title: Association between Natural Resources for Outdoor Activities and Physical Inactivity: Results from the Contiguous United States.
abstract: Protected areas including national/state parks and recreational waters are excellent natural resources that promote physical activity and interaction with Nature, which can relieve stress and reduce disease risk. Despite their importance, however, their contribution to human health has not been properly quantified. This paper seeks to evaluate quantitatively how national/state parks and recreational waters are associated with human health and well-being, taking into account of the spatial dependence of environmental variables for the contiguous U.S., at the county level. First, we describe available natural resources for outdoor activities (ANROA), using national databases that include features from the Protected Areas Database, NAVSTREETS, and ATTAINSGEO 305(b) Waters. We then use spatial regression techniques to explore the association of ANROA and socioeconomic status factors on physical inactivity rates. Finally, we use variance analysis to analyze ANROA's influence on income-related health inequality. We found a significantly negative association between ANROA and the rate of physical inactivity: ANROA and the spatial effect explained 69%, nationwide, of the variation in physical inactivity. Physical inactivity rate showed a strong spatial dependence-influenced not only by its own in-county ANROA, but also by that of its neighbors ANROA. Furthermore, community groups at the same income level and with the highest ANROA, always had the lowest physical inactivity rate. This finding may help to guide future land use planning and community development that will benefit human health and well-being.
authors.affiliation: USEPA Office of Research and Development, National Exposure Research Laboratory, 109 T. W. Alexander Dr., Research Triangle Park, NC 27711, USA. enaj1125@gmail.com.
authors.forename: Yan
authors.initials: Y
authors.lastname: Jiang
authors.affiliation: USEPA Office of Research and Development, National Exposure Research Laboratory, 109 T. W. Alexander Dr., Research Triangle Park, NC 27711, USA. yuan.yongping@epa.gov.
authors.forename: Yongping
authors.initials: Y
authors.lastname: Yuan
authors.affiliation: USEPA Office of Research and Development, National Exposure Research Laboratory, 109 T. W. Alexander Dr., Research Triangle Park, NC 27711, USA. neale.anne@epa.gov.
authors.forename: Anne
authors.initials: A
authors.lastname: Neale
authors.affiliation: USEPA Office of Research and Development, National Exposure Research Laboratory, 109 T. W. Alexander Dr., Research Triangle Park, NC 27711, USA. jackson.laura@epa.gov.
authors.forename: Laura
authors.initials: L
authors.lastname: Jackson
authors.affiliation: USEPA Office of Research and Development, National Exposure Research Laboratory, 109 T. W. Alexander Dr., Research Triangle Park, NC 27711, USA. mehaffey.megan@epa.gov.
authors.forename: Megan
authors.initials: M
authors.lastname: Mehaffey
mesh_terms: D000328:Adult; D015444:Exercise; D054624:Health Status Disparities; D006801:Humans; D007182:Income; D008297:Male; D000067936:Natural Resources / Q000600:supply & distribution*; D011998:Recreation; D012044:Regression Analysis; D012111:Residence Characteristics; D012923:Social Class; D012959:Socioeconomic Factors; D014481:United States
keywords: community health; physical inactivity; protected areas; spatial autocorrelation; spatial lag model