Evidence map›Paper›PMID 30037592›Full record

ArticleSocial science & medicine (1982)2019

Community-engaged development of a GIS-based healthfulness index to shape health equity solutions.

Richard C Sadler, Christopher Hippensteel, Victoria Nelson, Ella Greene-Moton, C Debra Furr-Holden

Abstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Geo-Enabling Public Health: A Systematic Review of GIS Applications.Advances in experimental medicine and biology · 2026
    Pooled it
  2. Article
  3. Using an asset mapping approach to evaluate the reach of community-level health equity interventions.Archives of public health = Archives belges de sante publique · 2026
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  7. Review
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  11. Mapping the Way to Good Health: The Interdisciplinary Challenges of Geographers in Medical Research.International journal of environmental research and public health · 2022
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Richard C SadlerDivision of Public Health, Michigan State University, USA. Electronic address: sadlerr@msu.edu.
Christopher HippensteelDivision of Public Health, Michigan State University, USA.
Victoria NelsonDivision of Public Health, Michigan State University, USA.
Ella Greene-MotonDivision of Public Health, Michigan State University, USA.
C Debra Furr-HoldenDivision of Public Health, Michigan State University, USA.

Funding

The Flint Center for Health Equity SolutionsU54MD011227 · NIMHD · MICHIGAN STATE UNIVERSITY · PI SADLER, RICHARD CASEY · 2016 to 2020
$10.7M
NIMHD NIH HHS U54 MD011227
6 · The paper itself

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.

Indexed as

Community ParticipationGeographic Information SystemsHealth Information SystemsBuilt EnvironmentCitiesHealth EquityHealth PromotionHealth Status DisparitiesHumansMichiganResidence CharacteristicsSocial Determinants of HealthAnalytic hierarchy processExpert opinionFlintGeographic information systemsHealth equityMultiple-criteria decision analysisNeeds assessment

Identifiers

PMID30037592
PMCPMC6339605

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Registered trials

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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.