Scientific Mapping the Intellectual Structure of Leisure and Health

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1 Scientific Mapping the Intellectual Structure of Leisure and Health Yi-Tsun Ho, Graduate School of Business and Operations Management, Chang Jung Christian University, Taiwan. Hsing-Chau Tseng, Graduate School of Business and Operations Management, Chang Jung Christian University, Taiwan. Chen-Hsien Lin, Department of Hotel & M. I. C. E. Management, Overseas Chinese University, Taiwan. Jen-Hwa Kuo, Department of Accounting Information, National Taipei University of Business, Taiwan. Abstract To explore the intellectual structure of leisure and health research in the last decade, this study identified the most important publications and the most influential scholars as well as the correlations among these scholar s publications. In this study, bibliometric analysis techniques are used to investigate the intellectual pillars of the leisure and health literature. By analyzing 109,318 citations of 2,609 articles published in SCI and SSCI journal in leisure and health area between 2006 and 2015, this study maps a knowledge network of leisure and health studies. The results of the mapping can help identify the research direction of leisure and health research and provide a valuable tool for researchers to access the literature in this area. Key Words: leisure and health, Overweight, Physical Activity and Public Health, habitual physical activity 1

2 1. Introduction Leisure activities provide social support and, mediate the stress health relationship, because engaging in leisure activities may affect different aspects of well-being. [1, 2]. In this study, we use leisure and health in the sense of subjective well-being, physical activity and public health, leisure stress coping, or quality of life. A leisure and health is a dynamic distributed system of wireless nodes that move independently of each other [3]. The past decade has especially seen extensive research on leisure and health. Yet even though leisure and health has established itself as an academic discipline, its establishment has been a slow process because researchers in this area prefer to publish their best work in more established journals. Another major obstacle to the development of leisure and health lies in the subject s unusually high degree of interaction with other disciplines. This overlapping blurs the boundaries of leisure and health and as a result its distinct theoretical model and analytical tools are unjustly attributed to other competing fields. With limited resources contributing to the development of leisure and health, the cross-fertilization of ideas between scholars of leisure and health will be much more difficult to obtain. Consequently, while there is no doubt that there is an area or field of leisure and health, the question remains somehow unclear on what it is, how good its work is, and what are its prospects and needs for future development. The objective of this study is to provide leisure and health researchers with a unique map to better understand leisure and health related publications and to provide a systematic and objective mapping of different themes and concepts in the development of leisure and health field. This study also attempts to help identify the linkage among different publications and confirm their status and positions in their contribution to the development of leisure and health field. The principal methods used are citation and co-citation analysis, social network analysis, plus a factor analysis which is performed to identify the invisible network of knowledge generation underlying the leisure and health literature. 2. Studies of Academic Literature There are a number of techniques that can be used to study a body of literature. Most frequent is the simple literature review where a highly subjective approach is used to structure the earlier work. Objective and quantitative techniques have recently become popular with more databases available online for use. These techniques adopt author citations, co-citations, and systematic review to examine the invisible knowledge network in the communication process by means of written and published works of a given field. These techniques are attractive because they are objective and unobtrusive [4]. Several studies have used the bibliometric techniques to study the literature of management research. For example, Taylor, Dillon and van Wingen [5] explored the intellectual structure a of Information systems research, the discipline has shifted from 2

3 fragmented adhocracy to a polycentric state, which is particularly appropriate to an applied discipline; Jiang, Wang, Peng and Zhu [6] identified the most influential authors and studies in e-health field by using co-citation analysis; Zhang, chen and Li [7] explored a new approach to reveal co-citation relationships, using the original paper-reference matrix as the information source, and transform the paper-reference matrix into an visual analyses.; Lin, Wang, Lee, and Kuo [8] explored the research paradigms of patient safety research by applying factorial analysis techniques in an author co-citation study. To the best of our knowledge, no similar study has been conducted on the current research of knowledge management. Therefore this study aims to fill a gap in knowledge management literature by applying citation and co-citation analysis to a representative sample of recent research on knowledge management collected by the Science Citation Index and Social Sciences Citation Index 3. Methodology The citation data used in this study included journal articles, authors, publication outlets, publication dates, and cited references. Based on the objective of this study, the authors explored the intellectual structure of leisure and health between 2006 and This time period was chosen because contemporary leisure and health studies of the last five years represent the most update and probably also the most important research on leisure and health. Citation and co-citation analysis is the main method for this study. First, the databases were identified as the sources of leisure and health publications. Then data collection and analysis techniques were designed to collect information about topics, authors, and journals on leisure and health research. In the second stage, the collected data were analyzed and systematized by sorting, screening, summing, sub-totaling, and ranking. After a series of operations, key nodes in the invisible network of knowledge in leisure and health were identified and the structures developed. In the final stage, the co-citation analysis was used and the knowledge network of leisure and health was mapped to describe the knowledge distribution process in leisure and health area. In this study, the Science Citation Index (SCI) and Social Sciences Citation Index (SSCI) were used for analysis. Unlike other prior studies, the data used in this study were not drawn from journals chosen by peer researchers [9]. Instead, the entire databases of SCI and SSCI from 2006 to 2015served as the universe for analysis. In order to collect the data, we used key word method which utilizes the SCI and SSCI databases key word search in article s title and abstract. Using leisure and health as key word, this study collected 2,609 journal articles which further cited 109,318 publications as references. The cited references in these papers included both books and journal articles. 3

4 4. Results 4.1 Citation Analysis The most influential documents with the most citation and the most influential scholars were then identified by their total counts of citation within the selected journal articles. Journal articles and books combined, the top five most cited scholar between 2006 and 2010 (the first five years) were Sallis, Ainsworth, Pate, Lee, and Blair (See Table 1). For the second five years, the status of the most important scholars changed. The top five most cited scholars were Sallis, Ainsworth, Craig, Haskell, and Lee (See Table 2). These scholars have the most influence in the development of leisure and health area and thus collectively define this field. Their contributions represent the focus of the main research in the field and thus give us an indication of the popularity of certain leisure and health topics as well as their historical values. A comparison between Table 1 and 2 reveals some interesting patterns from the first five years ( ) to the second five years ( ). The top two in the last five years remain the same, indicating their dominant status for the past five years in leisure and health studies. Table 1: Highly Cited Authors: Author Frequency Author Frequency Sallis JF 198 Hu G 119 Ainsworth BE 193 Craig CL 117 Pate RR 161 Crespo CJ 116 Lee IM 133 Trost SG 102 Blair SN 121 Haskell WL 100 Table 2: Highly Cited Authors: Author Frequency Author Frequency Sallis JF 319 Owen N 142 Ainsworth BE 208 Hallal PC 139 Craig CL 150 Trost SG 133 Haskell WL 149 Pate RR 123 Lee IM 149 Hu G Co-citation Analysis In this stage, data mapping was conducted and an intellectual structure of current leisure and health studies was revealed. Co-citation analysis is a bibliometric technique that information scientists use to map the intellectual structure of an academic field. It involves counting documents from a chosen field - paired or co-cited documents. Co-citation analysis compiles co-citation counts in matrix form and statistically scales them to capture a snapshot at a distinct point in time of what is actually a changing and evolving structure of knowledge. Co-citations were tabulated for each source documents by using the Excel package. Many of the authors had very few co-citations that were either unlikely to have had a significant 4

5 impact on the development of the field or were too new to have had time to impact on the literature. To facilitate analyses and improve the probability of its success, it was made sure that all authors in the final set had at least 30 citations in the first five years and 30 in the second five years. Based on the total number of citations in the selected journals, the top scholars were identified, and then a co-citation matrix was built before a pictorial map was drawn to describe the correlations among different scholars. In doing so, we were following the procedures recommended by White and Griffith [10]. Six factors were extracted from the data in the first five years ( ) and together they explained over 77.2% of the in the correlation matrix. Table 3 lists the ten most important factors along with the authors that had a factor loading of at least 0.5. As is usual in this type of analysis, authors with less than a 0.5 loading or with cross-loadings were dropped from the final results [10]. We tentatively assigned names to the factors on the basis of our own interpretation of the authors with high loadings. Our interpretation of the analysis results is that leisure and health research in this period is composed of at least six different sub-fields: habitual physical activity, physical activity for children, Television watching and diabetes, Physical activity and mortality, Coronary heart-disease and physical activity, and physical activity of children and adolescents. We made no attempts to interpret the remaining factors due to their small eigenvalues. They have also been excluded from Table 3. Table 3: Author Factor Loadings: Factor 1 Factor 2 Factor 3 habitual physical activity 45.20% physical activity for children 13.90% Television watching and diabetes 7.10% Shephard RJ Evenson KR Hu FB Matthews CE Brownson RC Hu G Brown WJ Eyler AA King AC Giles-Corti B Humpel N Ball K Lee IM Lindstrom M Haskell WL Ainsworth BE Andersen LB Hallal PC Craig CL Trost SG Tudor-Locke C Pate RR Crespo CJ Physical activity and mortality Factor 4 Factor 5 Factor % Coronary heart-disease and physical activity 5.20% physical activity of children and adolescents 3.60% 5

6 Paffenbarger RS Morris JN Sallis JF Blair SN Salmon J Ball K Lindstrom M Similarly, studies on leisure and health also clustered on different research themes between 2011 and 2015 and together they explained over 80.8% of the in the correlation matrix of the second five years, as pictured in Table 4 lists the night most important factors along with the authors that had a factor loading of at least 0.5. We also tentatively assigned names to the factors on the basis of our own interpretation of the authors with high associated loadings. Our interpretation of the analysis results is that leisure and health research at this stage is also composed of at least seven key sub-fields: Environmental and policy determinants of physical activity, Overweight children and adolescents, leisure stress coping, Environmental correlates of walking and cycling, International physical activity questionnaire, social and physical environment determinants of physical activity, Physical activity and public health. Environmental and policy determinants of physical activity Table 4: Author Factor Loadings: Factor 1 Factor 2 Factor 3 Factor % Overweight children and adolescents 10.70% leisure stress coping 7.80% Environmental correlates of walking and cycling 5.90% Brownson RC Troiano RP Iwasaki Y Saelens BE Andersen LB Hamer M Hu G Bandura A Hallal PC Healy GN Stamatakis E Evenson KR Bauman AE Matthews CE Sallis JF Dunstan DW Blair SN Brown WJ Craig CL Holtermann A Lee IM Evenson KR Owen N International physical activity questionnaire Factor 5 Factor 6 Factor % social and physical environment determinants of physical activity 3.90% Physical activity and public health 3.50% Ainsworth BE Giles-Corti B Pate RR Haskell WL Bauman A Tudor-Locke C Conclusion The past decade have extensive research on leisure and health. This study investigates leisure and health research using citation and co-citation data published in SCI and SSCI 6

7 between 2006 and With a factor analysis of the co-citation data, this study maps the intellectual structure of leisure and health research, which suggests that the contemporary leisure and health research is organized along different concentrations of interests: environmental and policy determinants of physical activity, and leisure stress coping. Given that the leisure and health is still young and our analysis has shown that it has an evolving structure, it is believed that leisure and health publication outlets will gain more popularity and prestige that is required to become a more prominent academic field when we learn more about current paradigms and the key research themes in leisure and health studies, how they relate, and what they stand for. With more scholars and more resources contributing to the leisure and health area, a better academic environment conducive for research ideas crossfertilizing will be formed and leisure and health, as a field, will gain more momentum for further development. References P. J. Chang, L. Wray, Y. Lin, Social Relationships, Leisure Activity, and Health in Older, Heath Psychol. 33 (6) (2014) J. Liang, T, Yamashita, J. S. Brown, Leisure Satisfaction and Quality of Life in China, Japan, and South Korea: A Comparative Study Using Asia Barometer 2006, J. Happiness Stud. 14(3) X.L.Z. Jia, P. Zhang, R. Zhang, H. Wang, rust-based on-demand multipath routing in MANETs, IET Information Security 4(4) (2010) E. Garfield, Citation Indexing: Its Theory and Application in Science, Technology, and Humanities. New York: Wiley, H. Taylor, S. Dillon, M. van Wingen, Focus and diversity in information systems research: meeting the dual demands of a healthy applied discipline, MIS Quarterly 34(4) (2010) C. Jiang, Z. Z. Wang, T. Q. Peng, J. J. H. Zhu, The divided communities of shared concerns: Mapping the intellectual structure of e-health research in social science journals, Int. J. Medical Informatics. 84(1) (2015) J. Zang, C.M. Chen, J.X. Li, Visualizing the intellectual structure with paper reference matrices, IEEE Transactions on Visualization and Computer Graphics 15(6) (2009) C.H. Wang, Y. D. Lee, H. L. Chou, J.H. Kuo, and C. H. Identifying the Intellectual Structure of Patient Safety Studies, Computer Theory and Engineering 6(4) (2014) K.A. Walstrom, L. Leonard, Citation classics from the information systems literature, Information & Management 38 (2000) H. White, B. Griffith, Author co-citation: A literature measure of intellectual structure, Journal of the American Society for Information Science 32(3) (1981) Authors Background Your Name Title* Research Field Personal website Yi-Tsun Ho Phd candidate Leisure, health Hsing-Chau Tseng Professor Leisure, health Chen-Hsien Lin Associate Professor Leisure, health Jen-Hwa Kuo Assistant Professor Leisure, health 7

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