Keyword Co-occurrence Research Articles

Trends in exercise therapy research for neurological diseases: a bibliometric and visualization approach from 2000 to 2024

BackgroundNeurological disorders are one of the major global health burdens, and exercise therapy has been widely recognized as a beneficial intervention. However, the existing literature has primarily focused on summarizing the interventions, complications, and influencing factors, with relatively limited systematic comparisons and summaries.MethodsThis study employed a bibliometric analysis approach, using VOSviewer and CiteSpace software to analyze the literature on the application of exercise therapy in neurological disorders from 2000 to 2024, including annual publication volumes, countries/regions, institutions, authors, journals, keyword co-occurrences, keyword clustering, keyword timelines, and keyword bursts.ResultsThe study found that the United States is the leading contributor in this field, and the University of Toronto and the University of Illinois are the most active research institutions. Keyword analysis revealed that the research hotspots in this field are concentrated on the role of exercise therapy in the prevention, treatment, rehabilitation, and improvement of quality of life for neurological disorders, and are gradually delving into its potential physiological mechanisms.ConclusionThis study provides valuable references for subsequent research in this field, helping to track the research frontiers and predict future research directions. Future research could further explore the specific mechanisms and clinical efficacy for different neurological diseases, providing more targeted evidence for clinical practice.

The evolution of precision agriculture and food safety: a bibliometric study

IntroductionFood safety issues pose a significant threat to humanity. Precision agriculture leverages advanced technologies for real-time monitoring and management, improving agricultural productivity and sustainability while safeguarding food security. Nonetheless, acquiring a thorough comprehension of this continually shifting panorama remains of vital significance.MethodsThis study conducts a comprehensive bibliometric review of precision agriculture and food safety, utilizing quantitative methods to identify past, current, and future evolution. It includes citation, co-authorship, co-citation, and co-words analyses.ResultsPublications emerged in 1994 and began to rise significantly since 2019. Citation analysis verified influencing works and journals, whereas co-authorship analysis identified how authors, institutions, and countries collaborate in this field. Co-citation analysis then classified past and current hotspots into four clusters: remote vegetation monitoring techniques, technological innovations and agricultural decision-making, precision agriculture and sustainable development, and deep learning in agriculture. After that, the co-occurrence of keywords revealed emerging trends, such as precision cultivation and yield prediction, smart agricultural technology and food management, precision information for climate change adaptation, and precision agriculture and food security.DiscussionThe findings provide insights for scholars, policymakers, researchers, practitioners, and industry stakeholders. They guide future research directions and address pressing challenges in agriculture and food safety.

Research progress on acid mine drainage treatment based on CiteSpace analysis

Acid mine drainage has always been of global concern, primarily due to its low pH, high concentration of heavy metals and toxic substances, and serious impact on the surrounding environment and ecology of mines. However, the research progress and hotspots in this field of acid mine drainage processing are still unclear. To better understand the research hotspots and trends of acid mine drainage processing from 2004 to 2023, we used CiteSpace bibliometric software to visually analyze 1142 English-language research articles and reviews from the Web of Science core database. Results indicated that this field has received increas-ing attention from researchers worldwide, especially since 2017. The USA and China stand out as major contributors, yet their international collaboration doesn't match South Africa robust partnerships. Strengthening cooperation with other nations should be a priority for both the USA and China. The University of Quebec and University of South Africa were the most production institution. Vhahangwele Masindi from South Africa was the most active author. The top two core journals in this field were Science of the Total Environment and Water Re-search. Additionally, through keyword co-occurrence, clustering, and burst analysis, it is evi-dent that research on heavy metal mechanisms and resource recovery will be the future re-search hotspots in this field of acid mine drainage. This study provides researchers with an opportunity to understand the hotspots and trends in acid mine drainage research from a bibliometric perspective, and serves as a reference for future studies.

Research trends and frontiers on risk factors of urinary stones: a bibliometric analysis from 2010 to 2023

Background and objective The occurrence of urinary stone disease (USD) is associated with several factors. However, no conclusive results have been reached regarding the treatment of USD risk factors. This study conducted a detailed bibliometric analysis of USD risk factors to determine research hotspots and provide future development directions. Methods Articles and reviews on the USD risk factors published between 2010 and 2023 were retrieved from the Web of Science Core Collection. Co-occurrence and collaboration analyses of countries, institutions, authors, journals, references, and keywords were conducted using CiteSpace, VOSviewer, and R-Bibliometrix. Results A total of 436 articles on USD risk factors were included in the study. China and the United States have emerged as the leading countries in this field, with the Mayo Clinic having the highest amount of publication output. Among all the authors, Ferraro PM had the highest number of publications, while Taylor EN was the highly cited author. The journal with the highest number of publications was UROLITHIASIS. Scales reported the reference with the highest burst strength. The current citation themes in research on USD risk factors were ‘multifaceted relationship’ and ‘kidney stone disease recurrence’. ‘Medical-management’ was identified as a major keyword, indicating future research hotspots. Conclusion This study employed bibliometric methods to conduct a comprehensive visual analysis of USD risk factors to show publication trends and popular topics in this area over the past decade. The results provide a valuable reference for future research on the risk factors of USD.

Smart cities policies for urban development: Systematic insight into public value creation

Nowadays, urban ecosystems require major transformations aimed at addressing the current challenges of urbanization. In recent decades, policy makers have increasingly turned their attention to the smart city paradigm, recognizing its potential to promote positive changes. The smart city, through the conscious use of technologies and sustainability principles, allows for urban development. The scientific literature on smart cities as catalysts of public value continues to develop rapidly and there is a need to systematize its knowledge structure. Through a three-phase methodological approach, combining bibliometric, network and content analyses, this study provides a systematic review of the scientific literature in this field. The bibliometric results showed that public value is experiencing an evolutionary trend in smart cities, representing a challenging research topic for scholars. Network analysis of keyword co-occurrences identified five different clusters of related topics in the analyzed field. Content analysis revealed a strong focus on stakeholder engagement as a lever to co-create public value and a greater emphasis on social equity over technological innovation and environmental protection. Furthermore, it was observed that although environmental concerns were prioritized during the policy planning phase, their importance steadily decreased as the operational phases progressed.

Bibliometric Analysis of Adaptive Behavior Research: Advancing Sustainable Development Goals (SDGs) for Children with Disabilities

Introduction: Adaptive behavior refers to the collection of skills and behaviors that individuals use to function independently in their daily lives, it encompasses the ability to meet personal needs and deal with the natural and social demands of one's environment. This includes a wide range of skills, such as communication, self-care, socialization, and practical skills needed to navigate one's environment. This is useful in providing references to support Sustainable Development Goals (SDG) initiatives, especially to improve access to quality education for children with disabilities. Objective: This study conducts a bibliometric analysis of research on adaptive behavior for children with disabilities from 2014 to 2024. It focuses on identifying patterns, trends, and gaps in the literature to understand the evolution and current state of the field. Theorical Framework: Adaptive behavior is often categorized into different domains, reflecting the various areas of functioning that are essential for independent living and social integration. The three primary domains of adaptive behavior commonly recognized in the literature are conceptual, practical and social domain. Method: The study employs advanced bibliometric techniques, including keyword co-occurrence and citation analysis, to explore the interconnectedness of topics and to forecast future directions in research. It underscores the critical need for reliable and inclusive assessment tools, comprehensive multi-informant evaluations, and interventions that can be integrated into educational settings to support the independence and social integration of children with disabilities. Results and Discussion: The findings of the study through article co-occurrence mapping analysis, four clusters representing adaptive behavior were identified, that is red cluster (psychological and social dimensions), green cluster (developmental and cognitive aspects of disability), blue cluster (adaptive functioning and behavioral outcomes) and yellow cluster (behavioral and diagnostic) portrays an interconnected landscape of research topics, where psychological, developmental, behavioral, and diagnostic themes converge, reflecting the complexity and interdisciplinary nature of research in disabilities. Research Implications: This study contributes practical implications, improving interventions, informing policies, and enhancing community understanding and support for individuals with varying needs in adaptive behavior. This holistic impact underscores the importance of such research in driving both theoretical and practical advancements in the field. Originality/Value: The exploration of adaptive behavior in children with disabilities has emerged as a critical area of study, integrating multifaceted approaches from diagnosis to intervention. The comprehensive review presented in this article not only captures the varied dimensions of adaptive behavior but also underscores the intricate interplay between intellectual, developmental, and social facets of disabilities in children.

Crafting an urban restorative model from bibliometric analysis of neuro-urbanism literature

PurposeNeuro-urbanism is an emerging field focused on addressing global urban challenges by examining the impact of urban living on stress levels and mental well-being. The restorative environment approach has been widely applied to measure stress and mental health outcomes. Although there is a recognised relationship between neuro-urbanism and restorative environments, further exploration of literature is needed. This paper aims to propose a conceptual urban restorative model that leverages neuro-urbanism to explore the potential of various urban space typologies and their associated urban design qualities in fostering restorative environments.Design/methodology/approachThis review article utilised VOSviewer to conduct a bibliometric analysis of data from Scopus and PubMed, focusing on neuro-urbanism and restorative environments. Our study explored the intersection of neuroscience and urbanism in designing environments that enhance mental well-being by mapping keyword co-occurrences and analysing citation networks. It identified research clusters, emerging trends and literature gaps, offering a detailed overview of how these fields intersect and influence each other.FindingsOur findings have revealed significant links between these fields, paving the way for the proposed restorative model. This model, derived from the literature, outlines the types of restorative environments, managing domains and theories integrating intangible and tangible urban design qualities using features and variables.Research limitations/implicationsThis study has limitations, as the proposed urban restorative model was developed using data from a literature review of databases such as Scopus and PubMed without testing its application in a real-world case study. Nevertheless, the urban restorative model provides valuable insights that can support urban designers, planners and public health organisations in evaluating restorative environments, which may enhance mental well-being and reduce stress in urban settings.Originality/valueThis research contributes to the broader understanding of how urban design can influence mental well-being and provides actionable keys for improving the quality of life in urban settings.

Exploring Strategic Entrepreneurship Research: A Comprehensive Decadal Bibliometric Analysis

Strategic entrepreneurship indeed plays a crucial role in contemporary business environments. It integrates entrepreneurial actions with strategic management practices to navigate complexities and achieve long-term goals effectively. With an emphasis on trend analysis, collaborative mapping, and future objectives for the subject, bibliometric analysis of strategic entrepreneurship research is attempted to be done comprehensively in this work. The research aims to offer insights into strategic entrepreneurship literature's development and current status by utilizing data from the Scopus database spanning a decade of 2014 – 2024 with the 694 documents. The methodology involves collecting and analyzing data from Scopus using tools like Bibliometrix for data extraction and R-Studio for statistical analysis. VOSviewer is employed for visualizing co-authorship networks, keyword co-occurrences, and bibliographic couplings. The study filters publications using specific criteria related to strategic entrepreneurship, ensuring a focused dataset for analysis. Key metrics such as publication growth rates, international collaboration percentages, citation trends, and keyword frequencies are quantitatively analyzed to uncover patterns and relationships within the literature. By utilizing advanced bibliometric techniques, it provides a detailed visualization of the research landscape, highlighting emerging trends and identifying gaps for future exploration. The emphasis on international collaboration and the identification of influential authors, journals, and institutions offer novel perspectives on the dynamics of strategic entrepreneurship research.

Global trends and future directions on carbapenem-resistant Enterobacteriaceae (CRE) research: A comprehensive bibliometric analysis (2020-2024).

The increasing prevalence of carbapenem-resistant Enterobacteriaceae (CRE) poses a significant threat to public health. CRE, particularly Klebsiella pneumoniae, is associated with high morbidity and mortality owing to limited treatment options. This study identifies current research trends, major topics, and future directions in the scientific field of CRE. We systematically retrieved publications from the Web of Science database starting from 2020 to January 07, 2024. Using bibliometric tools such as VOSviewer, CiteSpace, and InCites, we analyzed publication counts, citation analysis, co-authorship, keyword co-occurrence, and thematic development to map the landscape and collaborative networks in the field. The search included keywords such as "carbapenem-resistant Enterobacteriaceae," "carbapenemase-producing Enterobacteriaceae," "carbapenemase-producing Klebsiella pneumoniae," and "Klebsiella pneumoniae carbapenemase." We reviewed 1946 articles. The largest contributors to the field were China, the United States, and Italy. This study highlights the significant increase in CRE-related publications, particularly in the context of hospital-acquired infections, antimicrobial resistance mechanisms, and novel therapeutic approaches. Keyword trend analysis revealed epidemiology, molecular biology, infection control, and public health implications, signaling a shift towards the broader impact of CRE in healthcare settings. This bibliometric analysis maps the current research landscape and identifies key areas for further research. Continued progress is essential to develop strategies to combat antimicrobial resistance and to improve patient outcomes.

The Rural Economy and Family Firms: A Bibliometric Analysis Through Scientific Maps

Since the beginning of the research on the family business and rural economy, there has been a problem with the delimitation of the concepts. Given this problem, this study’s main objective was to identify and visualize the intellectual structure of these two issues through scientific maps. To meet this objective, an evaluation of scientific performance and production was carried out with bibliometric indicators to extract the main research topics around these two areas through an analysis of the co-occurrence of keywords with scientific maps. The results show that research on family businesses and rural economy is booming, especially on family businesses that have higher productivity and performance. Regarding the main topics studied regarding family businesses and the rural economy, a total of 16 main themes were detected, highlighting the topic of entrepreneurship. The study of land management in transboundary environments is a potential line of future research.

English education in a globalized world: uncovering new themes and research gaps for the 21st century

Purpose This study aims to explore the intersection of English and education through a systematic review of academic literature. It focuses on identifying key research themes and future research areas, particularly in sustainable teaching and learning practices within the field of English education. Design/methodology/approach This study analyzed 84 papers published between May 2000 and May 2024 using a bibliometric approach. Keyword co-occurrence analysis was used to identify clusters of research themes. These clusters helped in categorizing research areas and provided a systematic overview of the current literature in English education. Findings This study identified four distinct research clusters that represent core themes in English education research. These themes informed the development of a research agenda focusing on areas that require further exploration, particularly in sustainable teaching and learning practices. This study also examined the theoretical and practical implications of these themes. Practical implications The findings provide educators and policymakers with a framework to prioritize research efforts, allocate resources and develop strategies to enhance sustainable teaching and learning practices in English education. Social implications By emphasizing the importance of sustainability in teaching and learning, this study promotes educational practices that contribute to long-term improvements in both student outcomes and teacher development. It identifies opportunities for sustainable growth in English education that benefit diverse learners. Originality/value To the best of the author’s knowledge, this is the first study to apply a bibliometric approach to systematically review the intersection of English and education. By identifying core research clusters and creating a research agenda, this study contributes new insights into sustainable practices in English education.

Computational intelligence, educational robotics, and artificial intelligence in the educational field. A bibliometric study and thematic modelling

This study addresses the convergence between technology and education, exploring the impact of paradigms such as "computational intelligence," "educational robotics," and "artificial intelligence" in educational research. The methodology was defined in three stages. In the first stage, the Web of Science database was chosen, and a search string was developed. The second stage involved the selection of studies through inclusion/exclusion criteria and the use of PRISMA. The third stage included the extraction and analysis of quantitative and qualitative data, using bibliometric software, content analysis, and tools such as R Studio, Bibliometrix, VOSViewer, and Python. An annual growth of 56.51% between 2019 and 2023, with 208 works, is revealed. "Sustainability" leads the journals with 39 articles, indicating concentration in highly productive journals. The analysis of keyword co-occurrence reveals frequents thematic areas, highlighting "artificial intelligence," "education," "technology," "machine learning," and "Big data." The lead institution is the Chinese University of Hong Kong, while China stands out with 61 papers at the country level. It emphasizes the importance of considering quality and quantity in scientific production and identifies five key topics in research summaries, suggesting areas of research focused on the integration of technology and educational innovation.

Green Entrepreneurship for Sustainability Business: A Bibliometric Analysis

Objective: The purpose of this research is to identify important topics, trends, and significant contributions in the field of green entrepreneurship research for sustainable business practices. Theoretical Framework: As a sustainable company model, green entrepreneurship is well-positioned to tackle environmental issues and promote economic stability. The analysis makes use of ideas of entrepreneurship, innovation, and sustainability to shed light on how green business models support both social and financial goals, sustainable development goals. Method: Bibliometric data from the Scopus database covering the years 2002–2024 were used in the analysis. VOSviewer and Biblioshiny in R Studio were used to examine 341 data to map the intellectual structure of green entrepreneurship. The analysis focused on authorship, citation patterns, and keyword co-occurrences. Results and Discussion: The results show a significant rise in publications about green entrepreneurship after 2020, which is consistent with the growing interest in sustainable practices and climate action around the world. Economic impact, educational policy, climate change, and green technology were among the six topic clusters that surfaced. The study demonstrates a spatial and institutional concentration of knowledge production by highlighting contributions from nations like the USA, UK, and China as well as organizations like Universidad de Lima. Research Implications: The study indicates that the sector may grow if digital innovation and green entrepreneurship are combined, and if SME engagement is increased. For business strategy to incorporate sustainability, policy assistance in the form of partnerships and incentives is essential. Originality/Value: This study offers a thorough analysis of the development and importance of green entrepreneurship, establishing it as a major force behind the global sustainability agenda. It provides important insights into environmental stewardship and sustainable development by pointing up research gaps and future initiatives.

Trends of mapping knowledge structure and themes of cancer sonodynamic therapy: a text-mining study.

Sonodynamic therapy (SDT) is a non-invasive cancer treatment technique stemming from photodynamic therapy (PDT) and has garnered escalated interest among researchers in recent years. Numerous aspects of cancer SDT remain contentious, and the global research trajectory within this domain remains insufficiently explored. This study seeks to delineate the comprehensive knowledge framework, developmental trends, and pivotal research focal points concerning cancer SDT. The study retrieved documents on cancer SDT from the Web of Science Core Collection (WoSCC) database spanning from 1 January 2000 to 7 December 2023. Bibliometric visualization was carried out through the utilization of CiteSpace 6.2 R6, VOSviewer 1.6.20, and an online analytical platform. Several bibliometric techniques including co-authorship, co-citation, co-occurrence, cluster, as well as burst analysis were used. A total of 672 publications including 603 articles and 69 reviews were included. The annual publication count exhibited a steady increase over time, notably experiencing a surge, particularly in recent years. In terms of contributors, China has maintained its prominent position with the highest outputs and the most financial support. Chinese Academy of Sciences contributed the most articles. Materials Science was the most investigated research areas. Breast cancer emerged as the most extensively studied tumor, succeeded by sarcoma, hepatocellular carcinoma, melanoma, pancreatic cancer, glioma. According to co-cited references, "harnessing nanomaterial", "sonodynamic precision tumor therapy" and "metal-organic framework" denote the current and emerging research focuses within the field. In tandem with the results from keywords co-occurrence and burst, we identified the following research topics including mechanism of induced cell death (ferroptosis, immunogenic cell death), nano-related research (nanoplatform, nanozymes, nanomaterials, nanosheets, metal-organic frameworks (MOFs), nanocomposites, nanoparticles, nanosonosensitizers, liposomes, nanocarriers), combination therapies (chemodynamic therapy, immunotherapy, radiotherapy, photothermal therapy), and tumor microenvironment (hypoxia, singlet oxygen, oxidative stress), that may remain the research hotspots and receive sustained attention in the near future. For the first time, this bibliometric analysis not only presents a comprehensive portrayal of the knowledge framework, but also delineates shifts in research focal points related to cancer SDT within the last two decades. This systematic summarization offers a comprehensive and lucid comprehension of cancer SDT, providing valuable insights for further investigations in this domain.

A bibliometric survey on impact of Blockchain in Robotics: Trends and Applications

Integrating blockchain technology within robotic systems holds great potential for substantial breakthroughs, not only in industrial environments but in several avenues such as agriculture, healthcare, supply chain, and so on, which require increased levels of autonomy and security. This bibliometric survey comprehensively examines the evolution and interplay between blockchain technology and robotics. Addressing the inception of this domain, the study analyses research trends, publication shifts, influential academic articles, authors, countries, and so on. The influence of emerging themes, such as Industry 4.0, Artificial intelligence, and the Internet of Things, are also explored, elucidating their impact on the research trajectory. Utilizing bibliometric techniques, the review offers insights into the current state of blockchain applications in robotic systems and suggests potential future directions warranting in-depth exploration. For a holistic overview covering both literature and technological advancements, we also present patent landscaping on blockchain in robotics, bridging the gap between theoretical results and real-world applications. To the best of our knowledge, this is the first work to present the bibliometric approach of reviewing the literature and patents for blockchain in robotics, precisely via bibliometric techniques such as keyword co-occurrence network, co-citation network, thematic evolution, and Sankey graph.

RESEARCH STATUS AND PROSPECTS OF SHARIAH COMPLIANCE IMPACT ON FIRM RISK, PERFORMANCE AND RESILIENCE

This article performs a bibliometric analysis on the impacts of Shariah compliance on firms’ risk, performance, and resilience. Using Scopus database, a total of 1063 documents have been identified and analyzed utilizing VOSviewer. In the analysis, we evaluate co-authorship, keyword co-occurrence, and citation to identify influential authors, countries, and sources. The findings reveal a consistent increase in publications, particularly noticeable from 2014 onwards, indicating a growing interest in this research domain. Notably, the study highlights the pivotal role of Shariah compliance in enhancing corporate governance, financial risk management, and sustainable development, thus directly impacting the risk, performance, and resilience of firms. Globally it seems that by adhering to Shariah principles, firms can mitigate risks effectively, enhance their performance, and strengthen their capacity to withstand market fluctuations and economic uncertainties, thereby improving their overall resilience. These findings underscore the global significance of Shariah-compliant finance and emphasize the imperative for further research to deepen the understanding of its implications for firms.

Landscape of cardiorenal syndrome research: A bibliometric analysis.

To comprehensively review cardiorenal syndrome (CRS)-related research, this study analyzes its whole landscape and future trends from a bibliometric perspective. Using "cardiorenal syndrome" as the key word, a representative dataset of CRS was constructed in the Web of Science Core Collection (Science Citation Index Expanded) database up to November 2023. VOSviewer (version 1.6.18) and R-Studio (version 1.4) were used to visualize CRS-related author and national collaboration networks, hotspot distribution clustering and historical citation networks. The annual number of publications shows an upward trend, especially since 2009. The United States is the most active country and closely cooperates with European countries. Cardiorenal Medicine is the journal that publishes the most CRS-related research. Urology & Nephrology and Cardiovascular System & Cardiology are the most prominent areas of CRS literature output. The leaders in CRS-related research are Ronco C from Italy and Mccullough PA, from the United States. Combined with keyword co-occurrence, theme evolution, and strategic distribution analysis, it was found that centering on the mechanism of CRS (cardiovascular lesions, venous congestion, and fibrosis), prognosis (transplantation, dialysis, hospitalization, mortality) and cardiac function management (b-type natriuretic peptide, diastolic dysfunction, left ventricular hypertrophy) is a possible research direction for a long time to come. Although CRS has a relatively short history, it has received a lot of attention and is currently enjoying a high level of overall acceptance. In conclusion, this study explores the major research areas, frontiers and trends in CRS, which are important for future research.

Salivary Immunoglobulin a Alterations in Health and Disease: A Bibliometric Analysis of Diagnostic Trends from 2009 to 2024

Background/Objectives: Salivary immunoglobulin A (IgA) is a mediator of local immunity and host defence. Altered IgA levels may predispose to bacterial invasion of the mucosa in the gastrointestinal tract, including the oral cavity. Our study aimed to present the diagnostic trends related to salivary IgA in health and disease based on a bibliometric analysis of published papers between 2009 and 2024. Methods: By 14 September 2024, 1247 English original articles were found in the database Web of Science. We selected 838 records considering the diagnostic usefulness of IgA in human subjects. Based on bibliographic data, we created citation and keyword co-occurrence maps using VOSviewer 1.6.20. Results: Most articles belonged to the “Sport Sciences” category (n = 169), followed by the “Immunology” category (n = 93). The Brazilian researcher Alexandre Moreira from the University of Sao Paulo had the most published and most frequently cited papers. Most of the included articles came from the USA (n = 158), England (n = 105), Brazil (n = 95), and Japan (n = 95). The most cited article described research on IgA in response to SARS-CoV-2 infection (n = 690), but the subsequent two papers considered the role of salivary IgA in the dysbiosis of the intestinal microbiota in inflammatory bowel diseases (n = 272) and the formation of systemic immune responses from the gastrointestinal tract (n = 245). Conclusions: Salivary IgA is a widely evaluated diagnostic marker in both patients and healthy individuals. Numerous reports have identified its changes as a result of physical exertion in various groups of athletes, during infections (including SARS-CoV-2) and in the course of local diseases (e.g., periodontal disease) or systemic diseases (e.g., inflammatory bowel disease).

Digital technologies in business education: a hybrid literature review from the Web of Science database

Purpose This study aims to consolidate existing research on digital technology in business education, focusing on adoption determinants, theoretical frameworks and implementation challenges. Design/methodology/approach A hybrid literature review was conducted. The first phase involved a keyword co-occurrence analysis of 254 Association of Business Schools-ranked journal articles from the Web of Science database to identify key research themes. To deepen the analysis, the second phase included a content analysis of the 24 most globally cited articles, each with a minimum of 65 total global citations. Findings The review reveals that studies primarily focus on factors influencing digital technology adoption, including institutional support, perceived usefulness and ease of use. Researchers frequently cite theoretical models such as the technology acceptance model and the unified theory of acceptance and use of technology. Identified challenges include concerns over technology effectiveness, resistance to change and the influence of cultural and generational differences on technology use. Practical implications The findings guide educators and policymakers in formulating strategies for effective technology adoption, emphasizing alignment with educational goals and addressing cultural barriers. Social implications Understanding generational and cultural impacts enables the creation of inclusive digital education strategies that cater to diverse student needs. Originality/value This study synthesizes fragmented literature, offering new insights into the integration of digital technologies in business education.

Bibliometric Analysis of Research on the Effects of Conservation Management on Soil Water Content Using CiteSpace

As global climate change intensifies and population growth continues, water scarcity has emerged as a critical constraint to sustainable agricultural development. Conservation management, an effective water-saving technique, plays a crucial role in enhancing soil water content (SWC) and promoting sustainable agriculture. This study utilizes CiteSpace to perform a bibliometric analysis of research literature on the effects of conservation management on SWC, encompassing publications indexed in the Web of Science database from 1992 to 2024. By systematically examining 599 papers, we analyzed key research institutions, authors’ collaborative contributions, keyword co-occurrences, and shifts in research hotspots related to conservation management and its impact on SWC. The results reveal that significant topics in this field include “conservation agriculture”, “water use efficiency”, and “conservation tillage”. China (225, 38%) and the United States (129, 22%) lead in publication volume, whereas European countries and institutions show a higher degree of collaboration. The research focus has transitioned from examining the impacts and mechanisms of conservation tillage on crop yield and soil physical and chemical properties to long-term monitoring, water use efficiency, and mitigation. Furthermore, keyword co-occurrence and temporal analysis highlight a growing emphasis on soil quality and greenhouse gas emissions. In the future, it remains imperative to enhance the implementation of automated monitoring systems, secure long-term continuous monitoring data, promote conservation agriculture technology, and bolster the early warning network for extreme climate events. These measures are crucial for preserving soil nutrient levels and ensuring the sustainable development of agriculture.