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Given the pace of port digitalisation, this study provides a mapping of the smart port cybersecurity literature to clarify its intellectual structure and emerging research directions. Bibliographic records period 2010–2025 were retrieved from the Scopus and analysed Bibliometrix/Biblioshiny. The dataset comprises 460 publications from 344 sources, with an annual growth rate of 11.02% and an average of 9.97 citations per article, indicating a expanding research domain. The analysis examines publication trends, co-authorship and citation networks, and conceptual structures through bibliometric and text-mining techniques. Results show a sharp increase in publications after 2017, driven by the integration of the Internet of Things (IoT), artificial intelligence and automation in port systems. International collaboration is prominent, with research leadership concentrated in the USA, China, India and the UK. Conceptual analysis highlights network defence, intrusion detection and AI-based security, while revealing gaps at the intersection of governance, cyber–physical resilience and operational security in smart ports.
Personalized nutrition has emerged as a revolutionary paradigm in nutritional science, shifting from traditional “one-size-fits-all” approaches to tailored dietary recommendations. We conducted a comprehensive bibliometric analysis through a systematic search strategy capturing various conceptualizations of personalized nutrition. The analysis identified 3,159 publications demonstrating three distinct phases: an inaugural phase with minimal activity, a developmental phase showing gradual growth, and a maturation phase exhibiting exponential growth. Five distinct research clusters emerged: clinical nutrition applications for special populations, nutrigenomics and personalized dietary recommendations, metabolic health and weight management, gut microbiome and functional nutrition, and precision nutrition with multi-omics integration. Temporal analysis revealed a clear evolution from genetic foundations toward microbiome research, metabolomics, and computational approaches. Citation analysis highlighted landmark studies that established individual variability in dietary responses, the gut microbiome’s role in personalization, and technology-enabled intervention systems as foundational to the field. The convergence of microbiome research, metabolomics, artificial intelligence (AI), and clinical applications creates promising directions for advancing personalized nutrition science. Future research must bridge the gap between mechanistic elucidation and clinical application, leveraging AI-driven predictive models and precision delivery systems to translate biological insights into effective public health strategies.
Adolescent cyberbullying has evolved into a significant public health and governance challenge in digital environments. This study provides a systematic bibliometric mapping of 1,202 peer-reviewed articles published between 2001 and 2025, examining the intellectual structure and thematic development of the field. By using Scopus for data retrieval and VOSviewer for co-occurrence analysis, the study identifies publication trends, influential contributors, institutional patterns, and six dominant thematic clusters. Findings indicate a sustained growth in research output, particularly after 2015, with a strong concentration on mental health outcomes, victimisation, and psychosocial risks. Emerging themes include minority vulnerability, cyber dating violence, artificial intelligence-based detection systems, and digital prevention strategies. However, governance constructs such as platform accountability, regulatory oversight, and algorithmic transparency remain comparatively peripheral. The study highlights the need for stronger integration of organisational, institutional, and socio-technical perspectives to complement individual-level research and inform coordinated policy, educational, and platform-based interventions.
This article offers the first systematic assessment of environmental studies (ES) on Turkey over the past decade (2013–2023), situating its development against the backdrop of intensifying ecological crises and shifting academic paradigms. Drawing on a dataset of 585 journal articles and book chapters indexed in the Web of Science, complemented by manual coding and interviews with scholars across disciplines, we map the thematic, methodological, and institutional trajectories of the field. Our findings reveal a significant growth in ES, with climate change, sustainability, and energy emerging as dominant themes, and gender representation among scholars showing relative balance. Yet this expansion is uneven: research remains clustered in a few universities, more reliant on quantitative approaches, and largely shaped by economics, management, and political sciences. Critical perspectives, particularly those engaging grassroots mobilizations, environmental justice, and post-anthropocentric frameworks exist, but cannot dominate. Interviews further highlight the persistent ambivalence of scholars toward ES as a disciplinary identity, raising questions about whether the field is coalescing or persisting as fragmented conversations. By charting both the advances and enduring oversights of ES on Turkey, this study contributes to global debates on the institutionalization of environmental knowledge and points toward more inclusive, interdisciplinary, and justice-oriented futures.
The InsurTech industry has undergone almost a decade of development. Despite its initial success, the industry now faces challenges from global uncertainties and regulatory adjustments, which lead to concerns about sustainable profit growth and the ongoing development of InsurTech. This study provides an overview of the evolution of InsurTech development from both academic and practical perspectives. A bibliometric analysis of more than 20,000 published articles, including both practice articles and academic articles, is put forward. As compared to other review articles in this field, which often focus on either the practice or the scholarly side of development, this article brings together a review of both academic and practice-based articles from fields relevant to InsurTech including artificial intelligence, the Internet of Things, and also powerful computing technology. A keyword extraction framework is developed and applied. Using text analysis, this study reviews the prioritized topics, analyzes the robustness of the development of publication growth, identifies emerging insurance business lines, and also highlights the challenges and gaps in both academic and practice development. This study aims to motivate collaboration between academics and industry to face the challenges posed by the integration of InsurTech into insurance operations.
Bracken fern (Pteridium aquilinum (L.) Kuhn) is an invasive species with significant ecological and economic impacts, making its detection and mapping critical for effective management. This study reviews remote sensing techniques for mapping P. aquilinum from 1996 to 2023. A total of 32 peer-reviewed articles were selected from Web of Science (WOS) and Scopus following the screening of 1,612 retrieved records. Bibliometric analysis, using VOSviewer software and Social Network Analysis (SNA), explored Keyword relationships, author collaborations, and institutional contributions. The research output shows fluctuations, publication gaps, and a resurgence in interest post 2021. Most studies (28%) were conducted in North America and Europe, with 26% originating from Africa. Key sensors identified include Landsat, Worldview-2, SPOT-5, and Unmanned Aerial Vehicles (UAVs). Recent advancements demonstrated the effectiveness of high-resolution optical sensors and machine-learning models in improving detection accuracy. However, challenges remain, including data limitations, methodological inconsistencies, and classification accuracy issues. This review emphasizes the need for higher-resolution imagery, advanced machine learning approaches, and standardized methodologies for improved P. aquilinum monitoring. Enhanced detection methods are crucial for effective ecological management, early intervention, and mitigating the spread of P. aquilinum.
The incorporation of algorithmic systems into organizations is reconfiguring decision-making processes and raising new ethical challenges related to transparency, impartiality, and accountability. This study maps the field of algorithmic ethics in organizational contexts through a co-citation–based bibliometric analysis of 1,437 Web of Science publications (search conducted on August 20, 2025). The analysis identifies 12 thematic clusters and reveals a robust intellectual structure, with high modularity (Q = 0.726) and a high weighted mean silhouette value (S = 0.894). The findings highlight the centrality of algorithmic management, responsible artificial intelligence, and explainability, as well as bridging works that connect technical, normative, and management-oriented perspectives. The study advances an integrative conceptual model and a future research agenda that point to the emergence of algorithmic ethics as an institutional logic of organizational governance. For managers, the results underscore the need to embed algorithmic ethics within organizational decision-making and control systems.
Pay satisfaction is an important topic in core domains of human resource management, such as employee engagement, motivation, and job satisfaction. We present an overview of the research on pay satisfaction by conducting a bibliometric analysis to examine the performance and intellectual structure of the pay satisfaction literature, curated from 539 articles in the Web of Science between 1966 and 2024. Using citation and co-word analysis with VOSviewer software, we identified emerging themes, dominant trends, and critical knowledge gaps. Our review highlights (1) the most cited articles, (2) the most prolific authors, journals, countries, affiliations and (3) the major clusters or themes of research. The results provide practical insights for management and suggest future research directions to strengthen the strategic relevance of pay satisfaction in organizational contexts.
This article explores how and to what extent revenue diversification and concentration strategies affect financial performance, particularly financial capacity and vulnerability, in nonprofit organizations. Using a sample collected from a systematic literature search of all major databases, we first conducted a bibliometric analysis of 86 existing studies to visualize the clusters of major topics in this area and to explore the connections between existing studies. We then employed a meta-analysis to quantitatively synthesize 258 effect sizes from 23 existing empirical studies. We found that diversification had little effect on financial vulnerability, but it had a slightly negative effect on financial capacity. The article finally uses a meta-regression to discuss some of the theoretical and practical reasons why there is inconsistency in the results across existing studies and calls for more discussion of the assumptions and effectiveness of revenue diversification among nonprofit scholars and practitioners.
The aim of this article is to assess the use of the term Social Economy, while being aware of its lack of concreteness, and to analyze the level of scientific production by means of a bibliometric analysis using WoS (JCR) and Scopus (SJR) as sources. Starting in 2004 and related to the Charter of Principles of the Social Economy, the material development of articles began. The most receptive countries are Spain, the USA, China, the UK and Canada. In terms of the most productive journals, Voluntas in JCR and CIRIEC-Spain and REVESCO in SJR stand out. Scientific production on this issue is linked to university institutions, namely the Chinese Academy of Sciences, the University of Valencia and the University of Quebec. The most prevalent subject are Economics and Business in the case of JCR and Social Sciences in SJR. The most recognized term is that of cooperatives and the most prevalent keyword trends being related to sustainable development, climate change, urbanization, management and China.
This research aims to develop a deeper insight into the development of political science from the bibliometric perspective by analysing peer-reviewed journal articles (n = 1117) indexed in the Scopus database and published by authors from fifteen Central and Eastern European (CEE) countries in the period 1996–2013. Results indicate that the majority of articles (84%) by CEE authors have been published in international journals and in the English language. The visibility of these articles in international journals, measured by the mean number of citations, is 5.2 per paper, while the same indicator for CEE journal articles amounts to 0.2. Authorship analysis indicates a gradual but continuous increase in co-authorships. Additionally, there are significant differences in citations between single-authored and co-authored articles, both in international and CEE journals. Co-authorship among CEE authors is present in only 1% of the analysed articles, confirming weak collaboration between political scientists in CEE countries.
The underrepresentation of women and gender minorities in certain STEM fields remains a persistent issue, despite decades of research and outreach. Existing research has explored this disparity through lenses such as barriers to participation, whether there are differences in ability or competence, and the misalignment of individual goals with the affordances of STEM fields. This framework introduces a novel perspective by investigating how gender differences may influence the nature of research itself. We propose a coding protocol for systematically analyzing stated goal alignment through the lenses of social relevance, goal type (communal or agentic), and goal function (advancing or fortifying). The protocol was iteratively developed through a coding analysis of research papers from a major design engineering conference and journal (N = 297). The protocol is demonstrated through coding two papers, including one from the International Conference on Engineering Design. Use of this protocol will help researchers demonstrate how published research portrays social relevance and communal focus and thus improve understanding of the participation of women in STEM.
With a growing body of research exploring how employees perceive and respond to human resource management (HRM) practices, the strategic HRM field faces the challenge of assessing how insights have evolved and which theoretical perspectives have shaped them. This study presents a bibliometric review of 292 empirical research on employee perceptions of HRM practices, focusing on (1) the major research interests explored, (2) the theoretical perspectives applied, and (3) their evolution over the last 25 years. The analysis reveals a reoccurring emphasis on performance-oriented variables, such as engagement, suggesting a tendency to rely on quantifiable outcomes while sidelining alternative constructs like employee well-being. It also highlights the dominance of a limited set of theoretical perspectives commonly applied, with alternative perspectives remaining underutilised. By mapping how topical areas and theories intersect, this study refines the classification of theoretical perspectives and contributes to a more critical understanding of the strategic HRM field. Potential implications are discussed to outline actionable recommendations for future research.
Human metapneumovirus (HMPV) is a significant cause of respiratory tract infections, particularly in young children, the elderly, and immunocompromised individuals. Despite its global impact, research on therapeutic, diagnostic, and preventive interventions remains fragmented. This study conducts a bibliometric analysis to evaluate global trends, advancements, and gaps in HMPV intervention research.
Methods
Bibliometric data were retrieved from the Scopus database using keywords related to HMPV interventions, including “treatment,” “vaccine,” and “diagnostics,” for the period 2000–2025. Data were analyzed using Biblioshiny, the graphical interface of the Bibliometrix R package. Descriptive metrics, keyword analysis, thematic evolution, and collaboration networks were assessed, with results visualized as charts, maps, and network diagrams.
Results
A total of 2482 publications were analyzed. Research output accelerated markedly after 2015, driven by advances in molecular diagnostics and global interest in respiratory viruses. The United States, the United Kingdom, and China emerged as leading contributors, while low- and middle-income countries (LMICs) remained underrepresented. The most productive journals were Journal of Clinical Virology and Journal of Medical Virology. Prominent themes included vaccine development, antiviral therapies, and molecular diagnostics. However, key research gaps were identified in the areas of coinfections, long-term sequelae, and interventions tailored for high-risk and resource-limited populations. Collaboration networks highlighted concentrated partnerships among high-income countries, indicating limited global equity in HMPV research.
Conclusion
While progress in HMPV research is evident, critical disparities remain in global collaboration and focus areas. Future efforts should prioritize inclusive partnerships, increased research in LMICs, and the development of affordable diagnostic and therapeutic solutions. This bibliometric analysis serves as a roadmap to guide equitable and impactful global HMPV research.
The gastrointestinal microbiota of mammals plays a crucial role in host health, influencing nutrient absorption, lipid metabolism, and immune system regulation. This study examines the current state of research on gut microbiota in pinnipeds and cetaceans, significant indicators of ocean health. To this end, a bibliometric and an in-depth analysis was conducted using the Scopus database. A total of 83 articles published between 1994 and 2023 were found on this topic. In this period, publications showed a 6.9% annual increase, reflecting a growing interest in this field. The USA and China lead in research output, reflecting their high investment in research funding. Study topics were classified in characterization, characterization and comparison, bacterial isolation, and others. Regarding the origin of the samples, faecal samples predominated over gastrointestinal tissues and oral swabs. The most abundant bacterial phyla were Firmicutes, Proteobacteria, Fusobacteria, and Bacterioidetes. The research also highlights the presence of pathogenic bacteria underscoring the need to better understand the health implications for these species. The analysis also reveals that studies focus on a few species, such as Phoca vitulina (Harbor seal) and Tursiops truncatus (Bottlenose dolphin), reflecting a bias towards more accessible and studied species. To advance in this area, it is recommended to broaden the range of species and countries studied, improve sampling methodologies, and foster international collaborations. Research on marine mammal gut microbiota remains an expanding field, offering significant insights into the biology and ecology of these animals.
Maritime piracy represents a significant international challenge, impacting both economic stability and political dynamics. Researchers from diverse disciplines have been drawn to this multifaceted issue, each aiming to understand and address different aspects of piracy’s impact and implications. This study offers a comprehensive overview of maritime piracy research based on bibliographic analysis. Its objective is threefold. First, to delineate the key domains of inquiry within maritime piracy research. These domains encompass a wide range of topics, including the socio-economic drivers of piracy, the legal frameworks governing maritime security, and computer science to analyse piracy acts. Second, to identify major contributions in the field, recognising seminal works, influential authors and significant findings related to maritime piracy. Lastly, to discern emerging research trends within maritime piracy, and to identify novel areas of inquiry, innovative methodologies and promising avenues for future exploration. Furthermore, the most popular datasets from these studies that include relevant information are presented in this work.
Climate change is significantly altering our planet, with greenhouse gas emissions and environmental changes bringing us closer to critical tipping points. These changes are impacting species and ecosystems worldwide, leading to the urgent need for understanding and mitigating climate change risks. In this study, we examined global research on assessing climate change risks to species and ecosystems. We found that interest in this field has grown rapidly, with researchers identifying key factors such as species' vulnerability, adaptability, and exposure to environmental changes. Our work highlights the importance of developing better tools to predict risks and create effective protect strategies.
Technical summary
The rising concentration of greenhouse gases, coupled with environmental changes such as albedo shifts, is accelerating the approach to critical climate tipping points. These changes have triggered significant biological responses on a global scale, underscoring the urgent need for robust climate change risk assessments for species and ecosystems. We conducted a systematic literature review using the Web of Science database. Our bibliometric analysis shows an exponential growth in publications since 2000, with over 200 papers published annually since 2019. Our bibliometric analysis reveals that the number of studies has exponentially increased since 2000, with over 200 papers published annually since 2019. High-frequency keywords such as ‘impact’, ‘risk’, ‘vulnerability’, ‘response’, ‘adaptation’, and ‘prediction’ were prevalent, highlighting the growing importance of assessing climate change risks. We then identified five universally accepted concepts for assessing the climate change risk on species and ecosystems: exposure, sensitivity, adaptivity, vulnerability, and response. We provided an overview of the principles, applications, advantages, and limitations of climate change risk modeling approaches such as correlative approaches, mechanistic approaches, and hybrid approaches. Finally, we emphasize that the emerging trends of risk assessment of climate change, encompass leveraging the concept of telecoupling, harnessing the potential of geography, and developing early warning mechanisms.
Social media summary
Climate change risks to biodiversity and ecosystem: key insights, modeling approaches, and emerging strategies.
This paper is a bibliometric analysis of research of adolescent obsessive-compulsive disorder (OCD) in developing nations. An analysis of 4,807 papers was conducted to show trends in these areas. The most significant research came from developed countries – with the United States and England having the most publications and the strongest citation strength. However, developing countries play an important role in the development of OCD research because of how they deliver different perspectives into the field given their more distant associations with developed nation’s research. This study will use multiple indicators of bibliometrics, most notably bibliographic coupling and citation strength, to draw conclusions to show the various contributions of different nations to the field of adolescent OCD.
The healthcare sector not only plays a key role in a country’s economy but is also one of the fastest growing sectors for most countries, resulting in rising expenditures. In turn, efficiency and productivity analyses of the healthcare industry have attracted attention from a wide variety of interested parties, including academics, hospital administrators, and policy makers. As a result, a large number of studies on efficiency and productivity in the healthcare industry have appeared over the past four decades in a variety of outlets. This chapter presents a performance analysis and science mapping of these studies with the aid of modern machine technology learning methods for bibliometric analysis. This approach revealed patterns and clusters in the data from 1,059 efficiency and productivity articles associated with the healthcare industry produced by nearly 2,300 authors and published in a multitude of Scopus-indexed academic journals from 1983 to 2021. Leveraging such biblioanalytics, which are combined with our own understanding of the field, the authors highlight the trends and possible future of studies on efficiency and productivity in healthcare.
To mitigate plastic pollution, Resolution 5/14 of the United Nations Environment Assembly established an Intergovernmental Negotiating Committee (INC) tasked with negotiating the Global Plastics Treaty, an ambitious treaty expected to take effect in 2025. This treaty’s success in effectively reducing plastic pollution will depend on the ongoing work of the committee and the existing literature. Herein, I review the literature on the Global Plastics Treaty based on a search of the Web of Science. The data were analyzed, mapped and discussed in depth. The literature indicates an interdisciplinary nature, where Environmental Sciences/Ecology and Government Law are the subject areas with the highest contribution. Plastic pollution is a prominent emerging trend and research topic. Notable gaps include the need for stronger connections among the various directions in the literature and limited collaboration among authors. This work may serve as a basis for other researchers aiming to enhance the literature on the Global Plastics Treaty.