Bibliometric Methods Research Articles

Identifying thematic clusters of ESG in contemporary accounting studies through systematic literature review

Purpose This study aims at identifying the most relevant thematic clusters of studies at the intersection of accounting and environmental, social and governance (ESG), the potential benefits and impacts that research clusters may have at a systemic level on Sustainable Development Goals and factors that could enhance these benefits and impacts. Design/methodology/approach This research is based on a systematic literature review approach using a descriptive bibliometric method, data analysis visualization and thematic analysis to fully investigate the content of studies in the accounting domain seeking to achieve research aims, providing insights, critiques and future research paths. Findings This study delves into the evolving landscape where ESG intersects with accounting. It aims to provide valuable insights into the multifaceted relationship between ESG and accounting. The authors identify three thematic clusters: ESG accounting data and investment decision-making, firm’s CSR and ESG issues and ESG and sustainability and accountability. Originality/value To the best of the authors’ knowledge, this is the first study that integrates bibliometric and literature review analyses to provide a comprehensive outlook of the benefits and impacts ESG and interdisciplinary accounting research can have on the environment and society.

Bioprinted hydrogels in bone regeneration: a bibliometric analysis

BackgroundThe application of bioprinted hydrogels in the field of bone regeneration is garnering increasing attention. The objective of this study is to provide a comprehensive overview of the current research status, hotspots and research directions in this field through bibliometric methods, and to predict the development trend of this field.MethodsA search was conducted on 27 December 2024, for papers published on the Web of Science from 2010 to 2025. We used the bibliometrix package in the software program R to analyze the retrieved data and VOSviewer and CiteSpace to visualize hotspots and research trends in bioprinted hydrogels for bone regeneration.ResultsWe identified and reviewed 684 articles published in this field between 2010 and 2025. A total of 811 institutions and 1,166 researchers from 41 countries/regions contributed to these publications. Among them, China led in terms of the number of articles published, single-country publications (SCP), and multi-country publications (MCP). Our bibliometric-based visualization analysis revealed that the mechanical properties and osteogenic differentiation capacity of biomaterials have been a focal research topic over the past decade, while emerging research has also concentrated on the in vitro fabrication of stem cells for bone regeneration and osteogenic differentiation, particularly the precise application of in situ stem cell-loaded bioprinted organoids.ConclusionThis study provides an in-depth analysis of the research trajectory in the application of bioprinted hydrogels for bone regeneration. The number of research papers in this field is increasing annually, and the main research hotspots include bone regeneration, 3D printing, scaffolds, and hydrogels. Future research directions may focus on gelatin, additive manufacturing, and growth factors. Additionally, international collaboration is essential to enhance the effectiveness of bioprinted hydrogels in bone regeneration applications.

The Impact of Smart Cities On Sustainability: A Bibliometric Analysis

Objectives: This study examines the relationship between smart cities and sustainability through bibliometric analysis, focusing on literature from 2010 to 2023 in the Web of Science database. Theoretical Framework: Smart cities leverage information and communication technologies (ICT) to enhance environmental, social, and economic sustainability. The analysis evaluates key terms, influential authors, and geographical trends to uncover how smart cities address sustainability goals. Method: In this study, the bibliometric analysis method was used to examine the impacts of smart cities on sustainability. Bibliometric analysis is a method for quantitatively analyzing scientific literature in a specific field, aiming to identify trends, keywords, authors, citation relationships, and geographical distributions within the literature. Results and Discussion: The findings highlight positive impacts in areas such as energy efficiency, carbon emission reduction, and improved urban mobility systems. However, the study also identifies significant challenges, including barriers to social sustainability, concerns over data security, and high implementation costs, which hinder the broader adoption of smart city projects. By emphasizing the role of ICT in tackling global sustainability issues, the study provides a novel framework for understanding the benefits and limitations of smart cities. It uniquely identifies gaps in the integration of social sustainability and the challenges faced in developing countries, suggesting areas for further exploration. Research Implications: This comprehensive analysis offers fresh insights into how smart cities contribute to global sustainability goals while urging future research to address identified challenges and opportunities for improvement. Originality/Value: This study provides a unique bibliometric analysis of smart cities and sustainability, examining key trends, authors, and geographical patterns from 2010 to 2023. It highlights the critical role of ICT in achieving global sustainability goals while addressing underexplored challenges like social sustainability gaps and barriers in developing countries. By identifying both the benefits and limitations of smart city initiatives, this research offers valuable insights for policymakers and urban planners, paving the way for more inclusive and sustainable urban development.

A Review of Academic and Patent Progress on Internet of Things (IoT) Technologies for Enhanced Environmental Solutions

Environmental pollution is a pressing global issue, and the Internet of Things (IoT) offers transformative potential for its management through its application in advanced real-time monitoring and analytics. However, the heterogeneous and fragmented nature of IoT technologies poses challenges to seamless integration, limiting the efficacy of these solutions in addressing environmental impacts. This paper addresses these challenges by reviewing recent developments in IoT technologies, encompassing sensor networks, computing frameworks, and application layers for enhanced pollution management. A comprehensive analysis of 74,604 academic publications and 35,000 patent documents spanning from 2008 to 2024 is conducted using a textual analysis that combines quantitative bibliometric methods along with a qualitative analysis based on both scholarly research and patent innovations. This approach allows us to identify key challenges in IoT implementation for environmental monitoring—including integration, interoperability, and scalability issues—and to highlight corresponding architectural solutions. Our findings reveal emerging technology trends that aim to overcome a few of these challenges, and we present a scalable IoT architecture as key discussions that enhances system interoperability and efficiency for pollution monitoring. This framework provides targeted solutions for specific tasks in pollution monitoring while guiding decision-makers to adopt solutions effectively.

Mapping the Evolution of Evidence-Based Teaching in Science Education: A Bibliometric Approach

This study was conducted to present a holistic perspective on the research on evidence-based teaching in science education (EBTiSE) and to provide guidance to the field so that educators and researchers can easily access resources and authors. This study aimed to determine the trend of research on EBTiSE by focusing on evidence-based teaching. For this purpose, the bibliometric analysis method was utilized. Thus, it was aimed to reveal the structure and development of the research topic. The study accessed 218 publications published between 2000 and 2024 from the Web of Science (WoS) database. VOSviewer software was used to analyze these data bibliometrics. As a result of the research, it was determined that publications related to EBTiSE have been published regularly since 2000 and peaked with 21 publications in 2020-2021. The USA ranks first in the countries with the most publications on EBTiSE. It was determined that the highest number of publications on EBTiSE was in the "International Journal of Science Education." The most frequently used keywords in the studies were "science education," "professional development," and "argumentation." In recent studies, key concepts such as science teacher education, undergraduate research, early childhood, scientific literacy, educational technology, etc., are frequently mentioned. According to the citation network analysis, Wu and Tsai (2007), Dawson and Venville (2010), Zembal-Saul et al. (2002), Oliver and Hannafin (2000), and Brown et al. (2010) emerged as the primary sources of the subject area. The article titled “Establishing the Norms of Scientific Argumentation in Classrooms" was found to have the highest number of common citations. The results obtained by utilizing visual maps in this study will contribute to other original studies to be conducted in the field of EBTiSE.

A bibliometric study on mathematical modelling in elementary schools in the Scopus database between 1990-2024

Mathematical modelling is an approach to bridge real-world problems into mathematics as an effort to improve students’ mathematical literacy. The purpose of this study is to conduct a bibliometric analysis of published articles related to mathematical modelling in elementary school. This research uses bibliometric analysis method. This study used the Scopus database scanned with the keywords “mathematical modelling” and “elementary school” with a time span of 1990-2024 obtained as many as 78 articles. The data collected was then analyzed using R-software and VOSviewer applications. The results of this study found that the development trend of mathematical modelling research in elementary schools significantly increased after 2015-2023 with a percentage of 67.95%. The top researchers who have the most influence are dominated by authors from Germany and Denmark. Furthermore, in recent years the dominant topics in mathematical modelling research studies in elementary schools such as mathematical modelling cycle, development, mathematical modelling competency, mathematical concept, mathematical knowledge, modeling process, mathematical modelling task, empirical study, and creative thinking. It is hoped that future research can focus on the literature of mathematical modelling carried out on the subject of high school to college level and include analysis on the literature in the years 1960-1990 which is the campaign period and the early years of integrating mathematical modelling into the curriculum of various countries in the world.

Advancing Healthcare: A Comprehensive Review and Future Outlook of IoT Innovations

Rapid innovation leading to better patient outcomes have been driven by recent breakthroughs in the Internet of Things (IoT), which have drastically changed the healthcare sector. In order to highlight the importance of IoT in healthcare applications, this article presents a user-friendly and integrated approach for bibliometric analysis. Traditional bibliometric methods often rely solely on Web of Science (WoS) or Scopus, limiting the scope of analysis. To address this issue, the proposed approach uses the R program Bibliometrix to combine data from seven databases, namely Scopus, WoS, IEEE, ACM Digital Library, PubMed, Science Direct, and Google Scholar (GS). After having developed an inclusion/exclusion criterion, 2,990 journal papers published between 2011 and 2022 were subjected to a thorough literature review and bibliometric analysis. This study demonstrates that the healthcare industry is highly interested in the IoT, as well as the rapid growth of research into IoT healthcare applications, blockchain, Artificial Intelligence (AI), 5G telecoms, and data analytics. Authentication methods, fog computing, cloud-IoT integration, cognitive smart healthcare, and other essential topics are further examined by employing co-citation network analysis. In addition to illuminating potential avenues for further investigation, these results provide academics with a comprehensive picture of where IoT research in healthcare is standing at the moment. The output of the conducted analysis shows that there has been a dramatic uptick in publishing since 2017, with most of the articles appearing in prestigious journals related to computer science. By integrating data from multiple databases, the proposed methodology represents a significant advancement in bibliometric analysis, enabling a more comprehensive exploration of IoT's impact on healthcare, and facilitating a deeper understanding of the emerging trends and critical themes in this rapidly evolving field.

Trends and Developments in Gamification for Science Education: A Bibliometric Review from 2019 to 2023

This study aims to identify and analyze research trends in gamification focusing on science education and explore opportunities for further development. Using the Systematic Literature Review (SLR) method, a total of 126 relevant publications were identified from the Publish or Perish database indexed by Scopus, with 43 documents from the 2019–2023 period selected and analyzed based on inclusion criteria. These criteria include articles discussing gamification in science education, English-language articles, open-access publications, and Scopus-indexed articles. The literature review process followed PRISMA guidelines to ensure the quality of results, and data were analyzed using bibliometric methods with the assistance of VOSviewer 1.6.20 software. The results indicate significant fluctuations in the number of publications and citations year by year, reflecting the dynamics of research activity. Most publications originate from Spain, the United States, and Malaysia, with quantitative methods being the most widely used approach (51%). The main themes explored include student engagement, motivation, and conceptual understanding, particularly in STEM subjects. Collaborative networks highlight the importance of diverse perspectives in advancing gamification research. Density analysis reveals that the long-term impact and scalability of gamification in educational science still hold substantial potential for exploration. Therefore, further studies are urgently needed to optimize the role of gamification and maximize its benefits in the learning process.

Research Trends and Gaps in the Use of Animated Video Media in Arabic Learning: A Bibliometric Analysis (2014-2024)

Arabic language learning can be meaningful in various ways, one of which is applying animation media in the learning process. With the advancement of technology, animation can be an effective tool to increase students' understanding and interest in learning. Therefore, the purpose of this study is to analyze research trends in the use of animated video media in Arabic language learning as well as future research opportunities through the number of developments in research publications, the level of productivity of researchers, and research development maps. The research design used is quantitative descriptive analysis with bibliometric method assisted by VOSviewer application. The data collection technique uses the help of the Publish or Perish (PoP) application which is sourced from the Google Scholar database using the keywords “Arabic Language Learning, Media, Animated Video, Arabic Learning, Video” in the last 10 years (2014-2024). The results show that the development of research on the topic of animated media in Arabic language learning in 2014-2024 has relatively increased with the highest publication occurring in 2024 which amounted to 165 publications (33%) and the lowest in 2015 with 1 publication (0.2%). The most productive researchers on the topic are Mudinillah, A. with a total of 6 publications and Hamid, MFA. with a total of 5 publications. The publication development map based on keywords produces 6 clusters, while the development map based on the author produces 18 clusters. Some topics that can be developed based on the topic of animated media in Arabic language learning include english, interest, effect, grade, article, arabic language teacher, lack, and type.

The top 100 cited papers on mental health and virtual reality: a bibliometric analysis

ABSTRACT Virtual reality technology has been widely applied in the field of mental health research. However, to date, no study has employed bibliometric methods to systematically analyze the application of virtual reality in mental health. By searching the Web of Science Core Collection, we have summarized the top 100 cited papers in this field and conducted the first bibliometric study on mental health and virtual reality using CiteSpace. The results indicate that this area has received considerable attention. The United States stands out as the most influential country. The University of London and Emory University are the leading contributing institutions. Rothbaum BO is the most productive author, and Cyberpsychology, Behavior, And Social Networking, is the journal with the most publications in this area. The primary focus of research in this domain is on virtual reality therapy for mental disorders, especially virtual reality exposure therapy for anxiety disorders. These findings may help researchers understand the current state and future trends in the field of mental health and virtual reality.

Bibliometric analysis and research progress on hydrogen peroxide and persulfate oxidation processes in the remediation of actual oil-contaminated soil.

Oil pollution poses significant harm to both the ecological environment and human health. The primary sources of oil pollutants in soil are leaks that occur during the extraction, transportation, and production phases. In the face of the severe situation of global soil pollution, chemical oxidation technology has shown potential in the remediation of oil-contaminated soil. However, most current research on chemical oxidation technology remains in the laboratory stage, with limited discussion on its characteristics and application conditions in the actual treatment of oil-contaminated sites. To address this gap, this paper applies bibliometric methods to analyze the development trends of chemical oxidation technology and provides a comprehensive review from the perspective of its real-world applications in remediating oil-contaminated soil. It explores commonly used activators, enhancement measures, and key influencing factors of advanced oxidation processes, focusing particularly on those based on hydrogen peroxide and persulfate. The study highlights significant advantages, such as improving remediation efficiency, reducing treatment time, and compatibility with other remediation methods. Nevertheless, challenges remain, including soil acidification, limited pollutant targeting, and high operational costs. To address these issues, this paper proposes innovative directions such as the development of green and efficient activators, optimization of oxidant application strategies, and integration of chemical oxidation with other remediation technologies. These findings aim to establish a robust theoretical foundation and provide strong technical support for future chemical oxidation treatments of such soils. Through this research, we aspire to develop more scientific and effective strategies and methods for the remediation of oil-contaminated soil.

Strategic Role of Supply Chain Performance Measurement in Enhancing Organizational Competitiveness: An Integrative Review

This research aimed to measure supply chain performance using a bibliometric analysis method. By examining a collection of scientific articles published between 2014 and 2023, the analysis identified evolving trends, central themes, and gaps in the field. The results showed a significant increase in supply chain performance and management publications identified as core elements of the topic and practice. Furthermore, the research emphasized the importance of agility, risk management, resilience, and information sharing in improving supply chain performance. These results contributed significantly to understanding the factors driving the evolution of supply chain performance and offered valuable insights for academics and practitioners addressing the dynamics, particularly in the context of improving organizational success in the challenging digital era.

Local open government issues: Experiences from Jalisco, Mexico

This study aims to analyze the main issues of open government in Jalisco, Mexico. Jalisco plays a leading role as the only pilot local government program of Open Government Partnership in the country. A qualitative approach and bibliometric analysis method were used in this study. The research data were obtained from the official website of the Government of Jalisco and sourced from the Google Scholar database. The findings of this study indicate that the study of open government in Jalisco is not popular. The topics that dominate the study of open government in Jalisco include transparency, corruption, citizen participation, accountability, and youth. While the latest and potential topics include transparency portal, health system, regulatory oversight, electoral participation, security, tax collection, and digital party. Jalisco is currently focusing on three main commitments of their open government, which include harmonization, unification, transparency, and corruption control in the Rules of Operation (ROP) of social programs aimed at Civil Society Organizations (CSOs); strengthening and incorporation of new elements in the digital platform for citizen participation in the creation and modification of laws; and preparation of an annex of sentences, with a clear and understandable wording, oriented to priority groups. These commitments have the potential to create a more open Jalisco government.

Bibliometric analysis methods for the medical literature

A bibliometric analysis of medical literature provides valuable insights into the structure, trends, and impact of research in the medical field. It can be a critical tool for advancing knowledge, improving healthcare outcomes, and supporting strategic decisions in the medical and scientific communities. In this article, the authors describe a step-by-step approach on how to perform a bibliometric analysis of the medical literature, based on review of many different styles of bibliometric analyses in various fields of medicine and surgery.

Exploring the progress and trends of immunotherapy for type 1 diabetes: A comprehensive bibliometric analysis spanning nearly two decades.

Immunotherapy is a crucial treatment for type 1 diabetes (T1D), yet analyses focusing on research priorities and trends in this field are limited. Therefore, this study employs bibliometric methods to systematically explore the current research status of immunotherapy for T1D. Based on the Web of Science Core Collection Database, 1573 articles and review articles related to immunotherapy for T1D published from 2004 to 2023 were screened for bibliometric analysis. VOSviewer, CiteSpace, and R software were applied to comprehensively analyze the number of publications, journals, countries, authors, institutions, keywords, and references. In the past two decades, the global annual publication rate has seen a significant increase of 238.24%. Almost 40% of all publications have appeared in the last 5 years, accounting for over 50% of total citations. Journals such as Diabetes, Journal of Autoimmunity and Frontiers in Immunology have exerted substantial influence. Collaboration across nations has been notably strong, with the United States leading the way. The University of Florida is the most productive institution. Terms like "nivolumab," "ipilimumab," "pembrolizumab," and "immune checkpoint inhibitor(s)" gain considerable traction. The majority of research has clustered around themes such as immunomodulation, autoimmune diseases, immune checkpoint inhibitors, mesenchymal stem cells, and cell therapy. Precision medicine, immune checkpoint inhibitors, and nanotechnology are trending focal points in contemporary research. The outcomes of the study are instrumental in enabling scholars to comprehend the evolving trajectory of immunotherapeutic approaches for T1D and facilitate the swift recognition of emerging research pathways.

The Application of Three Dimensional Digital Technologies in Historic Gardens and Related Cultural Heritage: A Scoping Review

This paper presents a comprehensive scoping review of the application of 3D digital technologies in the documentation, conservation, and management of historic gardens and related cultural heritage. By analyzing a curated selection of literature, this study assessed the current state of research, highlighting trends in publications, the geographic distribution of contributors, and the key technologies employed. Using bibliometric methods and visualization tools, followed by a case study review, this review identified significant research hotspots and technical methodologies, particularly focusing on advanced techniques such as mobile laser scanning, UAV photogrammetry, and point cloud processing and their relationships with end users. The findings emphasize the importance of integrating multiple technologies to capture the diverse elements of historic gardens, including architectural features, vegetation, and topography. This review also underscores the significance of dynamic landscapes facing challenges posed by environmental degradation and urban development pressures. Moreover, it discusses the limitations of existing research and outlines future opportunities, such as the development of 4D documentation systems and the incorporation of AI for improving heritage management. This paper concludes by recommending interdisciplinary collaboration and public engagement to enhance the accessibility, understanding, and sustainable management of historic gardens through innovative technological applications.

Bibliometric analysis of global research trends in vestibular neuritis (1980-2024).

Vestibular neuritis (VN) is a common cause of vertigo with significant impact on patients' quality of life. This study aimed to analyze global research trends in VN using bibliometric methods to identify key themes, influential authors, institutions, and countries contributing to the field. We conducted a comprehensive search of the Web of Science Core Collection database for publications related to VN from 1980 to 2024. Bibliometric data including publication year, keywords, citations, authors, journals, institutions, and countries were extracted and analyzed using VOSviewer software. A total of 624 publications were identified, showing a steady increase in VN research output, particularly after 2003. South Korea and the USA were the most prolific countries, while Acta Oto-Laryngologica and Otology & Neurotology were the leading journals in terms of publication count. Michael Strupp emerged as the most productive author. Keyword analysis revealed prominent research themes including diagnosis, treatment (vestibular rehabilitation, pharmacological interventions), pathophysiology, and the impact of VN on vestibular function. This bibliometric analysis provides a comprehensive overview of global VN research. The findings highlight the growing research interest in VN, with a focus on improving diagnostic accuracy, optimizing treatment strategies, and understanding the underlying mechanisms. This study can serve as a valuable resource for researchers, clinicians, and policymakers interested in the field of VN.

Corporate Profitability Research Trends: A Bibliometric Analysis

Profitability is an important indicator used to measure how effective a company is in generating profits from its operations. This study aims to provide information to other researchers regarding research trends on the theme of profitability published during the 2019–2024 period. This study employs a bibliometric analysis method using the VOSviewer application. The analysis results reveal 300 publications with 66,233 citations and an average of 13,246.60 citations per year. Data visualization shows five main clusters, encompassing themes such as working capital management, financial risk, investment decisions, and liquidity. These findings also highlight underexplored topics, such as the relationship between investment decisions, good corporate governance, and total assets with profitability. The study concludes that future research can explore these less-represented themes to enrich the literature. The limitation of this study lies in using only one database; thus, it is recommended to include additional databases to enhance sample comprehensiveness.

A Bibliometric Analysis of Geological Hazards Monitoring Technologies

This study systematically analyzed research trends and hot issues in the field of geological hazard prediction using bibliometric analysis methods. A total of 12,123 related articles published from 1976 to 2023 were retrieved from the Web of Science (WOS) and China National Knowledge Infrastructure (CNKI) databases. Co-occurrence analysis and burst detection were conducted on the literature using the VOSviewer and CiteSpace tools to identify the research trends in geological hazard monitoring technologies. The results reveal that “data fusion”, “landslide identification”, “deep learning”, and “risk early warning” are currently the main research hot spots. Additionally, the combined application of Global Navigation Satellite System (GNSS) and Real-Time Kinematic (RTK) technologies, as well as GNSS and Long Short-Term Memory (LSTM) models, were identified as important directions for future research. The bibliometric perspective offers a systematic theoretical framework and technical guidance for future research, thereby facilitating the sustainable advancement of safety, security, and disaster management.

Bibliometric analysis of liposarcomas treatment from 2004 to 2023

BackgroundLiposarcomas are mesenchymal malignant tumors characterized by varying degrees of adipocytic differentiation that comprises approximately 20% of soft tissue sarcomas. Despite advancements in this field, there remains a need for a comprehensive understanding of the mechanisms, diagnosis, and treatment of liposarcomas. Currently, there is a lack of bibliometric surveys on the development trajectory of liposarcomas treatment, research hotspots, and author and team collaboration.MethodsIn this study, we obtained publications from the Web of Science database from 2004 to 2023, with a specific focus on the treatment of liposarcomas. By utilizing bibliometric methods, the data were processed to facilitate visual analysis of various aspects, including authors, countries, institutions, cocitations, keywords, references, and gene characteristics.ResultsThe number of publications on liposarcomas treatment has increased over the past two decades, from 39 in 2004 to 232 in 2023, with the United States of America contributing the most publications. Among the institutions, the Memorial Sloan Kettering Cancer Center had the highest volume of 87 publications. Notably, Alessandro Gronchi published 63 articles on the treatment of liposarcomas in the last 20 years. Cancers is the journal with the highest number of 57 publications. High-frequency keywords in these publications included “soft tissue sarcoma”, “liposarcoma”, “retroperitoneal sarcoma”, “surgery”, “dedifferentiated liposarcoma”, “trabectedin” and “radiotherapy”. Recent trends, identified through strong citation bursts from 2020 to 2023, include next-generation sequencing, radiotherapy, and patient-derived cell lines. High-frequency genes in the liposarcomas treatment field include TP53, MDM2, CDK4, DDIT3, and CD274.ConclusionsThe treatment of liposarcomas has garnered increasing attention worldwide in the last 20 years. The treatment approach has shifted from surgical resection to multidisciplinary therapy. The molecular and biological characteristics of different tumor subtypes have attracted more research attention, providing an important reference for the choice of treatment. The findings of this study contribute to providing a comprehensive understanding of liposarcomas treatment among researchers. Moreover, they offer valuable perspectives that can guide future research.