Journal of Informetrics最新文献

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

Journal of Informetrics Pub Date : 2025-07-16 DOI: 10.1016/j.joi.2025.101707

Dengsheng Wu , Qiudan Su , Jianping Li

{"title":"Identification of home bias in journal ranking lists","authors":"Dengsheng Wu , Qiudan Su , Jianping Li","doi":"10.1016/j.joi.2025.101707","DOIUrl":"10.1016/j.joi.2025.101707","url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101707"},"PeriodicalIF":3.4,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144633443","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

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

Journal of Informetrics Pub Date : 2025-07-16 DOI: 10.1016/j.joi.2025.101704

Gevorg Kesoyan , Ruzanna Shushanyan , Maria Ohanyan , Aleksan Shahkhatuni , Mariam Yeghikyan , Viktor Blaginin

{"title":"Boosting science through state support: Armenian state grants as a driver of scientific and international advancement","authors":"Gevorg Kesoyan , Ruzanna Shushanyan , Maria Ohanyan , Aleksan Shahkhatuni , Mariam Yeghikyan , Viktor Blaginin","doi":"10.1016/j.joi.2025.101704","DOIUrl":"10.1016/j.joi.2025.101704","url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101704"},"PeriodicalIF":3.4,"publicationDate":"2025-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144632823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

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

Journal of Informetrics Pub Date : 2025-07-15 DOI: 10.1016/j.joi.2025.101705

Teddy Lazebnik , Shir Aviv-Reuven , Ariel Rosenfeld

{"title":"Publishing instincts: An exploration-exploitation framework for studying academic publishing behavior and “Home Venues”","authors":"Teddy Lazebnik , Shir Aviv-Reuven , Ariel Rosenfeld","doi":"10.1016/j.joi.2025.101705","DOIUrl":"10.1016/j.joi.2025.101705","url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101705"},"PeriodicalIF":3.4,"publicationDate":"2025-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144623710","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

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

Journal of Informetrics Pub Date : 2025-07-10 DOI: 10.1016/j.joi.2025.101706

Zhenzhen Xu , Shengzhi Huang , Fan Zhang , Wei Lu , Yong Huang , Na Lu

{"title":"Quantifying the disruptiveness of a paper by analyzing how it overshadows its successors","authors":"Zhenzhen Xu , Shengzhi Huang , Fan Zhang , Wei Lu , Yong Huang , Na Lu","doi":"10.1016/j.joi.2025.101706","DOIUrl":"10.1016/j.joi.2025.101706","url":null,"abstract":"<div><div>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 DI<sub>5</sub>, and the combination of ΔDI and DI performs the best in predicting scientific impact.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101706"},"PeriodicalIF":3.4,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144588766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Small but not least changes: The art of creating disruptive innovations 小而重要的变化：颠覆性创新的艺术

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-07-10 DOI: 10.1016/j.joi.2025.101703

Youwei He , Jeong-Dong Lee

{"title":"Small but not least changes: The art of creating disruptive innovations","authors":"Youwei He , Jeong-Dong Lee","doi":"10.1016/j.joi.2025.101703","DOIUrl":"10.1016/j.joi.2025.101703","url":null,"abstract":"<div><div>In the ever-evolving landscape of technology, product innovation arises through the replacement of outdated technologies with novel advancements or through technological recombination. This study employs a genetic framework to represent products, extracting chromosomal data to construct a comprehensive product influence network of automobiles using a phylogenetic approach. By introducing the “Product Disruption Index” —inspired by the D index—into the product similarity space, we measure a product’s disruptiveness. Our findings on the decline in disruptiveness of automotive products align with trends observed in previous studies on patents and publications, and the Product Disruption Index is further validated and its credibility reinforced through two compelling case studies. Our statistical analysis reveals that disruptive innovations often arise from minor yet pivotal modifications. Furthermore, inheriting superior technologies from predecessors and making slight adjustments to key technologies are more effective in enhancing a product’s disruptiveness than extensive technological changes. Indeed, small steps taken on the shoulders of giants can lead to significant breakthroughs in disruptive innovation.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101703"},"PeriodicalIF":3.4,"publicationDate":"2025-07-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144588767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

From communicative to cultural memory: The role of collaboration in the diffusion of scientific innovation 从交际到文化记忆：合作在科学创新传播中的作用

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-07-03 DOI: 10.1016/j.joi.2025.101699

Yujia Zhai , Ruolan Zhuang , Yue Liu , Jinwen Zhang , Ying Ding

{"title":"From communicative to cultural memory: The role of collaboration in the diffusion of scientific innovation","authors":"Yujia Zhai , Ruolan Zhuang , Yue Liu , Jinwen Zhang , Ying Ding","doi":"10.1016/j.joi.2025.101699","DOIUrl":"10.1016/j.joi.2025.101699","url":null,"abstract":"<div><div>By integrating theories of collective memory and innovation diffusion, we construct a citation-based scientific innovation collective memory network and define four types of authors: Original authors, Adopters, Collaborators, and Converters. Additionally, we introduce two new quantitative metrics—the Adopter Conversion Rate (CRA) and Author Conversion Rate (CRC)—to assess the role of collaboration in the diffusion of scientific innovations. Using datasets from APS, Medline, and DBLP, we selected the top 100 most-cited papers published over 20 years ago as our research samples. Through a comprehensive analysis of citation patterns, scientific collaboration networks, and conversion rates, we uncover the pathways and mechanisms of knowledge diffusion in the scientific community. Our findings reveal that scientific research collaboration not only accelerates the diffusion of scientific innovations from their inception but also, as trust-based relationships develop and strengthen, facilitates efficient knowledge sharing and the growth of innovative activities. Furthermore, collaboration facilitates the transition from communicative memory to cultural memory, ensuring the long-term preservation and transmission of scientific knowledge.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101699"},"PeriodicalIF":3.4,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144549776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Are there stars in Bluesky? A comparative exploratory analysis of altmetric mentions between X and Bluesky 蓝天里有星星吗？《X》与《蓝天》的替代性提及比较探索性分析

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-06-27 DOI: 10.1016/j.joi.2025.101700

Wenceslao Arroyo-Machado , Nicolas Robinson-Garcia , Daniel Torres-Salinas

{"title":"Are there stars in Bluesky? A comparative exploratory analysis of altmetric mentions between X and Bluesky","authors":"Wenceslao Arroyo-Machado , Nicolas Robinson-Garcia , Daniel Torres-Salinas","doi":"10.1016/j.joi.2025.101700","DOIUrl":"10.1016/j.joi.2025.101700","url":null,"abstract":"<div><div>This study examines the shift in the scientific community from X (formerly Twitter) to Bluesky, its impact on scientific communication, and consequently on social metrics (altmetrics). We analysed 14,497 publications from multidisciplinary and Library and Information Science (LIS) journals between January 2024 and March 2025. The results reveal a notable increase in Bluesky activity for multidisciplinary journals in November 2024, likely influenced by political and platform changes, with mentions multiplying for journals like Nature and Science. In LIS, the adoption of Bluesky is different and shows marked variation between European and United States journals. Although Bluesky remains a minority platform compared to X over the whole period, when focusing on user engagement after the United States elections, we see a much more even distribution between the two platforms. In two LIS journals, Bluesky even surpasses X, while in most others, the difference in user engagement was no longer as pronounced, marking a significant change from previous patterns in altmetrics.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101700"},"PeriodicalIF":3.4,"publicationDate":"2025-06-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144490417","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Measuring the topic-level journal impact: JNIln(z) series indicators 衡量主题层面期刊影响力：JNIln(z)系列指标

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-06-25 DOI: 10.1016/j.joi.2025.101701

Siluo Yang , Zhiling Chen

{"title":"Measuring the topic-level journal impact: JNIln(z) series indicators","authors":"Siluo Yang , Zhiling Chen","doi":"10.1016/j.joi.2025.101701","DOIUrl":"10.1016/j.joi.2025.101701","url":null,"abstract":"<div><div>Accurate assessment of journal impact is essential for informing and guiding journal development. Existing journal normalized impact indicators are predominantly constructed at the field level. With increasing interdisciplinary integration and blurred disciplinary boundaries, the growing diversity of topics has rendered field-level normalized indicators insufficient for fine-grained journal impact evaluation. To address this, we previously proposed the Journal Normalized Impact (<em>JNI</em>), a topic-level normalized indicator that integrates topic modeling and citation data. However, <em>JNI</em> has limitations in topic clustering, the rationality of its calculation, and topic-level impact interpretation. This study proposes an improved framework and develops the <span><math><mi>J</mi><mi>N</mi><msub><mrow><mi>I</mi></mrow><mrow><mi>l</mi><mi>n</mi><mo>(</mo><mi>z</mi><mo>)</mo></mrow></msub></math></span> series indicators, employing in-depth semantic topic modeling approach with z-score normalization and applying a “filter-classify-unify normalization” approach to ensure the robustness and interpretability of impact measurement. Empirical analysis confirms that the <span><math><mi>J</mi><mi>N</mi><msub><mrow><mi>I</mi></mrow><mrow><mi>l</mi><mi>n</mi><mo>(</mo><mi>z</mi><mo>)</mo></mrow></msub></math></span> indicators effectively capture both overall and topic-specific journal impact. Compared to previous indicators, the <span><math><mi>J</mi><mi>N</mi><msub><mrow><mi>I</mi></mrow><mrow><mi>l</mi><mi>n</mi><mo>(</mo><mi>z</mi><mo>)</mo></mrow></msub></math></span> indicators improve evaluative precision, offer more robust and stable measurements, and reveal more nuanced topic-level insights. We hope this study provides a foundation for refined, topic-based journal evaluation and contributes to more accurate and reliable research assessment.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101701"},"PeriodicalIF":3.4,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144471653","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Factorize international mobility on academic performance: a time-varying DID method examining over 7million Chinese scholars 考虑国际流动性对学业成绩的影响：基于时变DID方法对700多万中国学者的检验

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-06-16 DOI: 10.1016/j.joi.2025.101698

Wen Lou , Mingzhu Gao

{"title":"Factorize international mobility on academic performance: a time-varying DID method examining over 7million Chinese scholars","authors":"Wen Lou , Mingzhu Gao","doi":"10.1016/j.joi.2025.101698","DOIUrl":"10.1016/j.joi.2025.101698","url":null,"abstract":"<div><h3>Objective</h3><div>International academic mobility of researchers provides them with access to global knowledge and innovation and shaping their research activities. This study seeks to examine the impact of international mobility on academic performance of researchers.</div></div><div><h3>Method</h3><div>We first visualized changes in researchers' academic performance before and after mobility. Then, we employed the Time-varying Difference-in-Differences (DID) model and Propensity Score Matching (PSM) methodology to uncover the impact of international mobility on researchers. Finally, we delved deeper into the relationship between international mobility patterns and academic performance.</div></div><div><h3>Results</h3><div>The visualized analysis results highlight substantial academic advancement in disciplines such as Biomedical and Life Sciences. Notably, researchers returning to China after mobility exhibit the most significant impact on academic performance, followed by those engaged in multiple movements ('circulation') across countries. In contrast, the 'emigration' group, not returning to China after mobility, exhibits the lowest impact on academic performance.</div></div><div><h3>Conclusions</h3><div>These results emphasize how international academic mobility significantly boosts researchers' academic performance. Particularly, researchers returning to China after mobility demonstrate the most substantial impact on academic performance. However, the noticeable surge in researchers leaving China presents a challenge in retaining their expertise. Therefore, it's crucial to promote active participation in international mobility while developing strategies to retain expertise post-mobility, which is vital for the scientific development of China.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101698"},"PeriodicalIF":3.4,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144290545","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A comparative analysis of critical educational trajectories of academicians in China and Japan 中日学者批判教育轨迹之比较分析

IF 3.4 2区管理学

Journal of Informetrics Pub Date : 2025-06-13 DOI: 10.1016/j.joi.2025.101689

Jinjing Guo , Fang Wang , Hong Wu , Jinxia Huang , Xiao Rui

{"title":"A comparative analysis of critical educational trajectories of academicians in China and Japan","authors":"Jinjing Guo , Fang Wang , Hong Wu , Jinxia Huang , Xiao Rui","doi":"10.1016/j.joi.2025.101689","DOIUrl":"10.1016/j.joi.2025.101689","url":null,"abstract":"<div><div>Exploring the differences in the critical educational trajectories of academicians between China and Japan and identifying the influencing factors can provide valuable insights into the cultivation and growth of high-level domestic scientific talent. This study adopts the concept of ‘critical growth pathway’ to conduct a comparative analysis of academicians’ educational trajectories in China and Japan from the perspectives of educational continuity, educational institution diversity, and study abroad experience. Chinese academicians typically follow one of three education trajectories: (1) bachelor’s, (2) bachelor’s-master’s-doctorate, or (3) bachelor’s-work-master’s-work-doctorate, while Japanese academicians commonly follow: (1) bachelor’s-direct doctorate, (2) bachelor’s-master’s-doctorate, and (3) bachelor’s-work-doctorate. China tends to emphasise bachelor’s-master’s continuity and master’s-doctorate continuity, whereas Japan shows a stronger preference for direct doctoral continuity. Chinese academicians demonstrate greater diversity in their educational institutions compared to their Japanese counterparts. Most Chinese and Japanese academicians have no overseas study experience, although such experience is more common in Japan than China. Consistent and continuous scientific research training is a critical pathway for cultivating elite scientists, while maintaining coherence across educational stages supports their development. The role of overseas education in cultivating high-level domestic talent is important to reassess, attention should be placed on strengthening local talent development by enhancing mentorship, improving the effectiveness of domestic training systems, and addressing country-specific challenges, particularly as national research and education systems reach more advanced stages. The analytical model developed in this study provides valuable insights for institutional design in policy-driven latecomers and other developing countries.</div></div>","PeriodicalId":48662,"journal":{"name":"Journal of Informetrics","volume":"19 3","pages":"Article 101689"},"PeriodicalIF":3.4,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144279367","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0