Who Goes to Metropolitan Parks? A Latent Class Analysis Approach to Understanding Park Visitation

References

• Akaike, H. (1987). Factor-analysis and AIC. Psychometrika, 52(3), 317–332.
   Web of Science ®Google Scholar
• Annerstedt, M., Ostergren, P. O., Bjork, J., Grahn, P., Skarback, E., & Wahrborg, P. (2012). Green qualities in the neighbourhood and mental health-results from a longitudinal cohort study in Southern Sweden. European Journal of Public Health, 22, 275–276.
   Web of Science ®Google Scholar
• Bacher, J. (2000). A probabilistic clustering model for variables of mixed type. Quality & Quantity, 34(3), 223–235.
   Web of Science ®Google Scholar
• Ball, K., Bauman, A., Leslie, E., & Owen, N. (2001). Perceived environmental aesthetics and convenience and company are associated with walking for exercise among Australian adults. Preventive Medicine, 33, 434–440.
   PubMed Web of Science ®Google Scholar
• Besenyi, G. M., Kaczynski, A. T., Wilhelm Stanis, S. A., & Vaughan, K. B. (2013). Demographic variations in observed energy expenditure across park activity areas. Preventive Medicine, 56(1), 79–81.
   PubMed Web of Science ®Google Scholar
• Child, S. Y., McKenzie, T. L., Arredondo, E. M., Elder, J. P., Martinez, S. M., & Ayala, G. A. (2014). Associations between park facilities, user demographics, and physical activity levels at San Diego county parks. Journal of Park and Recreation Administration, 32, 68–81.
   Google Scholar
• Christian, H., Westgarth, C., Bauman, A., Richards, E. A., Rhodes, R. E., Evenson, K. R., … Thorpe, R. J., Jr. (2013). Dog ownership and physical activity: A review of the evidence. Journal of Physical Activity and Health, 10(5), 750–759.
   PubMed Web of Science ®Google Scholar
• Cohen, D., Han, B., Derose, K. P., Williamson, S., Marsh, T., Rudick, J., & McKenzie, T. L. (2012). Neighborhood poverty, park use, and park-based physical activity in a Southern California city. Social Science and Medicine, 75(12), 2317–2325.
   PubMed Web of Science ®Google Scholar
• Cohen, D., Marsh, T., Williamson, S., Derose, K. P., Martinez, H., Setodji, C., & McKenzie, T. L. (2010). Parks and physical activity: Why are some parks used more than others? Preventive Medicine, 50(Suppl), S9–12.
   PubMed Web of Science ®Google Scholar
• Collins, L. M., & Lanza, S. T. (2010). Latent class and latent transition analysis: With applications in the social, behavioral, and health sciences. Hoboken, NJ: Wiley & Sons.
   Google Scholar
• Ferdinand, A., Sen, B., Rahurkar, S., Engler, S., & Menachemi, N. (2012). The relationship between built environments and physical activity: A systematic review. American Journal of Public Health, 102(10), e7–13.
   PubMed Web of Science ®Google Scholar
• Floyd, M. F., Bocarro, J. N., Smith, W. R., Baran, P. K., Moore, R. C., Cosco, N. G., … Fang, K. (2011). Park-based physical activity among children and adolescents. American Journal of Preventive Medicine, 41(3), 258–265.
   PubMed Web of Science ®Google Scholar
• Floyd, M. F., Spengler, J. O., Maddock, J. E., Gobster, P. H., & Suau, L. J. (2008a). Environmental and social correlates of physical activity in neighbourhood parks: An observational study in Tampa and Chicago. Leisure Sciences, 30, 360–375.
   Web of Science ®Google Scholar
• Floyd, M. F., Spengler, J. O., Maddock, J. E., Gobster, P. H., & Suau, L. J. (2008b). Park-based physical activity in diverse communities of two U.S. cities: An observational study. American Journal of Preventive Medicine, 34(4), 299–305.
   PubMed Web of Science ®Google Scholar
• Giles-Corti, B., Broomhall, M., Knuiman, M., Collins, C., Douglas, K., Ng, K., … Donovan, R. (2005). Increased walking. How important is distance to, attractiveness, and size of public open space? American Journal of Preventive Medicine, 28(2S2), 169–176.
   PubMed Web of Science ®Google Scholar
• Gobster, P. H. (2002). Managing urban parks for a racially and ethnically diverse clientele. Leisure Sciences, 24(2), 143–159.
   Web of Science ®Google Scholar
• Grow, H. M., Saelens, B. E., Kerr, J., Durant, N. H., Norman, G. J., & Sallis, J. F. (2008). Where are youth active? Roles of proximity, active transport, and built environment. Medicine and Science in Sports and Exercise, 40(12), 2071–2079.
   PubMed Web of Science ®Google Scholar
• Hagenaars, J. A., & McCutcheon, A. (2002). Applied latent class analysis. Cambridge, UK: Cambridge University Press.
   Google Scholar
• Ho, C., Sasidharan, V., Elmendorf, W., Willits, F., Graefe, A., & Godbey, G. (2005). Gender and ethnic variations in urban park preferences, visitation, and perceived benefits. Journal of Leisure Research, 37, 281–306.
   Web of Science ®Google Scholar
• Joseph, R. P., & Maddock, J. E. (2016). Observational park-based physical activity studies: A systematic review of the literature. Preventive Medicine, 89, 257–277.
   PubMed Web of Science ®Google Scholar
• Kaczynski, A. T., & Henderson, K. A. (2007). Environmental correlates of physical activity: A review of evidence about parks and recreation. Leisure Sciences, 29(4), 315–354.
   Web of Science ®Google Scholar
• Kaczynski, A. T., Potwarka, L. R., Smale, B. J. A., & Havitz, M. E. (2009). Association of parkland proximity with neighborhood and park-based physical activity: Variations by gender and age. Leisure Sciences, 31(2), 174–191.
   Web of Science ®Google Scholar
• Kaczynski, A. T., Wilhelm Stanis, S. A., Hastmann, T. J., & Besenyi, G. M. (2011). Variations in observed park physical activity intensity level by gender, race, and age: Individual and joint effects. Journal of Physical Activity and Health, 8(Suppl 2), S151–160.
   PubMed Web of Science ®Google Scholar
• Kemperman, A. D. A. M., & Timmermans, H. J. P. (2006). Heterogeneity in urban park use of aging visitors: A latent class analysis. Leisure Sciences, 28, 57–71.
   Web of Science ®Google Scholar
• Koohsari, M. J., Kaczynski, A. T., Giles-Corti, B., & Karakiewicz, J. A. (2013). Effects of access to public open spaces on walking: Is proximity enough? Landscape and Urban Planning, 117, 92–99.
   Web of Science ®Google Scholar
• Koohsari, M. J., Karakiewicz, J. A., & Kaczynski, A. T. (2013). Public open space and walking: The role of proximity, perceptual qualities of the surrounding built environment, and street configuration. Environment & Behavior, 45(6), 706–736.
   Web of Science ®Google Scholar
• Lanza, S. T., Collins, L. M., Lemmon, D. R., & Schafer, J. L. (2007). PROC LCA: A SAS procedure for latent class analysis. Structural Equation Modeling-a Multidisciplinary Journal, 14(4), 671–694.
   PubMed Web of Science ®Google Scholar
• Lee, A. C., & Maheswaran, R. (2011). The health benefits of urban green spaces: A review of the evidence. Journal of Public Health, 33(2), 212–222.
   PubMed Web of Science ®Google Scholar
• Lee, I. M., Shiroma, E. J., Lobelo, F., Puska, P., Blair, S. N., & Katzmarzyk, P. T. (2012). Effect of physical inactivity on major non-communicable diseases worldwide: an analysis of burden of disease and life expectancy. Lancet, 380, 219–229.
   PubMed Web of Science ®Google Scholar
• Liu, J., Kim, J., Colabianchi, N., Ortaglia, A., & Pate, R. R. (2010). Co-varying patterns of physical activity and sedentary behaviors and their long-term maintenance among adolescents. Journal of Physical Activity and Health, 7(4), 465–474.
   PubMed Web of Science ®Google Scholar
• Lubke, G. H., & Muthen, B. (2005). Investigating population heterogeneity with factor mixture models. Psychological Methods, 10(1), 21–39.
   PubMed Web of Science ®Google Scholar
• McCormack, G. R., Rock, M., Swanson, K., Burton, L., & Massolo, A. (2014). Physical activity patterns in urban neighborhood parks: Insights from a multiple case study. BMC Public Health, 14.
   PubMed Web of Science ®Google Scholar
• Mitchell, R. (2013). Is physical activity in natural environments better for mental health than physical activity in other environments? Social Science and Medicine, 91, 130–134.
   PubMed Web of Science ®Google Scholar
• Moore, S. (2010). Associations among park use, age, social participation, and neighborhood age composition in Montreal. Leisure Sciences, 32, 318–336.
   Web of Science ®Google Scholar
• Mowen, A. J., Trauntvein, N. E., Graete, A. R., & Son, J. S. (2012). The influence of visitor characteristics on state park physical activity levels. Journal of Park and Recreation Administration, 30, 19–40.
   Google Scholar
• Muthen, B., & Asparouhov, T. (2009). Multilevel regression mixture analysis. Journal of the Royal Statistical Society Series A (Statistics in Society), 172, 639–657.
   Web of Science ®Google Scholar
• Muthén, L., & Muthén, B. (1998). Mplus user's guide (6th ed.). Los Angeles, CA: Muthén & Muthén.
   Google Scholar
• Pretty, J., Peacock, J., Sellens, M., & Griffin, M. (2005). The mental and physical health outcomes of green exercise. International Journal of Environmental Health Research, 15(5), 319–337.
   PubMed Web of Science ®Google Scholar
• Price, A. E., Reed, J. A., Grost, L., Harvey, C., & Mantinan, K. (2013). Travel to and use of twenty-one Michigan trails. Preventive Medicine, 56(3–4), 234–236.
   PubMed Web of Science ®Google Scholar
• Price, A. E., Reed, J. A., & Muthukrishnan, S. (2012). Trail user demographics, physical activity behaviors, and perceptions of a newly constructed greenway trail. Journal of Community Health, 37(5), 949–956.
   PubMed Web of Science ®Google Scholar
• Ramaswamy, V., Desarbo, W. S., Reibstein, D. J., & Robinson, W. T. (1993). An empirical pooling approach for estimating marketing mix elasticities with Pims data. Marketing Science, 12(1), 103–124.
   Web of Science ®Google Scholar
• Reed, J. A., Price, A. E., Grost, L., & Mantinan, K. (2012). Demographic characteristics and physical activity behaviors in sixteen Michigan parks. Journal of Community Health, 37(2), 507–512.
   PubMed Web of Science ®Google Scholar
• Salmon, J., Timperio, A., Chu, B., & Veitch, J. (2010). Dog ownership, dog walking, and children's and parents' physical activity. Research Quarterly in Exercise and Sport, 81(3), 264–271.
   PubMed Web of Science ®Google Scholar
• Schipperijn, J., Bentsen, P., Troelsen, J., Toftager, M., & Stigsdotter, U. K. (2013). Associations between physical activity and characteristics of urban green space. Urban Forestry and Urban Greening, 12(1), 109–116.
   Web of Science ®Google Scholar
• Schwarz, G. (1978). Estimating dimension of a model. Annals of Statistics, 6(2), 461–464.
   Web of Science ®Google Scholar
• Shiffman, S. (2014). Conceptualizing analyses of ecological momentary assessment data. Nicotine and Tobacco Research, 16(Suppl 2), S76–87.
   PubMed Web of Science ®Google Scholar
• Shores, K. A., & West, S. T. (2008). The relationship between built park environments and physical activity in four park locations. Journal of Public Health Management Practice, 14(3), e9–16.
   PubMedGoogle Scholar
• Sodergren, M., Wang, W. C., Salmon, J., Ball, K., Crawford, D., & McNaughton, S. A. (2014). Predicting healthy lifestyle patterns among retirement age older adults in the WELL study: A latent class analysis of sex differences. Maturitas, 77(1), 41–46.
   PubMed Web of Science ®Google Scholar
• Spengler, J. O., Floyd, M. F., Maddock, J. E., Gobster, P. H., Suau, L. J., & Norman, G. J. (2011). Correlates of park-based physical activity among children in diverse communities: Results from an observational study in two cities. American Journal of Health Promotion, 25(5), e1–9.
   PubMedGoogle Scholar
• Sugiyama, T., Francis, J., Middleton, N. J., Owen, N., & Giles-Corti, B. (2010). Associations between recreational walking and attractiveness, size, and proximity of neighborhood open spaces. American Journal of Public Health, 100(9), 1752–1757.
   PubMed Web of Science ®Google Scholar
• Tinsley, H. E. A., & Tinsley, D. J. (2002). Park usage, social milieu, and psychosocial benefits of park use reported by older urban park users from four ethnic groups. Leisure Sciences, 24, 199–218.
   Web of Science ®Google Scholar
• Van Hecke, L., Deforche, B., Van Dyck, D., De Bourdeaudhuij, I., Veitch, J., & Van Cauwenberg, J. (2016). Social and physical environmental factors influencing adolescents' physical activity in urban public open spaces: A qualitative study using walk-along interviews. PLoS One, 11(5), e0155686. doi:10.1371/journal.pone.0155686
   PubMed Web of Science ®Google Scholar
• Veitch, J., Bagley, S., Ball, K., & Salmon, J. (2006). Where do children usually play? A qualitative study of parents' perceptions of influences on children's active free-play. Health Place, 12(4), 383–393.
   PubMed Web of Science ®Google Scholar
• Veitch, J., Ball, K., Crawford, D., Abbott, G., & Salmon, J. (2013). Is park visitation associated with leisure-time and transportation physical activity? Preventive Medicine, 57(5), 732–734.
   PubMed Web of Science ®Google Scholar
• Veitch, J., Ball, K., Crawford, D., Abbott, G. R., & Salmon, J. (2012). Park improvements and park activity: A natural experiment. American Journal of Preventive Medicine, 42(6), 616–619.
   PubMed Web of Science ®Google Scholar
• Veitch, J., Carver, A., Abbott, G., Giles-Corti, B., Timperio, A., & Salmon, J. (2015). How active are people in metropolitan parks? An observational study of park visitation in Australia. BMC Public Health, 15, 610.
   PubMed Web of Science ®Google Scholar
• Veitch, J., Salmon, J., & Ball, K. (2010). Individual, social and physical environmental correlates of children's active free-play: A cross-sectional study. International Journal of Behavioral Nutrtion and Physical Activity, 7, 11.
   PubMed Web of Science ®Google Scholar
• Veitch, J., Wang, W. C., Salmon, J., Carver, A., Giles-Corti, B., & Timperio, A. (2014). A natural experiment to examine the impact of park renewal on park-use and park-based physical activity in a disadvantaged neighborhood: The REVAMP study methods. BMC Public Health, 14, 600.
   PubMed Web of Science ®Google Scholar
• Wilhelm Stanis, S. A., Schneider, I. E., & Russell, K. C. (2009). Leisure time physical activity of park visitors: Retesting constraint models in adoption and maintenance stages. Leisure Sciences, 31(3), 287–304.
   Web of Science ®Google Scholar