ArticleJAMA network open2023
Association of Neighborhood Racial and Ethnic Composition and Historical Redlining With Built Environment Indicators Derived From Street View Images in the US.
Article in JAMA network open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers, 2 of them syntheses that pooled it.
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Who cites it
44 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A systematic review of co-ethnic exposure and cardiometabolic outcomes in racial and ethnic minoritized populations.Public health reviews · 2026Pooled it
- A systematic review of historic neighborhood redlining and contemporary health outcomes.Public health · 2025Pooled it
- Census Block Group Demographics, Mobility Patterns, and Pharmacy Visits.JAMA network open · 2026Article
- A decomposition analysis to evaluate the role of social, chemical, and neighborhood factors on the Black/White disparity in preterm birth in Greater Houston, Texas.Environmental epidemiology (Philadelphia, Pa.) · 2026Article
- Association Between Racial Equity Plans and Political and Sociodemographic Factors in US Cities.Journal of racial and ethnic health disparities · 2026Article
- Objectively Measured Life Space Using Participants' Mobile Phones: Cross-Sectional Study.JMIR formative research · 2026Article
- Upstream Drivers of Poor Cardiovascular Health Among Black and White Americans.Journal of general internal medicine · 2026Article
- Racial-Ethnic Residential Segregation and Sleep Health among US Adults: Associations by Race and Ethnicity, Sex/Gender, and Neighborhood-Level Poverty.Journal of racial and ethnic health disparities · 2026Article
- Race and Neighborhood Access to Retailers Offering SNAP Incentives for Produce.JAMA network open · 2026Article
- Historical Neighborhood Redlining and Fertility in a Cohort of US Black Women.Epidemiology (Cambridge, Mass.) · 2026Article
- Street view-derived city built environment and vulnerability to temperature extremes: a nationally representative population-based cohort study.BMC medicine · 2025Article
- Neighborhood disadvantage and fecundability in a cohort of US Black women.Environmental epidemiology (Philadelphia, Pa.) · 2025Article
- Does Neighborhood Redevelopment Reduce Obesity? Evidence From Jordan Downs in Watts, Los Angeles.Obesity (Silver Spring, Md.) · 2025Article
- Exploring the role of green space in mitigating childhood opportunity across the U.S.Scientific reports · 2025Article
- Living in historically redlined neighborhoods and biological aging among older adults.The journals of gerontology. Series A, Biological sciences and medical sciences · 2025Article
- The impact of the Social Exposome in Cardiovascular Health and Disease.Journal of precision medicine (Amsterdam, Netherlands) · 2025Article
- Association between population level social risk factors and prevalence of diabetes.BMC health services research · 2025Article
- Electricity inaccessibility across historically redlined and present-day disadvantaged areas in New York City.Journal of exposure science & environmental epidemiology · 2025Article
- Socioeconomic Disadvantage, All-Cause and Cause-Specific Mortality in Patients Treated With Maintenance Dialysis: A Mediation Analysis of Geographical Inequity and Multimorbidity.Kidney medicine · 2025Article
- Cumulative neighborhood disadvantage and racial and geographic disparities in epigenetic aging.SSM - population health · 2025Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
Importance: Racist policies (such as redlining) create inequities in the built environment, producing racially and ethnically segregated communities, poor housing conditions, unwalkable neighborhoods, and general disadvantage. Studies on built environment disparities are usually limited to measures and data that are available from existing sources or can be manually collected. Objective: To use built environment indicators generated from online street-level images to investigate the association among neighborhood racial and ethnic composition, the built environment, and health outcomes across urban areas in the US. Design, Setting, and Participants: This cross-sectional study was conducted using built environment indicators derived from 164 million Google Street View images collected from November 1 to 30, 2019. Race, ethnicity, and socioeconomic data were obtained from the 2019 American Community Survey (ACS) 5-year estimates; health outcomes were obtained from the Centers for Disease Control and Prevention 2020 Population Level Analysis and Community Estimates (PLACES) data set. Multilevel modeling and mediation analysis were applied. A total of 59 231 urban census tracts in the US were included. The online images and the ACS data included all census tracts. The PLACES data comprised survey respondents 18 years or older. Data were analyzed from May 23 to November 16, 2022. Main Outcomes and Measures: Model-estimated association between image-derived built environment indicators and census tract (neighborhood) racial and ethnic composition, and the association of the built environment with neighborhood racial composition and health. Results: The racial and ethnic composition in the 59 231 urban census tracts was 1 160 595 (0.4%) American Indian and Alaska Native, 53 321 345 (19.5%) Hispanic, 462 259 (0.2%) Native Hawaiian and other Pacific Islander, 17 166 370 (6.3%) non-Hispanic Asian, 35 985 480 (13.2%) non-Hispanic Black, and 158 043 260 (57.7%) non-Hispanic White residents. Compared with other neighborhoods, predominantly White neighborhoods had fewer dilapidated buildings and more green space indicators, usually associated with good health, and fewer crosswalks (eg, neighborhoods with predominantly minoritized racial or ethnic groups other than Black residents had 6% more dilapidated buildings than neighborhoods with predominantly White residents). Moreover, the built environment indicators partially mediated the association between neighborhood racial and ethnic composition and health outcomes, including diabetes, asthma, and sleeping problems. The most significant mediator was non-single family homes (a measure associated with homeownership), which mediated the association between neighborhoods with predominantly minority racial or ethnic groups other than Black residents and sleeping problems by 12.8% and the association between unclassified neighborhoods and asthma by 24.2%. Conclusions and Relevance: The findings in this cross-sectional study suggest that large geographically representative data sets, if used appropriately, may provide novel insights on racial and ethnic health inequities. Quantifying the impact of structural racism on social determinants of health is one step toward developing policies and interventions to create equitable built environment resources.
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