreme end of the distribution and then starts decreasing. The natural sciences and medical and health sciences show a more gradual increase in the gap towards the higher end. Taking into account the Swedish context – with its widespread adoption of the collective model of doctoral education and the thesis-by-publication format – our main conclusions are: (1) there exists a consistent sex productivity gap across all studied research areas, and (2) the increasing sex gap at the upper end of the productivity distribution, commonly seen in later career stages, can already be observed during doctoral studies.
本研究考察了性别生产力差距的博士生在瑞典使用比较设计。它特别关注在生产力分布的高端,男性的出版量一直比女性多,这种差距是如何扩大的。该研究基于2010年至2019年毕业于自然科学、工程技术、医学健康科学和社会科学等研究领域的10804名博士生的大型数据集。通过多分位数回归分析,我们能够对整个生产力分布中的性别生产力差距进行细致入微的分析。结果表明,在所有研究领域中,性别之间的生产率差距是一致的,而且这种差距向分布的高端方向扩大,即,在表现最好的领域中,生产率的性别差异也在扩大。然而,研究区域的比较显示出一定的异质性。在工程和技术领域,不断扩大的性别差距在分布的中间趋于平稳,但在极端尾部出现飞跃。在社会科学中,差距在分布的极端末端之前达到顶峰,然后开始下降。自然科学、医学和保健科学的差距逐渐向高端扩大。考虑到瑞典的背景-广泛采用博士教育的集体模式和论文出版格式-我们的主要结论是:(1)在所有研究的研究领域存在一致的性别生产力差距;(2)在生产力分布的上端,性别差距越来越大,通常出现在后期职业阶段,已经可以在博士研究期间观察到。
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引用次数: 0
Tracing the evolution of library and information science through three anchored dimensions: Library, people, and algorithm 通过三个固定的维度追踪图书馆和信息科学的演变:图书馆、人和算法
IF 3.5 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-01 DOI: 10.1016/j.joi.2025.101712
Renli Wu , Ruiyang Chen , Lu An , Chuanfu Chen
With rapid technological advancements and societal changes, the field of Library and Information Science (LIS) is dramatically evolving. To capture these shifts, we analyzed over 140,000 LIS publications ranging from 1990 to 2023, examining the discipline’s research evolution across three semantic dimensions: library, representing the historical foundation and institutional infrastructure of LIS; people, representing the core interacting participants and human-centered focus of LIS; and algorithm, representing the methodological advancements driven by emerging technologies in LIS. Utilizing Doc2Vec with a multi-label joint training scheme, we created a consistent embedding space for various LIS entities, including research terms, papers, journals, and countries. By mapping these entities onto a unified framework underpinned by three anchored dimensions, we reveal that the publications of the library dimension, dominant since the 1990s, have declined after 2011, reflected in the focus shifts of LIS research, journal clusters, and nations. Concurrently, LIS research has gravitated toward the people dimension, with people-related studies evolving into a more independent branch. The algorithm dimension is rapidly emerging, with journals more closely associated with it exhibiting higher impact factors, and the research centroids of journals and countries are converging toward it. However, algorithm-dominated research is increasingly detached from the other two dimensions, especially the library. Additionally, developed countries prioritize the research related to library and people dimensions, while developing countries exhibit a stronger emphasis on algorithms-focused publications. To ensure robustness, we further validated our results using a recent ModernBERT model fine-tuned for the LIS context. The findings reveal the developmental dynamics and potential fragmentation within LIS, offering insights for scholars, journals, institutions, and policymakers.
随着技术的快速进步和社会的变化,图书馆与信息科学(LIS)领域正在发生巨大的变化。为了捕捉这些变化,我们分析了1990年至2023年期间超过14万份LIS出版物,从三个语义维度考察了该学科的研究演变:图书馆,代表了LIS的历史基础和制度基础;人,代表核心互动参与者和LIS以人为本的焦点;和算法,代表了LIS中新兴技术驱动的方法进步。利用Doc2Vec和多标签联合训练方案,我们为各种LIS实体创建了一致的嵌入空间,包括研究术语、论文、期刊和国家。通过将这些实体映射到以三个锚定维度为基础的统一框架中,我们发现自20世纪90年代以来占主导地位的图书馆维度的出版物在2011年后有所下降,这反映在LIS研究、期刊集群和国家的重点转移上。与此同时,LIS研究也向人的维度倾斜,与人相关的研究演变为一个更加独立的分支。该算法维度正在迅速崛起,与该算法维度联系越紧密的期刊影响因子越高,期刊和国家的研究质心正在向该算法维度趋同。然而,以算法为主导的研究越来越脱离了其他两个维度,尤其是图书馆。此外,发达国家优先考虑与图书馆和人员维度相关的研究,而发展中国家则更强调以算法为重点的出版物。为了确保稳健性,我们使用最近针对LIS上下文进行微调的ModernBERT模型进一步验证了我们的结果。研究结果揭示了LIS内部的发展动态和潜在的碎片化,为学者、期刊、机构和政策制定者提供了见解。
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引用次数: 0
Evaluating the speed of citation in scientific journals: A survival analysis-based approach 科学期刊被引速度评估:基于生存分析的方法
IF 3.5 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-08-01 DOI: 10.1016/j.joi.2025.101714
Giuseppe Giordano , Michelangelo Misuraca , Marialuisa Restaino
This research addresses the need to understand how quickly scientific papers gain citations. Survival analysis is employed to model the time until papers receive their first citation. Leveraging the Kaplan-Meier estimator and the discrete-time model, the study evaluates the likelihood of citation over time and analyses factors influencing citation speed, focusing on the number of coauthors, the journal's impact factor, and the number of cited references. The approach is applied to a set of top journals in the Information Science & Library Science subject category defined by Web of Science. The main findings reveal notable differences in the citation probability between different journals, with specific sources exhibiting faster citation rates. By modelling citation speed, the study offers a data-driven basis for informed journal selection, aimed at maximising early scholarly recognition. It provides a practical, empirically grounded decision-support framework for authors seeking timely scientific appraisal through strategic journal selection.
这项研究解决了理解科学论文获得引用的速度有多快的需求。生存分析用于模拟论文收到第一次引用之前的时间。利用Kaplan-Meier估计器和离散时间模型,该研究评估了随时间变化的被引可能性,并分析了影响被引速度的因素,重点关注合著者数量、期刊影响因子和被引参考文献数量。该方法应用于信息科学领域的一组顶级期刊。由Web of Science定义的图书馆学学科类别。主要研究结果显示,不同期刊之间的被引率存在显著差异,特定来源的被引率更高。通过对引用速度进行建模,该研究为知情期刊选择提供了数据驱动的基础,旨在最大限度地提高早期学术认可。它为作者通过战略性期刊选择寻求及时的科学评价提供了一个实用的、基于经验的决策支持框架。
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引用次数: 0
Investigating the effect of publication text similarity between reviewers and authors on the rigor of peer review: An intellectual proximity perspective 研究审稿人和作者之间的出版物文本相似性对同行评审严谨性的影响:一个智力接近的视角
IF 3.5 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-30 DOI: 10.1016/j.joi.2025.101709
Yanlan Kang , Chenwei Zhang , Zhuanlan Sun , Yiwei Li
The involvement of experienced peers as reviewers plays a crucial role in manuscript evaluation during the peer review process. Nonetheless, concerns have arisen regarding potential cognitive bias when reviewers assess research that is outside their areas of expertise. Despite these concerns, quantitative analysis of this issue remains limited. This study aims to empirically investigate whether submissions reviewed by peers with academic backgrounds similar to the authors’ research areas correlate with more rigorous comments during the peer review process. Utilizing a dataset of 2,147 papers published in the journal eLife, along with their publicly available peer review reports and reviewers’ publication records, we employed natural language processing techniques to measure the publication text similarity of reviewers to that of the manuscript’s authors, representing a minuscule part of intellectual proximity. We then used a linear regression model to examine whether such similarity was associated with review rigor, quantified by the frequency of statistical terms from two well-known glossaries. We observed no statistically significant differences in the rigor of comments made by peers with varying levels of publication text similarity in the constructed dataset and setting. The findings remained consistent across several robustness checks and alternative specifications. This suggests that no discernible cognitive bias is introduced by the reviewers’ academic background during the peer review process, enriching the extant literature and offering important insights into understanding the role of reviewers in maintaining fairness.
在同行评审过程中,有经验的同行作为审稿人的参与在稿件评估中起着至关重要的作用。尽管如此,当审稿人评估其专业领域以外的研究时,对潜在认知偏差的担忧已经出现。尽管存在这些担忧,但对这一问题的定量分析仍然有限。本研究旨在实证调查学术背景与作者研究领域相似的同行审稿是否与同行审稿过程中更严格的评议有关。利用发表在《eLife》杂志上的2147篇论文的数据集,以及他们公开的同行评审报告和审稿人的发表记录,我们采用自然语言处理技术来衡量审稿人与手稿作者的发表文本相似度,这代表了智力接近度的一小部分。然后,我们使用线性回归模型来检验这种相似性是否与审查的严谨性有关,并通过两个知名词汇表中统计术语的频率来量化。我们观察到,在构建的数据集和设置中,不同水平的出版物文本相似度的同行所发表的评论的严谨性在统计上没有显著差异。结果在几个稳健性检查和替代规范中保持一致。这表明审稿人的学术背景在同行评议过程中没有引入明显的认知偏见,丰富了现有文献,并为理解审稿人在维护公平方面的作用提供了重要见解。
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引用次数: 0
Corrigendum to “Small but not least changes: The art of creating disruptive innovations” [Journal of Informetrics, Volume 19 , Issue 3, (August 2025), 101703] “微小但并非最不重要的变化:创造破坏性创新的艺术”的勘误表[Journal of informmetrics, vol . 19, Issue 3, (August 2025), 101703]
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-23 DOI: 10.1016/j.joi.2025.101708
Youwei He, Jeong-Dong Lee
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引用次数: 0
Identification of home bias in journal ranking lists 鉴定期刊排名中的家乡偏见
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-16 DOI: 10.1016/j.joi.2025.101707
Dengsheng Wu , Qiudan Su , Jianping Li
Journal evaluation is essential for scientific research, influencing academic assessment, journal reputation, and the development of researchers. However, significant differences in journal quality evaluations across countries often contain ‘home bias’. To identify this bias, we propose an improved method based on the Oaxaca-Blinder decomposition, which has traditionally been used to analyse wage gaps and discrimination. Rather than relying on a hypothetical non-discrimination state that considers only the journal rankings of a single country, we employ the Weighted Average Percentile (WAP) approach to integrate journal rankings from multiple countries, thereby reflecting the evaluation consensus from a global perspective. This revision adapts the methodology to journal evaluation, offering a more comprehensive and balanced assessment of academic market expectations, and bringing it closer to an unbiased state in the journal evaluation process. Our analysis incorporated four national journal lists, comprising a total of 1,188 selected journals. We find that the Association of Business School (ABS) lists from the United Kingdom (UK) organizations exhibit 'home bias', favouring domestic journals and undervaluing foreign ones. This bias may impact the fairness of global scholarly communication and journal evaluation. Recognizing these home biases and transnational limitations is crucial when using journal lists.
期刊评价对科学研究至关重要,影响学术评价、期刊声誉和科研人员的发展。然而,不同国家期刊质量评估的显著差异往往包含“本土偏见”。为了识别这种偏见,我们提出了一种基于瓦哈卡-布林德分解的改进方法,该方法传统上用于分析工资差距和歧视。我们采用加权平均百分位(WAP)方法来整合来自多个国家的期刊排名,从而反映了全球视角下的评价共识,而不是依赖于只考虑单个国家期刊排名的假设无歧视状态。此次修订调整了期刊评估方法,对学术市场预期提供了更全面、更平衡的评估,并使其在期刊评估过程中更接近无偏见状态。我们的分析纳入了四个国家期刊列表,共包括1188种精选期刊。我们发现,来自英国(UK)组织的商学院协会(ABS)名单表现出“本土偏见”,偏爱国内期刊,低估国外期刊。这种偏见可能影响全球学术交流和期刊评价的公正性。在使用期刊列表时,认识到这些国内偏见和跨国限制是至关重要的。
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引用次数: 0
Boosting science through state support: Armenian state grants as a driver of scientific and international advancement 通过国家支持促进科学发展:亚美尼亚国家拨款作为科学和国际进步的驱动力
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-16 DOI: 10.1016/j.joi.2025.101704
Gevorg Kesoyan , Ruzanna Shushanyan , Maria Ohanyan , Aleksan Shahkhatuni , Mariam Yeghikyan , Viktor Blaginin
After the Soviet Union's dissolution, Armenia faced a rigorous transition that profoundly affected its scientific infrastructure. The evolution of Armenia's scientific landscape following the collapse of the Soviet Union, has taken place during a period marked by significant challenges including reduced funding, a "brain drain," and a shift away from Soviet-era scientific priorities. In response, the Armenian government has implemented reforms to revitalize the scientific community, notably by establishing the State Science Committee in 2007 and introducing competitive research grant programs. The study analyzes the volume and trends of state research grants and their impact on scientific advancement in Armenia. The alignment of Armenian science with global standards and the visibility of scholarly output were assessed utilizing the Web of Science (WOS) database for quantitative analysis. Key objectives include evaluating the dynamics of research grants, identifying successful programs across academic fields, and exploring the implications for young scholars' career prospects. Findings reveal the transformative effects of these grants on both the quality and internationalization of Armenian research, providing insights into the role of state competitive funding in fostering a sustainable and innovative scientific environment.
苏联解体后,亚美尼亚面临着严峻的转型,这深刻影响了其科学基础设施。在苏联解体后,亚美尼亚科学景观的演变发生在一个面临重大挑战的时期,包括资金减少、“人才流失”以及从苏联时代的科学优先事项转移。作为回应,亚美尼亚政府实施了改革,以振兴科学界,特别是在2007年建立了国家科学委员会,并引入了竞争性研究资助计划。该研究分析了亚美尼亚国家研究补助金的数量和趋势及其对科学进步的影响。亚美尼亚科学与全球标准的一致性和学术产出的可见性利用科学网(WOS)数据库进行定量分析。主要目标包括评估研究资助的动态,确定跨学术领域的成功项目,以及探索对年轻学者职业前景的影响。研究结果揭示了这些资助对亚美尼亚研究的质量和国际化的变革性影响,提供了对国家竞争性资助在培养可持续和创新科学环境中的作用的见解。
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引用次数: 0
Publishing instincts: An exploration-exploitation framework for studying academic publishing behavior and “Home Venues” 出版本能:学术出版行为与“主场”研究的探索-开发框架
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-15 DOI: 10.1016/j.joi.2025.101705
Teddy Lazebnik , Shir Aviv-Reuven , Ariel Rosenfeld
Scholarly communication is vital to scientific advancement, enabling the exchange of ideas and knowledge. When selecting publication venues, scholars consider various factors, such as journal relevance, reputation, outreach, and editorial standards and practices. However, some of these factors are inconspicuous or inconsistent across venues and individual publications. This study proposes that scholars' decision-making process can be conceptualized and explored through the biologically inspired exploration-exploitation (EE) framework, which posits that scholars balance between familiar and under-explored publication venues. Building on the EE framework, we introduce a grounded definition for “Home Venues” (HVs) – an informal concept used to describe the set of venues where a scholar consistently publishes – and investigate their emergence and key characteristics. Our analysis reveals that the publication patterns of roughly three-quarters of computer science scholars align with the expectations of the EE framework. For these scholars, HVs typically emerge and stabilize after approximately 15-20 publications. Additionally, scholars with higher h-indexes, greater number of publications, or higher academic age tend to have higher-ranking journals as their HVs.
学术交流对科学进步至关重要,它使思想和知识得以交流。在选择出版地点时,学者们会考虑各种因素,如期刊相关性、声誉、外延、编辑标准和实践。然而,其中一些因素在不同的场所和不同的出版物中并不明显或不一致。本研究提出,学者的决策过程可以通过生物学启发的探索-开发(EE)框架进行概念化和探索,该框架假设学者在熟悉和未开发的出版场所之间取得平衡。在情感表达框架的基础上,我们引入了“家庭场所”(HVs)的基本定义,并调查了它们的出现和关键特征。HVs是一个非正式的概念,用于描述学者经常发表文章的一系列场所。我们的分析表明,大约四分之三的计算机科学学者的出版模式与EE框架的期望一致。对于这些学者来说,HVs通常在大约15-20篇论文发表后出现并稳定下来。此外,h指数越高、发表论文数量越多、学龄越高的学者,其hv期刊的排名也越高。
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引用次数: 0
Quantifying the disruptiveness of a paper by analyzing how it overshadows its successors 通过分析一篇论文如何使后继论文黯然失色来量化它的破坏性
IF 3.4 2区 管理学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2025-07-10 DOI: 10.1016/j.joi.2025.101706
Zhenzhen Xu , Shengzhi Huang , Fan Zhang , Wei Lu , Yong Huang , Na Lu
The disruption index (DI) proposed by Funk and Owen-Smith (2017) is a practical metric that has been widely used to identify and analyze disruptive research. However, it suffers from several limitations, such as susceptibility to authors’ manipulation, a narrow focus on the local citation network, and unreasonable convergence characteristics. To address these shortcomings, we propose a novel overshadowing disruption index (∆DI), based on the DI, that captures the disruptive quality of a focal paper by examining its overshadowing impact on its successors. Using 359 highly cited, 443 moderately cited, and 40 Nobel Prize-winning physics papers as research objects, we analyze the evolutionary trajectories of ∆DI and demonstrate its rationality via the statistical methods and GPT-4. Specifically, ∆DI presents a decay trend converging to zero, indicating that the disruptive impact of a paper declines over time. By analyzing papers’ research content via GPT-4, we further explain the decay trend from the perspective of semantic analysis. Additionally, we comprehensively examine ∆DI’s statistics and unveil its correlation with common DI-based metrics. Finally, we systematically verify the effectiveness of ∆DI by scrutinizing the relationship between ∆DI and future scientific impact. Our results show that ∆DI exhibits better predictive power than DI and DI5, and the combination of ΔDI and DI performs the best in predicting scientific impact.
Funk和Owen-Smith(2017)提出的颠覆指数(DI)是一个实用的指标,已被广泛用于识别和分析颠覆性研究。然而,该方法存在易受作者操纵、对局部引文网络的关注过于狭隘、收敛性不合理等局限性。为了解决这些缺点,我们提出了一种新的遮蔽干扰指数(∆DI),以DI为基础,通过考察焦点论文对后续论文的遮蔽影响来捕捉其破坏性。以359篇高被引论文、443篇中等被引论文和40篇诺贝尔物理学奖获奖论文为研究对象,利用统计学方法和GPT-4分析了∆DI的演化轨迹,并论证了其合理性。具体来说,∆DI呈现出收敛于零的衰减趋势,表明论文的破坏性影响随着时间的推移而下降。通过GPT-4分析论文的研究内容,我们进一步从语义分析的角度解释这种衰减趋势。此外,我们全面检查了∆DI的统计数据,并揭示了它与基于DI的常见指标的相关性。最后,我们通过仔细研究∆DI与未来科学影响之间的关系,系统地验证了∆DI的有效性。结果表明,∆DI比DI和DI5具有更好的预测能力,并且ΔDI和DI的组合在预测科学影响方面效果最好。
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引用次数: 0
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Journal of Informetrics
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