This bibliometric analysis reviews 8521 articles related to the digitalization of higher education, spanning from 1968 and 2023, sourced from the Web of Science Core Collection (WoSCC), PubMed, and Scopus databases. Employing this analytical framework, we identify key authors, leading institutions, and influential countries while highlighting high-impact literature and intricate collaborative networks within this field. Through an examination of high-frequency keywords and topics, this study maps the knowledge structure of the field, suggesting emerging hotspots and setting the trajectories for future research directions. Notably, the study by Crawford et al., in 2020 has received the highest number of citations, marking a significant impact. Furthermore, Spain has been particularly active, emerging as a leader in the volume of contributions to digital research in higher education. Keywords such as “co-creation”, “competency”, “hybrid teaching”, and “digital writing” are identified to drive future research trends, reflecting a growing interest in these areas. Meanwhile, themes like “e-learning” and “blended learning” are expected to remain central in upcoming research work.

As the energy crisis and environmental problems are exacerbated, rural carbon emissions have gradually attracted increasing attention. Meanwhile, rural areas have the important function of ecological carbon sequestration, so the research field of carbon emissions has gradually expanded from urban to rural areas in recent years. To systematically sort out the research progress regarding low-carbon rural areas, a total of 583 papers published during 2013–2023 were acquired through the bibliometric analysis method from the “professional field of science of building technology” in the core database of Web of Science. Then, the research stage, author cooperation, institutional cooperation, national distribution, and keyword co-occurrence of “low-carbon rural areas” were analyzed via data visualization analysis software VOSviewer, and the current hot issues, such as carbon emission calculation list and elements, carbon emission measurement method/model, and energy saving and emission reduction paths, were further summarized and reviewed. The statistical analysis results show that: (1) in most of the current research on rural carbon emissions, geographical characteristics and rural carbon emissions have been rarely analyzed; (2) there is a lack of interdisciplinary research, e.g., less cooperation with geographic information or other disciplines; (3) the differences and characteristics of rural carbon emission factors in different economies and regions have rarely been analyzed. Based on the analysis, this research pointed out that future research can be comprehensively carried out in formulating rural carbon emission inventory, establishing a multi-scale and multi-regional statistical method and so on. This research also provides a comprehensive analysis and summary of the existing research on the structure and model of carbon emissions in low-carbon rural areas and also presents the problems that need to be paid attention to in the future research, pointing out the research direction for relevant scholars.

Creativity can function as a catalyst for social development; however, it also possesses a destructive potential. In recent years, scholars have discovered that creativity harbors a dark side, counterbalancing its positive aspects. This study aims to offer a comprehensive understanding of the dynamics surrounding research on the ‘dark side of creativity’, disseminate the findings, and provide a valuable reference for future researchers in the field. To achieve this objective, bibliometric methods were employed to visualize the overall landscape of the literature, identify prevailing topics, significant works, highly cited authors, and forecast future trends. The following conclusions were drawn: (1) Society presently places substantial importance on investigating the ‘dark side of creativity’. (2) Research exploring this facet of creativity spans across multiple disciplines, fields, and geographical locations. (3) The ‘dark side of creativity’ exhibits a close association with psychological states and the social environment. (4) Investigations into the ‘dark side of creativity’ reveal a scientific, diversified, and open research trajectory. (5) Future research is expected to focus on themes such as ‘anxiety’, ‘malevolent creativity’, ‘COVID-19’, ‘trait’, ‘gender’, ‘depression’, ‘strategy’ as emerging trends.

This study provides an in-depth analysis of the current status of the promotion and application of BIM software in China, highlighting its differences from the international market. Chinese BIM software shows advantages in data security, cost-effectiveness, user habit adaptability, and localization standards, but faces challenges in terms of technological maturity and ecosystem development. By employing bibliometric methods and utilizing literature resources from CNKI and the Web of Science, the study offers a comprehensive analysis of the market and policy environment and proposes targeted recommendations. The study indicates that Chinese BIM software has significant advantages in enhancing data security and cost-effectiveness but lacks technological maturity and requires improvements in ecosystem development. User habits are crucial for the promotion of BIM software, and the localization and adaptability of the software need further enhancement. To promote the widespread application of BIM in the architecture, engineering, and construction (AEC) industries, a robust market mechanism needs to be established. The government should strengthen policy support and improve regulatory frameworks; software developers should enhance product functionality and work closely with users; and application enterprises should actively provide feedback to promote software improvements. Moreover, the introduction of reasonable capital and the collaboration between educational institutions and enterprises to cultivate professional talent are critical for the promotion and application of BIM technology. The research emphasizes that forming a cross-departmental joint mechanism to promote a virtuous cycle in the AEC market is key to achieving the widespread application of BIM technology. These measures can provide strong market impetus for the development of BIM software, accelerate the maturity and ecosystem construction of Chinese BIM software, and ultimately realize the comprehensive upgrading of informatization and digitization in the construction industry.

The purpose of this study is to comprehend the study hotspots and frontiers in the field of college students’ mental health in China and overseas, to reveal their similarities and differences, and to clarify the future direction of research. The study visually analyzed 3,314 documents collected by CNKI and 7,931 documents in the Web of Science core collection from 2012 to 2022 using pathfinding network algorithm. The results indicate that a vast network of global partnerships has been established. The number of Chinese scholars published in English journals is increasing rapidly; the hotspots of college students’ mental health research in China and abroad mainly focus on the main characteristics of college students’ psychological problems, the factors influencing the level of mental health and the responses to mental health management, as well as the differences in the focus of Chinese and foreign stage research and the differences in highlighting the frontier themes. These differences in focus and themes of the frontier are important. Future research should strengthen the study of new technologies such as big data and artificial intelligence in early warning and digital intervention of psychological crisis.