Measuring and modelling perceptions of the built environment for epidemiological research using crowd-sourcing and image-based deep learning models.

Journal: Journal of exposure science & environmental epidemiology
PMID: 36369372

Abstract

BACKGROUND: Perceptions of the built environment, such as nature quality, beauty, relaxation, and safety, may be key factors linking the built environment to human health. However, few studies have examined these types of perceptions due to the difficulty in quantifying them objectively in large populations.

Authors

  • Andrew Larkin
    College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA.
  • Ajay Krishna
    College of Engineering, Oregon State University, Corvallis, OR, USA.
  • Lizhong Chen
    College of Engineering, Oregon State University, Corvallis, OR, USA.
  • Ofer Amram
    Elson S. Floyd College of Medicine, Washington State University, Health Sciences Spokane, Spokane, WA, USA.
  • Ally R Avery
    Elson S. Floyd College of Medicine, Washington State University, Health Sciences Spokane, Spokane, WA, USA.
  • Glen E Duncan
    Elson S. Floyd College of Medicine, Washington State University, Health Sciences Spokane, Spokane, WA, USA.
  • Perry Hystad
    College of Public Health and Human Sciences, Oregon State University, Corvallis, OR, USA. Perry.Hystad@oregonstate.edu.

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