Literature DB >> 36181070

A bibliometric analysis of COVID-19 and physical activity.

Yuting Zhang1, Mengtong Chen1, Chunlong Liu1, Zhijie Zhang2, Xihua Fu3.   

Abstract

BACKGROUND: Due to the huge impact of coronavirus disease 2019 (COVID-19) on a global scale, the level of physical activity during confinement has become a widespread concern. This study summarizes the development of performance and research trends in COVID-19 and physical activity over the last 3 years.
METHODS: Research publications on COVID-19 and physical activity in the past 3 years were downloaded from the Web of Science database. CiteSpace and VOSviewer software were used to analyze the authors, published outputs, journals, cited authors, countries and institutions, co-cited journals, cited references, and keywords. Statistical and centrality analyses were used to identify the active authors, core journals, basic references, hot topics, and cutting-edge fields.
RESULTS: A total of 1331 papers was retrieved. SMITH L was a prolific author in the field of exercise intervention in COVID-19 with 11 publications. International Journal of Environmental Research and Public Health was the most productive journal (179 publications) and the most cited journal (1324). The most productive countries and institutions in this field were the USA (322 publications) and Harvard Medical School (21 publications). The four hot keywords in COVID-19 and physical activity research were physical activity, exercise, health, and mental health.
CONCLUSIONS: This study provides researchers with directions to intervene in changing levels of physical activity during the COVID-19 pandemic and valuable information for researchers in the field of sports medicine to identify potential collaborators, collaborating institutions, hot issues, and research frontiers.
Copyright © 2022 the Author(s). Published by Wolters Kluwer Health, Inc.

Entities:  

Mesh:

Year:  2022        PMID: 36181070      PMCID: PMC9524527          DOI: 10.1097/MD.0000000000030779

Source DB:  PubMed          Journal:  Medicine (Baltimore)        ISSN: 0025-7974            Impact factor:   1.817


1. Introduction

Coronavirus disease 2019 (COVID-19) is an infectious disease caused by the SARS-CoV-2 virus. In December 2019, the first case of COVID-19 was reported in the South China Seafood Market in Wuhan, Hubei Province, China. The World Health Organization (WHO) declared COVID-19 a public health emergency of international concern (PHEIC) on January 30, 2020.[ On March 12, 2020, the World Health Organization declared the COVID-19 outbreak a global pandemic.[ The coronavirus pandemic has been wreaking havoc across the globe, straining health facilities in many countries, and increasing the number of infections and deaths every day. According to official statistics from the WHO, on February 14, 2022, there were 1,570,734 new confirmed cases and 6417 new deaths on a single day.[ Countries are taking preventive measures to contain the spread of the virus, reduce the overall infection and mortality rates, and improve public health. The WHO has provided specific guidelines, including wearing surgical masks, keeping people apart, and isolating infected or close contacts as requested by the government.[ By maintaining the necessary social distancing and enforcing stricter segregation policies, people were making fewer unnecessary outings and staying at home longer. These measures reduced the amount of time individuals spent in physical activity, which had adverse effects on all systems and organs, and these effects were more pronounced and difficult to reverse in patients with chronic diseases and the elderly.[ Most people infected with coronavirus are the elderly, those with underlying diseases, those lacking exercise, and those with poor living habits. Studies have shown that moderate-intensity exercise can have a wide range of health benefits, such as reducing inflammation, enhancing immunity, and reducing respiratory viral infections.[ A study of the early effects of the COVID-19 pandemic on physical activity and sedentary behavior in children living in the USA has shown that pandemic prevention measures have led to a decrease in physical activity and a significant increase in sedentary time among American children, with the negative effect of individuals’ weakened immunity and increased vulnerability to the virus.[ Bibliometric analysis is a method of statistical analysis of the research results. This research method has been applied in several fields. Through the analysis of authors, institutions, keywords, countries, cited authors, cited journals, etc., it provides users with research information and ideas. Researchers have a clear understanding of the past and present of the field, which helps them master hot issues and cutting-edge trends in the field.[ While there were publications on COVID-19 and physical activity, including meta-analyses, to our knowledge, none of these publications used visualization methods for analysis. The current bibliometric analysis software includes Citespace[ (Drexel University, Philadelphia, PA) and VOSviewer[ (Leiden University, Leiden, Netherlands). We want to investigate recent hot topics and research hotspots in the years to come. Guiding researchers in the field of sports medicine to intervene in changing levels of physical activity in the context of the COVID-19 pandemic, providing people with better exercise guidance and advice, and identifying potential collaborators and collaborating institutions.

2. Materials and Methods

2.1. Data source and search strategy

All publications were searched using the Web of Science core collection database. We also used the Science Citation Index Expanded (SCI-Expanded) database of Web of Science (WOS) as the source of the available databases. We set the period of publication paper retrieval from January 1, 2020, to February 14, 2022. The search strategy was set as the title= (((TI = (exercise* OR kinesitherapy OR training OR “physical activit*” OR sport* OR fitness OR walk* OR run* OR swim* OR jog* OR cycling OR pilates* OR yoga OR qigong OR “tai chi”)) AND TI=(“COVID 19” OR “COVID-19” OR “SARS-CoV-2 Infection*” OR “SARS CoV 2 Infection*” OR “2019 Novel Coronavirus Disease” OR “2019 Novel Coronavirus Infection” OR “2019-nCoV Disease*” OR “2019 nCoV Disease” OR “COVID-19 Virus Infection*” OR “COVID 19 Virus Infection” OR “Coronavirus Disease 2019” OR “Coronavirus Disease-19” OR “Coronavirus Disease 19” OR “Coronavirus 2 Infection” OR “SARS Coronavirus 2 Infection” OR “COVID-19 Virus Disease*” OR “COVID 19 Virus Disease” OR “2019-nCoV Infection*” OR “2019 nCoV Infection” OR “COVID-19 Pandemic*” OR “COVID 19 Pandemic”)) AND DT = (Article OR Review)) AND LA = (English). The inclusion criteria are shown in Figure 1. The language was restricted to English, and 28 non-English papers were excluded. Document types were limited to articles and reviews, excluding letters, meeting abstracts, published editorials, materials, book reviews, conference presentations, news items, and corrections. After excluding 839 studies, 1331 studies were finally included.
Figure 1.

The flow chart.

The flow chart.

2.2. Data analysis

CiteSpace 5.8.R3 was used to extract and analyze the number of publications (including outputs, authors, journals, countries, and institutions), citation frequency (including co-cited authors, co-cited journals, and co-cited references), and co-occurring keywords to track research trends and hotspots. The larger the size of the nodes in the map generated by the software, the higher the number of publications or frequency of citations, and the lines between nodes represent cooperative connections. The thicker the lines, the closer the connections. Centrality measures the importance of a node in the overall map-network structure. Centrality > 0.1 is considered an important node. Microsoft Excel 2019 was used to generate line charts of the number of publications and citations. A bibliometric visualization map with a timeline was generated using VOSviewer 1.6.17.

2.3. Visual analysis process

The analysis of the diagrams created by the software follows the principles of quantitative before qualitative, holistic before partial and chronological development, in terms of structure, time, and content. The content of the analysis includes: Illustration of the diagram. It explains the properties of the objects represented by the nodes and connecting lines; The overall structure of the diagram and the clustering analysis; and The analysis of high-frequency nodes and high centrality nodes.

2.4. Research ethics

The research was conducted as a bibliometric analysis. All data sources were available on the Internet, and no animal or human subjects were involved. Therefore, permission was not required from the ethics committee.

3. Results

3.1. Analysis of publications outputs and citations

Since January 1, 2020, to February 14, 2022, 1331 studies met the inclusion criteria, including 1184 articles and 147 reviews. We imported the data into Microsoft Excel to obtain a histogram of the annual output distribution (Fig. 2). The histogram shows that the number of studies published in 2021 increased from 334 in 2020 to 932 in 2021, and the number of studies published in 2021 was nearly three times that in 2020. The retrieval date was February 14, 2022, and the number of studies published in two months reached 65. We believe that with the development of the epidemic and deepening novel coronavirus research, more novel coronavirus studies will be published in the future.
Figure 2.

The number of annual publications and annual citations.

The number of annual publications and annual citations. Figure 2 shows that 1331 studies were cited 12086 times. Through the line chart of annual citations, we found that the studies in 2021 were cited 9975 times, the highest in the previous two years. The number of co-citations in 2020 was 1146, while the number of co-citations in the first two months of 2022 reached 965. Therefore, we estimated that this line chart will show a straight upward trend by the end of 2022.

3.2. Analysis of authors and co-cited authors

Visualizations can provide information about influential authors and potential collaborators and can help researchers build collaborative relationships. From 2020 to 2022, 8548 authors published 1331 studies on COVID-19 and physical activity. To summarize the collaboration between the authors, we created a network map (Fig. 3A). The author’s cooperation map was generated using CiteSpace with 158 nodes and 360 links (Fig. 3A). The network density was 0.029. The top 10 active authors (Table 1) who has published articles related to COVID-19 and physical activity were SMITH L, SEKULIC, GILIC B, MAKIZAKO H, NAKAI Y, CHAMARI K, ARAI H, LOPEZ-BUENO R, AMMAR A, and VANDONI M. SMITH L ranked first with 11 publications, followed by SEKULIC D (8 publications). This figure shows that there are three main research teams in this field. The team represented by SMITH L[ focused on changes in adults’ physical activity levels and mental health during COVID-19 confinement, whereas SEKULIC D’s team[ focused on the effects of different environmental factors on adolescents’ physical activity during confinement. MAKIZAKO H’s team[ studied changes in physical activity, pain management, sleep quality, and health in older people affected by the pandemic. At the same time, the author’s collaboration network diagram also shows that there was little collaboration between different research teams due to differences in geography and institutions.
Figure 3.

(A) Map of authors of publications. (B) Map of co-cited authors of publications.

Table 1

Top 10 active authors, co-cited authors.

RankAuthorPublished articleCo-cited authorCited timesCo-cited authorCentrality
1SMITH L11**WORLDHEALTHORGANIZATION214DING D0.43
2SEKULIC D8AMMAR A135NIEMAN DC0.37
3GILIC B7WHO115BULL FC0.37
4MAKIZAKO H6BROOKS SK110XIANG M0.28
5NAKAI Y5CHEN PJ103DUNTON GF0.26
6CHAMARI K5CRAIG CL79CHEN PJ0.25
7ARAI H5HUANG CL78DWYER MJ0.25
8LOPEZ-BUENO R5TISON GH76AMMAR A0.24
9AMMAR A5NIEMAN DC68DUNCAN GE0.24
10VANDONI M5HALL G68KNELL G0.21
Top 10 active authors, co-cited authors. (A) Map of authors of publications. (B) Map of co-cited authors of publications. A total of 1331 papers was published, and 484 authors were cited. Pruning the map using Pathfinder results in a simplified network structure diagram. There were 484 nodes and 576 connecting lines (Fig. 3B). By hiding anonymous authors, we can see that the top 5 authors cited were: **WORLDHEALTHORGANIZATION (214 times), Ammar A (135 times), WHO (115 times), Brooks SK (110 times), and CHEN PJ (103 times). The high number of co-citations indicates that the work of these authors also contributed to the development of related disciplines. Among all co-cited authors, DING D had the highest centrality (0.43), followed by Nieman DC and Bull FC (0.37). Based on the number of co-citations and centrality analysis, AMMAR A of Germany, CHEN PJ of Taiwan and China, and NIEMAN DC of the USA were the core researchers in this field. Their research focuses on life sciences and sports medicine, and their research has had a significant impact in this field.

3.3. Distribution of journals and co-cited journals

The nodes in the map represent journals and the lines between nodes represent relationships. The greater the node area, the more co-citations that occur. The purple rings represent centrality, and the nodes with high centrality are key points on the map. The top 10 journals that published research papers related to COVID-19 and physical activity are shown in Table 2. Among these, International Journal of Environmental Research and Public Health was the most productive, with 179 publications. Figure 4 shows a dual map obtained using CiteSpace. The citing journals are on the left side of the dual-map, the cited journals are on the right side, and the lines on both sides represent the citation relationship. It can be seen from the figure that a large number of papers were published in “neurology, sports, ophthalmology” journals, most of which cited journals in the fields of “health, nursing, medicine” journals. Figure 5 and Table 3 show the co-cited times and centralities. Lancet had the highest co-cited count (527) and International Journal of Clinical Practice had the highest centrality (0.09). Based on a comprehensive analysis of journal citations and centrality, Lancet (IF = 79.323), International Journal of Environmental Research and Public Health (IF = 3.39), and International Journal of Behavioral Nutrition and Physical Activity (IF = 6.457) had the value of quickly understood basic principles and tracked trends.
Table 2

Top 10 academic journals.

RankPublicationsJournalIF (2020)
1179International Journal of Environmental Research and Public Health3.39
244Sustainability3.251
327Medicine1.889
423BMC Public Health3.295
522Nutrients5.719
619Frontiers in Public Health3.709
719PLoS One3.24
816BMC Medical Education2.463
916Healthcare2.645
1012BMJ Open2.692
Figure 4.

The dual-map overlay of journals.

Figure 5.

A map of co-cited journals of publications.

Table 3

Top 10 co-cited journals.

RankCo-cited countsCited journalCentralityCited journal
1527Lancet0.09International Journal of Clinical Practice
2497International Journal of Environmental Research and Public Health0.08Gastrointestinal Endoscopy
3410PLoS One0.07International Journal of Environmental Research and Public Health
4336JAMA-Journal of the American Medicine Association0.06International Journal of Behavioral Nutrition and Physical Activity
5292New England Journal of Medicine0.06Preventive Medicine
6291Medicine and Science in Sports and Exercise0.06Lancet Infectious Diseases
7263BMC Public Health0.06Aging Clinical and Experimental Research
8260British Journal of Sports Medicine0.05Lancet
9248British Medical Journal0.05Nutrients
10229International Journal of Behavioral Nutrition and Physical Activity0.05European Respiratory Journal
Top 10 academic journals. Top 10 co-cited journals. The dual-map overlay of journals. A map of co-cited journals of publications.

3.4. Analysis of co-cited references

A total of 38266 references was generated from the 1331 records. The study period was from 2020 to 2022, and the time slice was 1. Table 4 lists the top five co-cited references for counts and Table 5 lists the top five co-cited references for centrality.
Table 4

Top 5 co-cited references in terms of co-citation counts.

RankCo-citation countsCited referenceRepresentative author (publication year)
1117Effects of COVID-19 Home Confinement on Eating Behaviour and Physical Activity: Results of the ECLB-COVID19 International Online SurveyAmmar A (2020)
298Coronavirus disease (COVID-19): The need to maintain regular physical activity while taking precautionsChen PJ (2020)
390The psychological impact of quarantine and how to reduce it: a rapid review of the evidence.Brooks SK (2020)
476Worldwide Effect of COVID-19 on Physical Activity: A Descriptive StudyTison GH (2020)
564The Impact of COVID-19 on Physical Activity Behavior and Well-Being of CanadiansLesser IA (2020)
Table 5

Top 5 co-cited references in terms of centrality.

RankCentralityCited referenceRepresentative author (publication year)
10.11Coronavirus disease (COVID-19): The need to maintain regular physical activity while taking precautionsChen PJ (2020)
20.10Effects of COVID-19 Home Confinement on Eating Behavior and Physical Activity: Results of the ECLB-COVID19 International Online SurveyAmmar A (2020)
30.10Mental Health and the COVID-19 PandemicPfefferbaum B (2020)
40.09Clinical Characteristics of Covid-19 in ChinaZavascki AP (2020)
50.09Impact of the COVID-19 pandemic on urology residency training in ItalyAmparore D (2020)
Top 5 co-cited references in terms of co-citation counts. Top 5 co-cited references in terms of centrality. The article with the highest co-cited counts (Table 4), published in 2020, was found by Ammar et al[ (counts were 117) that home quarantine measures were necessary to protect public health during the COVID-19 pandemic, but most people exhibit decreased levels of physical activity and unhealthy eating patterns that lead to an increased risk of disease and death. The researchers also suggested that using ICT to support exercise at home, maintain healthy eating habits, and add beneficial social factors are important for maintaining health. The article with the highest centrality (Table 5) was published by Chen PJ et al[ in 2020 (with a centrality of 0.11), indicating that long-term family confinement would change people’s lifestyles and lead to psychological problems such as anxiety and depression. As can be seen from the co-cited references in Tables 4 and 5, the level of physical activity of the public decreased to varying degrees during the COVID-19 pandemic. Therefore, maintaining physical activity through various means is of great significance in maintaining physical health.

3.5. Analysis of countries and institutions

The map of the country was generated using VOSviewer. The 1331 studies were published in 110 countries. For a better visualization, we selected 49 countries with more than 10 studies each. The top five countries (Table 6) with the most published papers was the USA (344), followed by the United Kingdom (168), Italy (137), China (130), and Spain (117). Of the top five countries, only China is a developing country. It can be seen that developed countries are devoting more resources to this area. However, since the epidemic was first reported in China, the Chinese government has mobilized a large amount of human and material resources to prevent its spread, which has also provided a reference for global epidemic prevention and control. Figure 6 shows the connections between countries. There is a cooperative relationship between the countries. We used CiteSpace to calculate the centrality of each country. Centrality means that a node establishes a bridge between two unrelated nodes. A high intermediate centrality convex indicates the importance of the nodes in the structure. In addition, the United Arab Emirates ranked first with a centrality of 0.69, followed by Oman and Iran.
Table 6

Top 10 countries.

RankCountryPublicationCountryCentrality
1USA344U ARAB EMIRATES0.69
2UNITED KINGDOM168OMAN0.28
3ITALY137IRAN0.27
4CHINA130GERMANY0.23
5SPAIN117CHILE0.22
6BRAZIL86LIBYA0.22
7CANADA82YEMEN0.21
8AUSTRALIA81MEXICO0.20
9GERMANY74PERU0.19
10FRANCE56SINGAPORE0.17
Figure 6.

A map of countries.

Top 10 countries. A map of countries. We used VOSviewer to obtain a collaborative map of the institutions (Fig. 7). Totally, 2881 institutions made contributions to COVID-19 and physical activity. To obtain a better visualization, we included 57 institutions that had published at least eight times. The top five institutions are Harvard Medical School (21), the University of São Paulo (19), Stanford University (16), the University of Washington (15), and the University of British Columbia. Table 7 shows the top 10 institutions in terms of several publications. Similarly, we used CiteSpace to analyze the centrality of the institution. Combined with publications (21) and centrality (0.36), Harvard Medical School contributed the most in this area. As the coronavirus pandemic has spread across the globe, countries have stepped up vaccine development and have become more connected to each other. Countries and regions are presented on the world map in Figure 8.
Figure 7.

A map of institutions.

Table 7

Top 10 institutions.

RankInstitutionPublicationInstitutionCentrality
1Harvard Med Sch21Harvard Med Sch0.36
2Univ Sao Paulo19Emory Univ0.33
3Stanford Univ16Univ Basel0.31
4Univ Washington15Univ Politecn Madrid0.30
5Univ British Columbia15Univ Jyvaskyla0.26
6Univ Valencia14Loughborough Univ0.24
7Univ Politecn Madrid13Univ Rome Foro Italico0.22
8Univ Milan13Univ Colorado0.21
9UCL13Boston Childrens Hosp0.21
10Univ Queensland12Univ Queensland0.20
Figure 8.

The distribution of countries/region.

Top 10 institutions. A map of institutions. The distribution of countries/region. As COVID-19 spread worldwide, the USA and Harvard Medical School were at the center of high-level collaboration with countries and institutions. Collaboration helped researchers share resources and exchange experiences, which were critical for the further development of COVID-19 and physical activity research.

3.6. Analysis of co-occurring keywords

The co-occurrence keyword map reflects the prevalence of COVID-19 research and its physical activity. Nodes represent keywords and lines between nodes represent co-occurrence relationships. The larger the node area, the higher the frequency. Nodes with high centrality were the focus of publications. The map was constructed with 336 nodes and 1365 links (Fig. 9). According to the analysis of the frequency and center of comorbidity (Table 8; Fig. 9), the frequency of “physical activity” was the highest (330 times), and the center of “fatigue” was the highest (0.10), indicating that since COVID-19 swept the world, the level of physical activity of the public had a greater impact, and the public attached more importance to physical exercise. “Fatigue” refers to fatigue as a major symptom of the COVID-19 pandemic or physical and mental fatigue among members of the public who are not sick due to social restrictions and decreased levels of physical activity.
Figure 9.

A map of co-occurring keywords.

Table 8

Top 10 co-occurring keywords.

RankFrequencyKeywordCentralityKeyword
1330physical activity0.10fatigue
2134exercise0.08physical activity
3115health0.07association
4103mental health0.07acute respiratory syndrome
592impact0.06impact
669depression0.06quality of life
763sedentary behavior0.06obesity
861association0.05risk
956disease0.05adult
1055risk0.05performance
Top 10 co-occurring keywords. A map of co-occurring keywords.

4. Discussion

This study used CiteSpace and VOSviewer to perform a bibliometric analysis of papers published on COVID-19 and physical activity research between January 1, 2020, and February 14, 2022. This study reviewed the research situation, COVID-19 hotspots, and physical activity.

4.1. COVID-19 and physical activity: general information and global trends

The study evaluated two paper types: articles (1184) and reviews (147). Three times as many studies have been published in 2021 as of 2020, mainly related to the explosive growth of COVID-19 in a short period. The downward trend in the number of studies published in 2022 was related to limited time, as the number of studies published in 2022 reached 65 in just two months. More articles will be published in the future as vast medical resources and scientific research are being poured into the COVID-19 outbreak around the world. The top five authors were SMITH L of Anglia Ruskin University, SEKULIC D and GILIC B of the University of Split, MAKIZAKO H of Kagoshima University, and NAKAI Y of Daiichi Institute of Technology. Most of them were from sports science or biomedical backgrounds. The results showed that the top 10 journals (Table 2) accounted for 28% of the total. International Journal of Environmental Research and Public Health published 179 papers (13.45%), The second was SUSTAINABILITY (44 publications, 3.31%), so related articles were mainly published in these two journals. International Journal of Environmental Research and Public Health had been identified as the core journal in the field of COVID-19 and physical activity through a comprehensive analysis of published papers, several published papers, and centrality, and its published papers reflected the basic theories of the research field. The country that published the most papers in this field was the USA, and the USA was the central partner of other countries, which was probably related to the fact that the USA was a country with medical technology and rich scientific research resources. However, when COVID-19 broke out globally, the USA had some of the highest diagnosis and death rates in the world over a long time owing to political, cultural, and social factors, forcing researchers to delve into how to increase physical activity levels to stay healthy during the COVID-19 pandemic. The COVID-19 outbreak was first reported in Wuhan, China. China was also the first country to adopt a lockdown policy, which quickly controlled the infection and death rate of the virus and achieved a phased victory, which also provided a reference direction for other countries to make public health decisions. For example, under the confinement policy, there are potential health problems. To cope with the unprecedented limits on outdoor sports, China actively promoted healthy, uninfected disease exercises that occupied the home. In addition, because of the COVID-19 patients, treatment guidelines in the rehabilitation program of a combination of Chinese and Western medicine diagnosis and treatment schemes have been proposed. Among them, the traditional Chinese exercise therapy intervention,[such as taiji,[ Qigong,[ Baduanjin,[ and the comprehensive intervention of traditional Chinese medicine, played a significant role. In the future, researchers should pay more attention to potential health problems associated with major public health events and coordinate the formulation of exercise guidelines and prescriptions for related diseases, which may be more conducive to the development of exercise therapy. More importantly, cooperation between experts from other professional backgrounds should be strengthened.

4.2. COVID-19 and physical activity: research hotspots

This study investigated the current hot spots of COVID-19 and physical activity research in terms of co-cited authors, co-cited keywords, and co-cited references, helping researchers to explore the distribution of topics within specific disciplines. Based on the analysis of the number of co-citations and centrality, the results of AMMAR A, CHEN PJ, and NIEMAN DC were as follows: AMMAR A’s team[ conducted multiple, multicenter cross-sectional studies showing that quarantine policies during COVID-19 can negatively impact health by changing people’s activity levels and dietary patterns.[ Decreased exercise can also lead to decreased sleep quality, depression, anxiety, and other mental health problems.[ CHEN PJ’s[ team proposed in detail the exercise methods and requirements for family exercise, such as stair climbing, sit-ups, yoga,[ and qigong training. Some exercises were better than none, and more exercises were better than a little. Appropriate intensity and duration of exercise should be maintained every day[ and at least 30 minutes of moderate exercise should be combined with at least 20 minutes of vigorous exercise. NIEMAN DC et al[ have shown that, driven by the pandemic, most sports medicine has shifted to telemedicine, providing online advice on the best training programs and physical activities for those in need. This coincides with AMMAR A recommendation to promote ICT technologies such as home sports games and online fitness software. According to co-cited references, social distancing measures advocated by governments to curb the spread of the disease since the COVID-19 outbreak have been associated with decreased physical activity and negative psychological effects. Tison et al[ study found that through a large-scale sampling of people’s daily steps, the total number of global steps declined significantly, indicating that the social distancing policy has an impact on overall physical activity. Brooks et al[ research showed that the psychological impact of isolation is extensive and substantial, and may be long-term. Therefore, the state should provide the public with psychosocial support beyond medical services, and the psychosocial problems of medical workers should not be ignored either.[ In addition, public health emergencies affect public sentiment, and gender differences exist. Changes in physical activity have a greater impact on women’s mental states than on men’s.[ To reduce mental stress, we must promote environmental opportunities and physical activity support for vulnerable groups, especially women and older adult. In addition to incorporating physical activity into a lifestyle,[ the use of digital technology[ also contributes to reducing psychosocial stress associated with family isolation. Our keyword co-occurrence analysis revealed that the four most commonly used keywords were physical activity, exercise, health, and mental health. The physical activity level was the best predictor of mental health. Appropriate physical activity, depending on the intensity, duration, and type of exercise, can strengthen the immune system and reduce inflammation and disease rates in individuals of all ages.[ Reduced exercise levels lead to reduced endorphin release,[ and exercise levels are also associated with the regulation of circulating Neuro-nutrients.[ Therefore, maintaining the continuity of exercise training is of great significance for maintaining a nutritional level, enhancing physique, and reducing mental health problems such as depression and anxiety.[ Confinement policies limit public physical activity, and this inactive lifestyle suppresses the immune response, increases the risk of viral infection, and worsens the health of many people who are forced to self-isolate without contracting the virus. Therefore, it is important to scientifically maintain levels and patterns of exercise at home. The World Health Organization recommends 150 minutes of moderate exercise or 75 minutes of vigorous exercise per week, preferably in combination.[ Electronic information technology[ to take online fitness classes at the right time, such as low - and moderate-intensity resistance exercises,[ reduce sedentary time, make exercise more interactive and fun, and help the body relax through post-exercise meditation and deep breathing.[ Therefore, it is particularly important during pandemic isolation to encourage home-based exercise training programs for healthy people forced to stay at home or for those with chronic diseases.[ Exercise therapy has been increasingly recognized and accepted during the COVID-19 pandemic. Well-designed, high-quality research results will also be progressively published in high-quality journals, which will help spread research on COVID-19 and physical activity, as well as inform public health decisions.

4.3. Study strengths and limitations.

This study is the first bibliometric analysis to assess trends in COVID-19 and physical activity research in the WOS Science Extended Science Citation Index over three years following the COVID-19 outbreak. The 1331 papers retrieved from the study were published in 558 different academic journals, not limited to a single academic journal, and yielded a wealth of data. In addition, the study of literature metrology analysis, including the values of the annual output and cited, countries, institutions, periodicals’ distribution, authors, and references, as well as the co-occurrence of keywords, cited authors, cited journals, and cited literature analysis, can promote the understanding of the academic development of a specific subject and also help to determine the theme of the emerging and development direction in the future. This study had some limitations. First, we limited the data source to SCI-expansion of WOS, excluding PubMed and other databases, which may have resulted in incomplete real data. Therefore, some of the data and analyses in this study had some deviations. Second, bibliometrics cannot effectively consider the validity and scientific rigor of the publications. Highly cited publications do not necessarily have a high scientific quality. Despite these limitations, we believe that our findings are a valid representation of global research in the field of COVID-19 and physical activity.

5. Conclusion

In summary, this study provides valuable information for nearly three years of research on COVID-19 and physical activity. The current state of research on the changes and the effects of physical activity during COVID-19 confinement suggests that research on the treatment and prevention of COVID-19 through exercise interventions has great potential for development and needs to be strengthened collaboration with other countries. The study shows that research on COVID-19 and physical activity is becoming more extensive globally between 2020 and 2022, indicating that this field of research is well-developed and promising. The USA, England, Italy, and China are core research forces. Taken together, this study provides a historical perspective on COVID-19 and physical activity research that helps us understand leading research countries and institutions, core journals, overall trends, hotspots, and research frontiers.

Acknowledgments

The authors would like to express their appreciation for Cite Space, the free software developed by CM Chen, and VOSviewer, the free Java-based software developed by Van Eck and Waltman.

Author contributions

Conceptualization: Xihua Fu. Data curation: Chunlong Liu, Zhijie Zhang. Formal analysis: Yuting Zhang, Mengtong Chen. Funding acquisition: Xihua Fu. Visualization: Yuting Zhang, Mengtong Chen. Writing – original draft: Yuting Zhang, Mengtong Chen. Writing – review & editing: Chunlong Liu, Zhijie Zhang.
  42 in total

1.  Scientometrics in a changing research landscape: bibliometrics has become an integral part of research quality evaluation and has been changing the practice of research.

Authors:  Lutz Bornmann; Loet Leydesdorff
Journal:  EMBO Rep       Date:  2014-11-11       Impact factor: 8.807

2.  Exercise and respiratory tract viral infections.

Authors:  Stephen A Martin; Brandt D Pence; Jeffrey A Woods
Journal:  Exerc Sport Sci Rev       Date:  2009-10       Impact factor: 6.230

Review 3.  Apps to promote physical activity among adults: a review and content analysis.

Authors:  Anouk Middelweerd; Julia S Mollee; C Natalie van der Wal; Johannes Brug; Saskia J Te Velde
Journal:  Int J Behav Nutr Phys Act       Date:  2014-07-25       Impact factor: 6.457

Review 4.  Brain-Derived Neurotrophic Factor, Depression, and Physical Activity: Making the Neuroplastic Connection.

Authors:  Cristy Phillips
Journal:  Neural Plast       Date:  2017-08-08       Impact factor: 3.599

5.  The effect of age, gender, income, work, and physical activity on mental health during coronavirus disease (COVID-19) lockdown in Austria.

Authors:  Christoph Pieh; Sanja Budimir; Thomas Probst
Journal:  J Psychosom Res       Date:  2020-07-03       Impact factor: 3.006

6.  Training During the COVID-19 Lockdown: Knowledge, Beliefs, and Practices of 12,526 Athletes from 142 Countries and Six Continents.

Authors:  Jad Adrian Washif; Abdulaziz Farooq; Isabel Krug; David B Pyne; Evert Verhagen; Lee Taylor; Del P Wong; Iñigo Mujika; Cristina Cortis; Monoem Haddad; Omid Ahmadian; Mahmood Al Jufaili; Ramzi A Al-Horani; Abdulla Saeed Al-Mohannadi; Asma Aloui; Achraf Ammar; Fitim Arifi; Abdul Rashid Aziz; Mikhail Batuev; Christopher Martyn Beaven; Ralph Beneke; Arben Bici; Pallawi Bishnoi; Lone Bogwasi; Daniel Bok; Omar Boukhris; Daniel Boullosa; Nicola Bragazzi; Joao Brito; Roxana Paola Palacios Cartagena; Anis Chaouachi; Stephen S Cheung; Hamdi Chtourou; Germina Cosma; Tadej Debevec; Matthew D DeLang; Alexandre Dellal; Gürhan Dönmez; Tarak Driss; Juan David Peña Duque; Cristiano Eirale; Mohamed Elloumi; Carl Foster; Emerson Franchini; Andrea Fusco; Olivier Galy; Paul B Gastin; Nicholas Gill; Olivier Girard; Cvita Gregov; Shona Halson; Omar Hammouda; Ivana Hanzlíková; Bahar Hassanmirzaei; Thomas Haugen; Kim Hébert-Losier; Hussein Muñoz Helú; Tomás Herrera-Valenzuela; Florentina J Hettinga; Louis Holtzhausen; Olivier Hue; Antonio Dello Iacono; Johanna K Ihalainen; Carl James; Dina C Janse van Rensburg; Saju Joseph; Karim Kamoun; Mehdi Khaled; Karim Khalladi; Kwang Joon Kim; Lian-Yee Kok; Lewis MacMillan; Leonardo Jose Mataruna-Dos-Santos; Ryo Matsunaga; Shpresa Memishi; Grégoire P Millet; Imen Moussa-Chamari; Danladi Ibrahim Musa; Hoang Minh Thuan Nguyen; Pantelis T Nikolaidis; Adam Owen; Johnny Padulo; Jeffrey Cayaban Pagaduan; Nirmala Panagodage Perera; Jorge Pérez-Gómez; Lervasen Pillay; Arporn Popa; Avishkar Pudasaini; Alireza Rabbani; Tandiyo Rahayu; Mohamed Romdhani; Paul Salamh; Abu-Sufian Sarkar; Andy Schillinger; Stephen Seiler; Heny Setyawati; Navina Shrestha; Fatona Suraya; Montassar Tabben; Khaled Trabelsi; Axel Urhausen; Maarit Valtonen; Johanna Weber; Rodney Whiteley; Adel Zrane; Yacine Zerguini; Piotr Zmijewski; Øyvind Sandbakk; Helmi Ben Saad; Karim Chamari
Journal:  Sports Med       Date:  2021-10-23       Impact factor: 11.928

7.  Efficacy of Baduanjin exercise for rehabilitation after COVID-19: A protocol for systematic review and meta-analysis.

Authors:  Jiao Rong; Jing Li; Fushi Jing; Yonghui Ren; Yunpeng Xiao; Qi Pan; Mengtian Li; Yueming Lv; Jing Zhang; Fujie Jing
Journal:  Medicine (Baltimore)       Date:  2021-06-18       Impact factor: 1.889

8.  Associations of moderate to vigorous physical activity and sedentary behavior with depressive and anxiety symptoms in self-isolating people during the COVID-19 pandemic: A cross-sectional survey in Brazil.

Authors:  Felipe B Schuch; Rugero A Bulzing; Jacob Meyer; Davy Vancampfort; Joseph Firth; Brendon Stubbs; Igor Grabovac; Peter Willeit; Vagner Deuel O Tavares; Vitor C Calegaro; Jeroen Deenik; Guillermo F López-Sánchez; Nicola Veronese; Cristina M Caperchione; Kabir P Sadarangani; Mohammad Abufaraj; Mark A Tully; Lee Smith
Journal:  Psychiatry Res       Date:  2020-07-27       Impact factor: 3.222

9.  The effect of Tai Chi on the quality of life in the elderly patients recovering from coronavirus disease 2019: A protocol for systematic review and meta-analysis.

Authors:  Ziyu Luo; Ying Chen; Lina Wang; Wenxin Chi; Xiaoxuan Cheng; Xiangyu Zhu
Journal:  Medicine (Baltimore)       Date:  2020-12-04       Impact factor: 1.817

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