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. 2022 Jul:165:107317.
doi: 10.1016/j.envint.2022.107317. Epub 2022 May 23.

GPS-based activity space exposure to greenness and walkability is associated with increased accelerometer-based physical activity

Affiliations

GPS-based activity space exposure to greenness and walkability is associated with increased accelerometer-based physical activity

Oriol Marquet et al. Environ Int. 2022 Jul.

Abstract

Introduction: Built and natural environments may provide opportunities for physical activity. However, studies are limited by primarily using residential addresses to define exposure and self-report to measure physical activity. We quantified associations between global positioning systems (GPS)-based activity space measures of environmental exposure and accelerometer-based physical activity.

Methods: Using a nationwide sample of working female adults (N = 354), we obtained seven days of GPS and accelerometry data. We created Daily Path Area activity spaces using GPS data and linked these activity spaces to spatial datasets on walkability (EPA Smart Location Database at the Census block group level) and greenness (satellite vegetation at 250 m resolution). We utilized generalized additive models to examine nonlinear associations between activity space exposures and accelerometer-derived physical activity outcomes adjusted for demographic characteristics, socioeconomic factors, and self-rated health.

Results: Higher activity space walkability was associated with higher levels of moderate-vigorous physical activity, and higher activity space greenness was associated with greater numbers of steps per week. No strong relationships were observed for sedentary behavior or light physical activity. Highest levels of moderate-vigorous physical activity were observed for participants with both high walkability and high greenness in their activity spaces.

Conclusion: This study contributes evidence that higher levels of physical activity occur in environments with more dense, diverse, and well-connected built environments, and with higher amounts of vegetation. These data suggest that urban planners, landscape architects, and policy makers should implement and evaluate environmental interventions to encourage higher levels of physical activity.

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Conflict of interest statement

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

Figures

Fig. 1.
Fig. 1.
Example of GPS data, daily path area activity spaces, and greenness.
Fig. 2.
Fig. 2.
Fully-adjusted spline models for 200 m daily path area greenness and walkability and different measures of physical activity (PA) (sedentary behavior, light PA, moderate-vigorous PA, avg steps per day).
Fig. 3.
Fig. 3.
Interactions between greenness and walkability for a. Sedentary minutes; b. Light physical activity; c. Moderate-vigorous physical activity; d. Steps.

References

    1. Almanza E, Jerrett M, Dunton GF, Seto E, Ann PM, 2012. A study of community design, greenness, and physical activity in children using satellite, GPS and accelerometer data. Heal Place. 18 (1), 46–54. 10.1016/j.healthplace.2011.09.003. - DOI - PMC - PubMed
    1. Andersen HB, Christiansen LB, Klinker CD, Ersbøll AK, Troelsen J, Kerr J, Schipperijn J, 2017. Increases in use and activity due to urban renewal: effect of a natural experiment. Am. J. Prev. Med 53 (3), e81–e87. 10.1016/j.amepre.2017.03.010. - DOI - PubMed
    1. Bedimo-Rung AL, Mowen AJ, Cohen DA, 2005. The significance of parks to physical activity and public health. A conceptual model. Am. J. Prev. Med 28 (2S2), 159–168. 10.1016/j.ampre.2004.10.024. - DOI - PubMed
    1. Carlson JA, Jankowska MM, Meseck Kristin, Godbole Suneeta, Natarajan Loki, Raab Fredric, Demchak Barry, Patrick Kevin, Kerr Jacqueline, 2015. Validity of PALMS GPS scoring of active and passive travel compared with SenseCam. Med. Sci. Sports Exerc 47 (3), 662–667. 10.1249/MSS.0000000000000446. - DOI - PMC - PubMed
    1. Carroll ML, DiMiceli CM, Sohlberg RA, 2004. Townshend JRG. 250m MODIS Normalized Difference Vegetation Index, Published online 2004.

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