Assessing greenspace and cardiovascular health through deep-learning analysis of street-view imagery in a cohort of US children.

Journal: Environmental research
PMID:

Abstract

BACKGROUND: Accurately capturing individuals' experiences with greenspace at ground-level can provide valuable insights into their impact on children's health. However, most previous research has relied on coarse satellite-based measurements.

Authors

  • Li Yi
    State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Engineering Research Center for Bio-enzyme Catalysis, Hubei Key Laboratory of Industrial Biotechnology, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, College of Life Sciences, Hubei University, Wuhan, 430062, China. Electronic address: liyi@hubu.edu.cn.
  • Sheryl Rifas-Shiman
    Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA.
  • Marcia Pescador Jimenez
    Department of Epidemiology, Boston University School of Public of Health, Boston, MA, USA.
  • Pi-I Debby Lin
    Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA.
  • Esra Suel
    School of Public Health, Imperial College London, London, UK. esra.suel@imperial.ac.uk.
  • Perry Hystad
    College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA. Perry.Hystad@oregonstate.edu.
  • Andrew Larkin
    College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA.
  • Steve Hankey
    School of Public and International Affairs, Virginia Tech, Blacksburg, VA, USA.
  • Wenwen Zhang
    Rutgers, the State University of New Jersey, New Brunswick, NJ, USA.
  • Jochem Klompmaker
    Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Channing Division of Network Medicine, Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
  • Emily Oken
    Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA; Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA, USA.
  • Marie-France Hivert
    Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA; Diabetes Unit, Massachusetts General Hospital, Boston, MA, USA.
  • Izzuddin Aris
    Division of Chronic Disease Research Across the Lifecourse, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, USA.
  • Peter James
    Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, 02215, USA.