Publication

Characterizing the Rural Opioid Use Environment in Kentucky Using Google Earth: Virtual Audit

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Last modified
  • 05/15/2025
Type of Material
Authors
    Natalie Crawford, Emory UniversityRegine Haardoerfer, Emory UniversityHannah Cooper, Emory UniversityIzraelle McKinnon, Emory UniversityCarla Jones-Harrell, Emory UniversityApril Ballard, Emory UniversitySierra Shantel von Hellens, Morehead State UniversityApril Young, Emory University
Language
  • English
Date
  • 2019-10-04
Publisher
  • JMIR Publications
Publication Version
Copyright Statement
  • © Natalie Danielle Crawford, Regine Haardöerfer, Hannah Cooper, Izraelle McKinnon, Carla Jones-Harrell, April Ballard, Sierra Shantel von Hellens, April Young.
License
Final Published Version (URL)
Title of Journal or Parent Work
ISSN
  • 1438-8871
Volume
  • 21
Issue
  • 10
Start Page
  • e14923
End Page
  • e14923
Grant/Funding Information
  • The authors would like to acknowledge their funding sources: NIDA R21 DA042727-01 and the Emory University Prevention Science Core Center for AIDS Research (P30AI050409).
Abstract
  • Background: The opioid epidemic has ravaged rural communities in the United States. Despite extensive literature relating the physical environment to substance use in urban areas, little is known about the role of physical environment on the opioid epidemic in rural areas. Objective: This study aimed to examine the reliability of Google Earth to collect data on the physical environment related to substance use in rural areas. Methods: Systematic virtual audits were performed in 5 rural Kentucky counties using Google Earth between 2017 and 2018 to capture land use, health care facilities, entertainment venues, and businesses. In-person audits were performed for a subset of the census blocks. Results: We captured 533 features, most of which were images taken before 2015 (71.8%, 383/533). Reliability between the virtual audits and the gold standard was high for health care facilities (>83%), entertainment venues (>95%), and businesses (>61%) but was poor for land use features (>18%). Reliability between the virtual audit and in-person audit was high for health care facilities (83%) and entertainment venues (62%) but was poor for land use (0%) and businesses (12.5%). Conclusions: Poor reliability for land use features may reflect difficulty characterizing features that require judgment or natural changes in the environment that are not reflective of the Google Earth imagery because it was captured several years before the audit was performed. Virtual Google Earth audits were an efficient way to collect rich neighborhood data that are generally not available from other sources. However, these audits should use caution when the images in the observation area are dated.
Author Notes
  • Natalie Danielle Crawford, Department of Behavioral Sciences and Health Education, Rollins School of Public Health, Emory University, 1518 Clifton Road, Atlanta, GA, United States, Phone: 1 4047429445, Email: ndcrawford@emory.edu
Keywords
Research Categories
  • Health Sciences, Public Health

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