Science Mapping Research Articles

Exploring application of neuromarketing in advertising effectiveness: a bibliometric and TCCM-based approach

PurposeThe study was devise to summarizees the underlying theories and concepts in the context of probing effective advertising through neuromarketing.Design/methodology/approachThe given review has applied a bibliometric analysis to conduct performance and science mapping. We adopted Theory, Context, Character and Methodology (TCCM) approach for conducting systematic literature review.FindingsThe study found that emotion theory was mostly implemented for the related research. The researchers used emotion induced stimuli for measuring responses preferably through electroencephalogram (EEG), galvanic skin response (GSR) and eye tracking (ET). Experimental studies provided more insightful results, despite conducting research on few participants.Research limitations/implicationsFuture researchers are advised to perform interdisciplinary research pertaining to the neuroscience and psychology.Originality/valueThe paper provides a thorough understanding of the theories, constructs and methodologies appropriate for conducting experimental neuromarketing research. The existing review papers lack to perform review on TCCM approach in the context of neuromarketing in advertising.

Bibliometric Analysis Examining Triage and Digital Triage Results in Emergency Departments

New technologies developed for triage systems can have positive effects on health care professionals. The research was conducted to identify and visualize the studies conducted between 2001 and 2024 on triage and digital triage systems in emergency departments and reveals global trends on this subject. The data were obtained from the "Web of Science Core Collection" database on February 8th, 2024. Performance analysis, scientific mapping, and bibliometric analyses were performed using the VOSviewer (1.6.15) software program. Data from 236 publications were analyzed in the study. The most publications were by Alcock J (n= 3), the most publications by country were published in the USA (n= 114), Harvard University (n= 19) was the institution that published the most, the United States Department of Health Human Services (n= 25) supported publications among the funding institutions, and the most publications were published in the Emergency Medicinal Journal (n=8). The results obtained from the study reveal the triage and digital triage systems used in emergency services, provide a general perspective on the subject, and guide future research on this subject.

Green Human Resource Management and Environmental Performance: A Bibliometric Study and Future Directions

The global need to solve escalating environmental challenges brings increased focus on organizations and their impact on environmental performance. The significance of green human resources management (GHRM) is increasingly recognized as aligning organizational objectives with environmental sustainability goals, fostering eco-friendly workplace practices and enhancing corporate social responsibility. GHRM and its contribution to environmental performance has received growing attention from scholars, however, a need to systematically review and synthesize the literature in this area remains. This research offers a comprehensive overview of green human resources management and environmental performance literature highlighting the major themes in the current developments along with the new trends and patterns for future research observed in this field. For conducting a systematic literature review and bibliometric analysis, a total of 227 documents were extracted from the Scopus database. Following the PRISMA 2020 Protocol, 144 published articles from 2014 to 2024 were included for final analysis. Performance analysis and science mapping (citation, co-citation, bibliographical coupling, and keyword co-occurrence analysis) were performed to examine how knowledge has been constructed, disseminated, and shaped over time. VOSviewer software was used to systematically investigate, map, and visualize the bibliometric results as the main trends. The study reveals the current status in GHRM and performance management publications and citations, identifying key contributors such as influential countries, journals, and authors and outlines keywords, and thematic areas. Lastly, this study identifies research gaps and emerging trends such as green transformational leadership, green innovation, green behaviour, environmental values, green intellectual capital, environmental economics in GHRM, offering valuable insights for scholars and practitioners seeking to advance understanding and implementation of green HR practices.

Emerging trends and key themes in public financial management: A bibliometric analysis from 1977 to 2024

This study presents a comprehensive bibliometric analysis of the literature on public financial management (PFM), aiming to identify key trends, influential publications, and emerging themes. Using data from Web of Science and Scopus, the study examines the evolution of PFM research from 1977 to 2024. The findings reveal a significant increase in PFM research output, particularly after 2010, with countries like the United States, the United Kingdom, and China contributing the most publications. Central themes such as financial management, transparency, and accountability remain prominent while emerging topics like gender budgeting, health insurance, and blockchain technology reflect shifting priorities in the field. The study employed performance analysis and science mapping techniques to assess the structure and dynamics of PFM research. The analysis highlights key focus areas, including fiscal decentralization and sector-specific management, and identifies gaps in the existing literature, particularly regarding interdisciplinary and international collaboration. The results suggest that while PFM remains rooted in traditional governance and financial control, there is a growing emphasis on modern, innovative solutions to address contemporary challenges. This study’s insights provide a roadmap for future research, emphasizing the importance of transparency, technological integration, and inclusive financial policies. In conclusion, this bibliometric analysis contributes to understanding PFM’s evolving landscape, offering scholars and policymakers a clearer perspective on current trends and future directions in the field. Future research should focus on expanding interdisciplinary approaches and exploring the practical impacts of emerging PFM trends across different regions.

Artificial Intelligence and Deep Learning in Stock Prediction: A Bibliometric Review

Artificial intelligence (AI) and deep learning (DL) are advancing in stock market prediction, attracting the attention of researchers in computer science and finance. This bibliometric review analyzes 525 articles published from 1991 to 2024 in Scopus-indexed journals, utilizing VOSviewer software to identify key research trends, influential contributors, and burgeoning themes. The bibliometric analysis encompasses a performance analysis of the most prominent scientific contributors and a network analysis of scientific mapping, which includes co-authorship, co-occurrence, citation, bibliographical coupling, and co-citation analyses enabled by the VOSviewer software. Among the 693 countries, significant hubs of knowledge production include China, the US, India, and the UK, highlighting the global relevance of the field. Various AI and DL technologies are increasingly employed in stock price predictions, with artificial neural networks (ANN) and other methods such as long short-term memory (LSTM), Random Forest, Sentiment Analysis, Support Vector Machine/Regression (SVM/SVR), among the 1399 keyword counts in publications. Influential studies such as LeBaron (1999) and Moghaddam (2016) have shaped foundational research in 8159 citations. This review offers original insights into the bibliometric landscape of AI and DL applications in finance by mapping global knowledge production and identifying critical AI methods advancing stock market prediction. It enables finance professionals to learn about technological developments and trends to enhance decision-making and gain market advantage.

Emotion as Cause, Effect, Mediator, and Moderator in Marketing: An Integrative Review and Future Research Directions

ABSTRACTThe study aims to synthesize four decades of research on emotions in marketing by delving into the specifics of who, where, how, what and when. Using quantitative and qualitative methods, 453 articles from top marketing journals were analysed. The study first presents a descriptive account of publication and citation metrics and theoretical underpinning, resolving contestation around emotion function as cause, effect, mediator and moderator. Secondly, using science mapping, along with performance and content analysis landscape of emotion research is unravelled by identifying eight clusters. These clusters placed on development timelines provide a bird's eye view and are presented on a three‐level categorization: Theory, Characteristics and Context. Clusters 1 and 2 focus on theoretical underpinning of emotion interrelationship with cognition and construal. Clusters 3 and 4 emphasized unique characteristics of emotion as antecedents and outcomes to/of evaluations/behaviours. Clusters 5, 6, 7, and 8 emphasized distinct emotional settings—notably, cluster 5 accounts for emotion interaction across service encounters and elements of service interface. Cluster 6 emphasizes effectiveness, advantage and measurement of emotion in advertising. Cluster 7 highlights how emotions are profoundly shaped by and influence social interactions/behaviour, and Cluster 8 underscores emotion embedded in brands, products and life experiences. Finally, a diverse yet unified field of emotion research in marketing is advocated by reflecting on findings, identifying opportunities for cross‐pollination, highlighting cluster‐specific future research directions and developing an integrative framework. The framework, beyond decision‐making, synthesizes distinct ways emotion arises and permeates marketplace and accounts for alternate lenses to emotion functioning, promoting newer research.

Mapping the Landscape of Biomechanics Research in Stroke Neurorehabilitation: A Bibliometric Perspective

Background/Objectives: The incorporation of biomechanics into stroke neurorehabilitation may serve to strengthen the effectiveness of rehabilitation strategies by increasing our understanding of human movement and recovery processes. The present bibliometric analysis of biomechanics research in stroke neurorehabilitation is conducted with the objectives of identifying influential studies, key trends, and emerging research areas that would inform future research and clinical practice. Methods: A comprehensive bibliometric analysis was performed using documents retrieved from the Scopus database on 6 August 2024. The analysis included performance metrics such as publication counts and citation analysis, as well as science mapping techniques, including co-authorship, bibliographic coupling, co-citation, and keyword co-occurrence analyses. Data visualization tools such as VOSviewer and Power BI were utilized to map the bibliometric networks and trends. Results: An overabundance of recent work has yielded substantial advancements in the application of brain–computer interfaces to electroencephalography and functional neuroimaging during stroke neurorehabilitation., which translate neural activity into control signals for external devices and provide critical insights into the biomechanics of motor recovery by enabling precise tracking and feedback of movement during rehabilitation. A sampling of the most impactful contributors and influential publications identified two leading countries of contribution: the United States and China. Three prominent research topic clusters were also noted: biomechanical evaluation and movement analysis, neurorehabilitation and robotics, and motor recovery and functional rehabilitation. Conclusions: The findings underscore the growing integration of advanced technologies such as robotics, neuroimaging, and virtual reality into neurorehabilitation practices. These innovations are poised to enhance the precision and effectiveness of therapeutic interventions. Future research should focus on the long-term impacts of these technologies and the development of accessible, cost-effective tools for clinical use. The integration of multidisciplinary approaches will be crucial in optimizing patient outcomes and improving the quality of life for stroke survivors.

Student Dropout: A Bibliometric Analysis of Influencing Factors Using VOS Viewer to Explore Trends, Impact, and Collaborative Patterns

This article presents a bibliometric review of academic research on student dropout. The aim is to identify trends, evaluate the impact of publications, and examine collaboration patterns within this field. The SCOPUS database is utilized to identify and classify the most relevant research based on journals, articles, authors, institutions, and countries. Additionally, VOSviewer software is employed to map the bibliographic material, using co-citations and keyword co-occurrence for scientific mapping. The results indicate a significant increase in the number of publications over a 10-year period, reflecting a growing interest in the topic. Citation analysis reveals that certain key articles have had a substantial impact, being frequently cited in subsequent work. It is also observed that researchers with publications in Q1 and Q2 ranked journals have made significant contributions to the literature, marking a strong influence in the field. In terms of collaboration, there is an increase in international partnerships, with a growing number of publications co-authored by researchers from different countries. Leading institutions in student dropout research include universities in the United States, Europe, and Latin America, noted for their high scientific output and influence on the topic. This bibliometric analysis not only provides a detailed view of trends and the impact of research on student dropout but also highlights the importance of international collaboration in advancing knowledge in this field. Received: 29 July 2024 / Accepted: 23 October 2024 / Published: 05 November 2024

Interactions Between Children in Educational Services and their Implications for Learning at the Preschool Education Level: A Literature Review

This research addresses the interactions of children at the preschool education level in educational services and their implications for or repercussions for learning. We aimed to determine the state of the art of interactions of children at the preschool education level in educational services and their implications for learning. The results of the bibliographic review indicate that this topic has been scientifically approached since 1975, with a growing and fluctuating trend. The countries that theoretically contribute the most to these topics are the United States, the United Kingdom, Australia, Russia, Canada, Italy, Taiwan, Brazil, Germany and Norway. Research results are shared through original scientific articles and are approached from the perspective of the social sciences, medicine and psychology. Finally, the clusters in the scientific maps show variables such as social interaction, education, learning, interpersonal relationships, emotions and cooperation. The analytical reading of the publications indicates the need for a comprehensive approach to children at the preschool education level in educational services, where it is key to educating children in the future. A broader approach that takes into account various needs, which involves social-emotional competencies for children, which are vital components of the comprehensive development of children, is needed. Received: 12 July 2024 / Accepted: 25 October 2024 / Published: 05 November 2024

Fog Computing Technology Research: A Retrospective Overview and Bibliometric Analysis

Researchers’ interest in Fog Computing and its application in different sectors has been increasing since the last decade. To discover the emerging trends inherent to this architecture, we analyzed the scientific literature indexed in Scopus through a bibliometric study. Exposing trends in areas of development will allow researchers to understand the changes and evolution over time. For analysis purposes, we used three approaches: performance analysis, science mapping, and literature clustering. Analysis results revealed promising investigation areas in the Fog Computing architecture from 2012 to 2021, which emphasizes that Fog Computing will continue to be an interesting field of research in the future.

Bibliometric analysis of scholarly publications related to family medicine in Thailand

BackgroundFamily medicine has been recognized as a medical specialty in Thailand. However, there is a lack of information about scholarly publications. Bibliometric analysis is a valuable methodology for identifying research trends and knowledge gaps in this field. This study aims to analyze scholarly publications related to family medicine in Thailand. MethodThis bibliometric analysis was conducted based on the PubMed search in March 2023. All relevant literature related to 'family medicine' and 'Thailand' was retrieved. Performance analysis examined the publication trends from 1963 to 2023, the top 10 journals publishing relevant articles, and the number of publications by research areas. Science mapping depicted clusters of co-occurring author keywords, their relationships, and the research themes' trend over two decades. ResultsA total of 1,483 publications were retrieved. The number of publications showed an upward trend, increasing from 61 before 2000 to 359 in 2020. The Journal of the Medical Association of Thailand was the leading journal, publishing 267 articles (18.0%). Research areas were categorized into Basic Knowledge (n=211), Clinical Problem Solving (n=714), Health Service (n=256), Health System (n=254), and Medical Education (n=48). Science mapping identified six clusters based on 106 co-occurrence keywords, including public health, health services, medical issues in older adults, healthcare access, epidemiology, and others. Research themes have shifted from infectious diseases and public health to primary care and non-communicable diseases. ConclusionFuture research should focus more on implementation at a population level and healthcare system, with more investigation into geriatric care and child and maternal health.

A Science Mapping Analysis of Energy Efficiency and Affordable Housing Research

A Science Mapping Analysis of Energy Efficiency and Affordable Housing Research

The trajectory of artificial intelligence for competency-based personalised learning: past, present and future

PurposeThe study aims to reflect on past research, uncover current trends and propose a future research agenda in the field of artificial intelligence (AI) for competency-based personalised learning.Design/methodology/approachThe study followed the SPAR-4-SLR protocol to retrieve 855 articles related to the field indexed in the Scopus database. Performance analysis, network analysis and science mapping were then performed using VOSviewer and the Biblioshiny app.FindingsThe analysis identified nine clusters of intellectual structure (healthcare, competencies, learning systems, digital transformation, AI literacy, computer-aided education, AI ethics, e-learning and active learning) and twelve themes (including motor, basic, emerging and niche).Originality/valueFollowing an extensive review of the literature, this would appear to be the first study to provide a panoramic view of AI for competency-based personalised learning based on the Scopus database. The core gaps in the current literature have been identified and the corresponding future agenda will be instrumental in shaping future research directions in the field.

Exploring links between visuospatial ability and anatomy learning in education: A bibliometric analysis and scientific mapping

The field of medical education faces a significant challenge in teaching human anatomy, a fundamental aspect of medical science that is often perceived as complex and demanding. Understanding the shapes and anatomical structure locations is crucial for students to master the intricacies of anatomy. Visuospatial ability, which involves comprehending three-dimensional structures and their spatial relationships, plays a pivotal role in anatomy learning. The aim of this study was to examine keywords, territories/countries, the number of publications, institutions, authors, and associated journals related to visuospatial ability in anatomy learning through extensive bibliometric analysis. Data were gathered from the Scopus database, and VOSviewer was employed to conduct a bibliometric analysis. Approximately 552 eligible articles were examined in their entirety. The findings indicated that the most significant research growth occurred in 2012, with the United States of America emerging as the leading country in the field. Furthermore, Anatomical Science Education was recognized as the most esteemed journal in this field, with Wilson, T.D. being credited as the most influential author. The bibliometric data also demonstrated various approaches to improve visuospatial capacity in anatomy learning, such as utilizing virtual reality or other computer-assisted learning modalities and their integration into medical education practice. In conclusion, these findings highlight the critical role of visuospatial ability in facilitating the acquisition of anatomical knowledge and offer direction for future research in this area.

Health promotion in the school context: a scientific mapping of the literature

Health promotion in the school context: a scientific mapping of the literature

Mapping research on International Student Mobilities in higher education: Achievements and the agenda ahead

In this comprehensive review, we analyzed nearly 10,000 publications indexed in the Scopus database over the past seven decades using bibliometric analysis and science mapping visualization techniques to delineate the scholarly discourse on International Student Mobilities (ISM) in higher education and uncover significant trends. The findings reveal that the field has a long history with remarkable growth since 2005. English-speaking nations dominate knowledge production, but European and Association of Southeast Asian Nations (ASEAN) countries have also made noteworthy contributions. Co-citation analyses highlight the interdisciplinary nature of ISM research, drawing from diverse disciplines across psychology, social sciences, and the humanities. Eight prominent thematic strands underpin the foundations of ISM research, with a strong emphasis on exploring international students’ social, emotional, and cultural adaptation within university settings. Implications drawn from these trends provide a nuanced perspective for navigating the terrain of ISM in higher education, offering guidance for future research and policy considerations.

Unveiling Scholarly Insights: Quality Assurance in Open and Distance Education

Open and distance education (ODE) has continuously evolved, significantly influencing educational, daily, and professional spheres, thereby prompting interest in its sustainability and quality. This study explored global scientific perspectives on quality assurance in ODE using the science mapping method. Search terms centred on open education, distance education, and quality assurance; data was gathered from 4,224 scientific texts in the Web of Science Core Collection. Analyses were conducted using VOSviewer software. Co-authorship analyses explored scientific collaboration structures at the country level. Globally shared concepts of interest to the scientific community were addressed using co-occurrence analyses. A detailed examination of co-occurrence outputs led to classification related to general and emerging key concepts. Results depicted a widespread global interest in quality assurance in ODE, fostering connections based on new cultural similarities. The concept of quality assurance in ODE continues to be enriched and developed, gravitating towards focused learning and instruction, establishing strong ties with various components of regular education as well as human elements. However, the prevailing view of quality assurance has yet to encompass this diversity. Rather than consider the nature and current potential of ODE, it has maintained an externalized and technical perspective.

A Review of the Conceptual Structure and Evolution of Digital Leadership Research in Education

With the advent of digital technologies that have rapidly changed the functioning of societies, digital leadership has also become a novel imperative for the effective functioning of organizations. As the backbone of societal development, educational institutions have not been exempt from the influence of these new trends, which has ignited a growing research interest in the digital leadership roles of school administrators. This study aims to map the conceptual and thematic evolution of this research on digital leadership in the education field to offer a better insight into the strategic themes that are sufficiently or insufficiently addressed; that is, to identify aspects that are clearly defined or left shrouded in shadow. This study employed science mapping methodology and used SciMAT software (version 1.1.04) to map the evolution of thematic strands across three periods of the field’s development. The analysis was conducted using metadata obtained from 174 articles that are indexed on WoS and Scopus. The results indicated that with a growing focus on technology or e-leadership, considering the developments in the world of computers and the internet, research into digital leadership has gained momentum in recent years, particularly following the COVID-19 pandemic. Digital leadership is regarded as a broader concept for application in investigating the knowledge, skills, competencies, and perspectives of school leaders to facilitate the healthy integration of digital technologies into education, school administration, and student learning. The field seems to require investigations into the many aspects of digitalization in education to build a more solid and insightful knowledge base to guide the effective practice of digital leadership in schools.

Trends in public procurement and innovation: a bibliometric analysis and future research agenda

PurposeIn recent years, there has been a growing academic interest in incorporating innovation into the public procurement practices. Nevertheless, a noticeable scarcity of current bibliometric studies in this particular field exists. To fill this gap, the study analyzes trends in public procurement and innovation.Design/methodology/approachThe study conducts a bibliometric analysis on data from 354 journal articles and reviews retrieved from the Scopus database. Specifically, performance analysis was conducted to gain an overview of the field in terms of research productivity, while science mapping was performed to analyze the relationship networks between concepts through co-word analysis.FindingsThe initial part of the analysis focused on publication trends and compiled a list of the most influential journals that delve into the field. Generally, the findings indicate an increase in research on public procurement and innovation since 2012, despite fluctuations in the number of publications over the years. The geographical distribution highlighted that countries from Europe have been the most prolific contributors to this field, with limited representation of developing countries especially from Africa. A co-word analysis through VOSviewer identified 11 key clusters that present relevant knowledge themes and future research agenda in the field. The themes revolve around aspects such as sustiainability, development strategies, efficiency in construction industry, societal and regional development, small and medium-sized enterprises' involvement, sustainable public procurement, and tendering.Originality/valueThis study contributes to the body of knowledge by uniquely presenting the trends on publications related to public procurement and innovation, considering recent developments in the field. It identifies key research themes and delves into the identified clusters, concluding with a discussion on potential avenues for future research.

A bibliometric review of functional ingredients and their efficacy in developing functional biscuits

Introduction Numerous studies have concluded that the functional ingredients benefit human health. Similarly, present times have seen exponential growth in functional food in bakery product segments like breads and biscuits. However, there is a lack of information on functional ingredients and their usefulness in developing functional bakery products. This bibliometric study addresses this gap by identifying the current research trends in functional ingredients. Objective To investigate current research trends on functional ingredients and their usefulness in developing functional biscuits. Method The study followed the “Scientific Procedures and Rationales for Systematic Literature Reviews” standards for retrieving literature. The study went through three major stages, “assembling”, “arranging”, and “assessing” to retrieve 612 articles from the Scopus database from 2013 to 2023. Through further filtering, 395 articles were selected. Result The analysis was conducted using R Studio and VOS viewer. The performance analysis and science mapping tools were used to evaluate the articles. The results showed a 5.76% annual growth in publication trends. The most researched functional ingredients were antioxidants, bioactive compounds, and dietary fiber. The review summarized the most studied foods used to develop functional biscuits and highlighted the most experimented technological advancements. Conclusion The study revealed the need for future research studies on functional ingredients with a focus on studying the implications of technical implications of technical advancements in extracting functional ingredients from foods. The study highlights the significance of future studies based on the acceptance of functional biscuits and their sensory properties focusing on the mass population. The study derives the knowledge on possible applicability of functional ingredients in developing new formulations from publications and their usefulness in developing new formulations. This insight on the applicability of functional ingredients provides an opportunity for biscuit/cookie manufacturing to boost consumption among the population to a new ascending graph.