ArticleSocial science & medicine (1982)2019
Community-engaged development of a GIS-based healthfulness index to shape health equity solutions.
Article in Social science & medicine (1982), 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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The trial behind it
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Geo-Enabling Public Health: A Systematic Review of GIS Applications.Advances in experimental medicine and biology · 2026Pooled it
- A quantitative intersectional approach to measuring change in built environment amenities and the association with mortality in U.S. counties.Social science & medicine (1982) · 2026Article
- Using an asset mapping approach to evaluate the reach of community-level health equity interventions.Archives of public health = Archives belges de sante publique · 2026Article
- Assessing spatial equity in integrated health care facilities for older adults: a case study in the metropolis of Guangzhou, China.Frontiers in public health · 2026Article
- Article
- Benefits and challenges of geographic information systems (GIS) for data-driven outreach in black communities experiencing overdose disparities: results of a stakeholder focus group.BMC public health · 2024Article
- Using community-based geographical information system (GIS) to recruit older Asian Americans in an Alzheimer's disease study.BMJ open · 2023Review
- Outcomes of State Targeted/Opioid Response Grants and the Medication First Approach: Evidence of Racial Inequities in Improved Treatment Access and Retention.Substance abuse · 2023Article
- Examining Increasing Racial Inequities in Opioid Overdose Deaths: a Spatiotemporal Analysis of Black and White Decedents in St. Louis, Missouri, 2011-2021.Journal of urban health : bulletin of the New York Academy of Medicine · 2023Article
- The intersection of neighborhood and race in urban adolescent health risk behaviors.Journal of community psychology · 2023Article
- Mapping the Way to Good Health: The Interdisciplinary Challenges of Geographers in Medical Research.International journal of environmental research and public health · 2022Article
- Assessing Response Readiness to Health Emergencies: A Spatial Evaluation of Health and Socio-Economic Justice in Pakistan.Social indicators research · 2022Article
- The good, the bad, and the environment: developing an area-based measure of access to health-promoting and health-constraining environments in New Zealand.International journal of health geographics · 2021Article
- Right Sizing Flint's Infrastructure in the Wake of the Flint Water Crisis Would Constitute an Additional Environmental Injustice.Journal of the American Planning Association. American Planning Association · 2021Article
- The Population Health OutcomEs aNd Information EXchange (PHOENIX) Program - A Transformative Approach to Reduce the Burden of Chronic Disease.Online journal of public health informatics · 2020Article
- Dissemination through trusted credible messengers: 133 weeks of the Flint Community Webinar on COVID-19.Implementation research and practiceArticle
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
Addressing health disparities requires both community engagement and an understanding of the social determinants of health. Although elements of the built environment can influence behavior change in public health interventions, such determinants have not been explicitly teased out via participatory mapping. An opportunity exists to integrate community voice in the development of such metrics. To fill this gap and inform the deployment of public health interventions in the Flint (USA) Center for Health Equity Solutions (FCHES), we created a means of assessing spatially-varying community needs and assets in a geographic information system (GIS), what we refer to as a healthfulness index. We engaged community and academic partners in their expert opinions on features of Flint's built environment that may promote or inhibit healthy behaviors via a multiple-criteria decision analysis framework. Experts selected from and ranked 29 variables in 6 categories (including amenities, environment, greenspace, housing, infrastructure, and social issues) using the analytic hierarchy process. The resulting matrices of expert opinions were aggregated and appended as weights for each variable's corresponding map layer. When combined through map algebra, composite scores yield spatially-varying healthfulness indices which signal any neighborhood's relative health promoting qualities (along a 0-100 scale). Results varied substantially across Flint, with the middle belt scoring highest and older neighborhoods in the northeast and north center of the city scoring lowest. Scores were aggregated to 38 Flint neighborhoods; for each of two project-specific indices, these ranged from lows of 38.7 (Hilborn Park) and 41.8 (Columbia Heights) to highs of 52.9 (College Cultural) and 58.0 (University Ave Corridor). We hypothesize that-even when controlling for individual-level factors-we will measure better and more sustained behavior change among participants living in neighborhoods with high healthfulness scores. Future work will examine this hypothesis and determine the importance of such indices in other similar communities.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.