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Blatt LR, Sadler RC, Jones EJ, Miller P, Hunter-Rue DS, Votruba-Drzal E. Historical Structural Racism in the Built Environment and Contemporary Children's Opportunities. Pediatrics 2024; 153:e2023063230. [PMID: 38192230 DOI: 10.1542/peds.2023-063230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/13/2023] [Indexed: 01/10/2024] Open
Abstract
BACKGROUND AND OBJECTIVES There are well-documented links between structural racism and inequities in children's opportunities. Yet, when it comes to understanding the role of the built environment, a disproportionate focus on redlining obscures other historical policies and practices such as blockbusting, freeway displacement, and urban renewal that may impact contemporary child development. We hypothesized that historical structural racism in Allegheny County, Pennsylvania's, built environment would be associated with fewer contemporary educational, socioeconomic, and health opportunities. We also hypothesized that these measures would explain more collective variance in children's opportunities than redlining alone. METHODS We used geospatial data from the US Census, Mapping Inequality Project, and other archival sources to construct historical measures of redlining, blockbusting, freeway displacement, and urban renewal in ArcGIS at the census tract level. These were linked with data from the Child Opportunity Index 2.0 to measure children's opportunities across domains of education, socioeconomic status, and health. We ran spatial regression analyses in Stata 18.0 to examine individual and collective associations between structural racism and children's opportunities. RESULTS Historical redlining, blockbusting, and urban renewal were largely associated with fewer contemporary educational, socioeconomic, and health opportunities, and explained up to 47.4% of the variance in children's opportunities. The measures collectively explained more variance in children's opportunities than redlining alone. CONCLUSIONS In support of our hypotheses, novel measures of structural racism were related to present-day differences in children's opportunities. Findings lay the groundwork for future research focused on repairing longstanding harm perpetuated by structural racism.
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Kelty CE, Dickinson MG, Leacche M, Jani M, Shrestha NK, Lee S, Acharya D, Rajapreyar I, Sadler RC, McNeely E, Loyaga-Rendon RY. Increased disparities in waitlist and post-heart transplantation outcomes according to socioeconomic status with the new heart transplant allocation system. J Heart Lung Transplant 2024; 43:134-147. [PMID: 37643656 DOI: 10.1016/j.healun.2023.08.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 07/31/2023] [Accepted: 08/20/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND The study objective was to assess disparities in outcomes in the waitlist and post-heart transplantation (HT) according to socioeconomic status (SES) in the old and new U.S. HT allocation systems. METHODS Adult HT candidates in the United Network for Organ Sharing database from 2014 through 2021 were included. Old or new system classification was according to listing before or after October 18, 2018. SES was stratified by patient ZIP code and median household income via U.S. Census Bureau and classified into terciles. Competing waitlist outcomes and post-transplantation survival were compared between systems. RESULTS In total, 26,450 patients were included. Waitlisted candidates with low SES were more frequently younger, female, African American, and with higher body mass index. Reduced cumulative incidence (CI) of HT in the old system occurred in low SES (53.5%) compared to middle (55.7%, p = 0.046), and high (57.9%, p < 0.001). In the new system, the CI of HT was 65.3% in the low SES vs middle (67.6%, p = 0.002) and high (70.2%, p < 0.001), and SES remained significant in the adjusted analysis. In the old system, CI of death/delisting was similar across SES. In the new system, low SES had increased CI of death/delisting (7.4%) vs middle (6%, p = 0.012) and high (5.4%, p = 0.002). The old system showed similar 1-year survival across SES. In the new system, recipients with low SES had decreased 1-year survival (p = 0.041). CONCLUSIONS SES affects waitlist and post-transplant outcomes. In the new system, all SES had increased access to HT; however, low SES had increased death/delisting due to worsening clinical status and decreased post-transplant survival.
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Sadler RC, Saxe-Custack A. 'Nobody Shops at the Neighborhood Store': Leveraging a Community's Pediatric Fresh Produce Prescription Program to Inform Future Participating Store Redemption Locations. Cities Health 2023; 8:70-81. [PMID: 38585045 PMCID: PMC10997326 DOI: 10.1080/23748834.2023.2281764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 11/06/2023] [Indexed: 04/09/2024]
Abstract
Research examining the nature of food shopping often considers proximity to the nearest or overall distance travelled to multiple stores. Such studies make up a portion of new work on so-called 'food deserts' and the issues inherent in the term, including that most people do not shop at their nearest store, and mobility challenges vary vastly from one person to the next. Increasing the knowledge base on shopping characteristics could be useful for behavioral interventions and programs aimed at increasing healthy food shopping. In this study, we examined the shopping characteristics of 627 caregivers whose children were enrolled in a pediatric fresh produce prescription program at one of three large pediatric clinics in Flint, Michigan. We compared these characteristics to the potential of a new food cooperative to improve geographic accessibility to healthy food. In particular, we propose the expansion of the prescription program to this new cooperative for health-related as well as local economic development reasons. Our work bridges topics of interest to researchers and practitioners working in nutrition, food access, and economic development.
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Affiliation(s)
- Richard C. Sadler
- Departments of Public Health and Family Medicine, Michigan State University, Flint, MI, USA
| | - Amy Saxe-Custack
- Departments of Public Health and Food Science & Human Nutrition, Michigan State University, Flint, MI, USA
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Hohl BC, Kondo MC, Rupp LA, Sadler RC, Gong CH, Le K, Hertlein M, Kelly C, Zimmerman MA. Community identified characteristics related to illegal dumping; a mixed methods study to inform prevention. J Environ Manage 2023; 346:118930. [PMID: 37729835 DOI: 10.1016/j.jenvman.2023.118930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 08/21/2023] [Accepted: 09/01/2023] [Indexed: 09/22/2023]
Abstract
Illegal dumping is a public health burden for communities suffering from historical disinvestment. We conducted a mixed methods study to answer: 1) What are stakeholder perspectives on social/environmental determinants of illegal dumping? and 2) Do these or other characteristics predict known locations of illegal dumping? We employed an exploratory sequential design in which we collected and analyzed in-depth interviews (n=12) with service providers and residents and subsequently collected and analyzed data from multiple secondary sources. Stakeholders endorsed nine determinants of illegal dumping: Economic Decline, Scale of Vacancy, Lack of Monitoring, Poor Visibility, Physical Disorder, Illegal Activity, Norms, Accessibility, and Seclusion. Results demonstrate important community-identified, modifiable, social, and environmental characteristics related to illegal dumping with the potential to inform effective prevention.
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Affiliation(s)
- Bernadette C Hohl
- Department of Emergency Medicine, Penn Injury Science Center, University of Pennsylvania, 423 Guardian Drive, Philadelphia, PA, 19104, USA.
| | - Michelle C Kondo
- USDA Forest Service, Northern Research Station, Philadelphia Field Station, 100 N. 20th St, Ste 205, Philadelphia, PA, 19103, USA.
| | - Laney A Rupp
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, USA.
| | - Richard C Sadler
- Department of Public Health, College of Human Medicine, Michigan State University, 200 East 1st St., Flint, MI, 48502, USA.
| | - Catherine H Gong
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, USA.
| | - Kai Le
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, USA.
| | - Melissa Hertlein
- Genesee County Land Bank Authority, 452 S. Saginaw Street, 2nd Floor, Flint, Michigan, 48502, USA.
| | - Christina Kelly
- Genesee County Land Bank Authority, 452 S. Saginaw Street, 2nd Floor, Flint, Michigan, 48502, USA.
| | - Marc A Zimmerman
- Department of Health Behavior and Health Education, School of Public Health, University of Michigan, 1415 Washington Heights, Ann Arbor, MI, USA.
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Richie FJ, Langhinrichsen-Rohling J, Hoadley-Clausen R, Dillon-Owens C, Peterman A, Sadler RC. Neighborhood disadvantage, household chaos, and personal stressors: exploring early-life contextual factors and current mental health symptoms in college students. J Am Coll Health 2023; 71:2426-2435. [PMID: 34469700 DOI: 10.1080/07448481.2021.1970564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 08/06/2021] [Accepted: 08/16/2021] [Indexed: 06/13/2023]
Abstract
OBJECTIVE Using Bronfenbrenner's socio-ecological model as a frame, we explored the impact of neighborhood disadvantage, household chaos, and personal stressors on current mental health symptoms in college students. PARTICIPANTS 144 students at a large, public university in the southern U.S. METHODS Participants completed measures of demographics, family-of-origin household chaos, stressors, anxiety, and depression, and provided their childhood home ZIP code. Using U.S. Census Data, four structural indicators of neighborhood disadvantage were extracted and appended to each participant's ZIP code. RESULTS Hierarchical regression revealed that all three variables predicted anxiety symptoms. However, only household chaos and personal stressors predicted current depressive symptoms. Unexpectedly, greater neighborhood disadvantage predicted lower levels of current anxiety. Mediation analyses demonstrated that personal stressors partially mediated the relationships between household chaos and mental health symptoms. CONCLUSIONS College administration and counseling centers may wish to consider pre-college factors that influence college students' current anxious and depressive symptoms.
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Affiliation(s)
- Fallon J Richie
- Department of Psychological Sciences, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | | | | | - Cody Dillon-Owens
- Department of Psychological Sciences, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Amy Peterman
- Department of Psychological Sciences, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Richard C Sadler
- Division of Public Health, College of Human Medicine, Michigan State University, Flint, Michigan, USA
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Stone T, Trepal D, Lafreniere D, Sadler RC. Built and social indices for hazards in Children's environments. Health Place 2023; 83:103074. [PMID: 37482035 DOI: 10.1016/j.healthplace.2023.103074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 06/02/2023] [Accepted: 06/15/2023] [Indexed: 07/25/2023]
Abstract
Leveraging the capabilities of the Historical Spatial Data Infrastructure (HSDI) and composite indices we explore the importance of children's built and social environments on health. We apply contemporary GIS methods to a set of 2000 historical school records contextualized within an existing HSDI to establish seven variables measuring the relative quality of each child's built and social environments. We then combined these variables to create a composite index that assesses acute (short-term) health risks generated by their environments. Our results show that higher acute index values significantly correlated with higher presence of disease in the home. Further, higher income significantly correlated with lower acute index values, indicating that the relative quality of children's environments in our study area were constrained by familial wealth. This work demonstrates the importance of analyzing multiple activity spaces when assessing built and social environments, as well as the importance of spatial microdata.
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Affiliation(s)
- Timothy Stone
- Social Sciences Department, Michigan Technological University, USA.
| | - Dan Trepal
- Social Sciences Department, Michigan Technological University, USA
| | - Don Lafreniere
- Social Sciences Department, Michigan Technological University, USA
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Sadler RC, Felton JW, Rabinowitz JA, Powell TW, Latimore A, Tandon D. Inequitable Housing Practices and Youth Internalizing Symptoms: Mediation Via Perceptions of Neighborhood Cohesion. Urban Plan 2022; 7:153-166. [PMID: 37033410 PMCID: PMC10081151 DOI: 10.17645/up.v7i4.5410] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Disordered urban environments negatively impact mental health symptoms and disorders. While many aspects of the built environment have been studied, one influence may come from inequitable, discriminatory housing practices such as redlining, blockbusting, and gentrification. The patterns of disinvestment and reinvestment that follow may be an underlying mechanism predicting poor mental health. In this study, we examine pathways between such practices and internalizing symptoms (i.e., anxiety and depression) among a sample of African American youth in Baltimore, Maryland, considering moderation and mediation pathways including neighborhood social cohesion and sex. In our direct models, the inequitable housing practices were not significant predictors of social cohesion. In our sex moderation model, however, we find negative influences on social cohesion: for girls from gentrification, and for boys from blockbusting. Our moderated mediation model shows that girls in gentrifying neighborhoods who experience lower social cohesion have higher levels of internalizing symptoms. Likewise for boys, living in a formerly blockbusted neighborhood generates poorer social cohesion, which in turn drives higher rates of internalizing symptoms. A key implication of this work is that, in addition to standard measures of the contemporary built environment, considering other invisible patterns related to discriminatory and inequitable housing practices is important in understanding the types of neighborhoods where anxiety and depression are more prevalent. And while some recent work has discussed the importance of considering phenomena like redlining in considering long-term trajectories of neighborhoods, other patterns such as blockbusting and gentrification may be equally important.
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Affiliation(s)
- Richard C. Sadler
- Division of Public Health, Michigan State University, USA
- Department of Family Medicine, Michigan State University, USA
| | - Julia W. Felton
- Center for Health Policy & Health Services Research, Henry Ford Health System, USA
| | - Jill A. Rabinowitz
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, USA
| | - Terrinieka W. Powell
- Department of Population, Family, and Reproductive Health, Johns Hopkins Bloomberg School of Public Health, USA
| | - Amanda Latimore
- Johns Hopkins Bloomberg School of Public Health, USA
- Center for Addiction Research and Effective Solutions, USA
| | - Darius Tandon
- Center for Community Health, Northwestern University Feinberg School of Medicine, USA
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Canfield CF, O’Connell L, Sadler RC, Gutierrez J, Williams S, Mendelsohn AL. Not built for families: Associations between neighborhood disinvestment and reduced parental cognitive stimulation. Front Psychol 2022; 13:933245. [PMID: 36312120 PMCID: PMC9606826 DOI: 10.3389/fpsyg.2022.933245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
Abstract
Infants learn and develop within an ecological context that includes family, peers, and broader built and social environments. This development relies on proximal processes—reciprocal interactions between infants and the people and environments around them that help them understand their world. Most research examining predictors of proximal processes like parent-child interaction and parenting has focused on elements within the home and family. However, factors like the neighborhood built environment may also exhibit an influence, and may be particularly critical in infancy, as socioeconomic disparities in cognition and language emerge early in life. Moreover, influence from the built environment could independently exacerbate these disparities, as research indicates that neighborhood impacts may be especially relevant for families living in neighborhoods that have experienced disinvestment and therefore have been under-resourced. The current study examines these questions by determining the association of neighborhood vacancy rate and observed physical disorder—indicators of poverty, residential stability, and long-term structural discrimination—with parental cognitive stimulation among predominantly Black/African-American families in Flint, Michigan. Flint is particularly salient for this study because vacancy rates and disinvestment vary widely across the city, driven by its long-time status as a city struggling economically. Regression analyses controlling for caregiver education, mental health, and social support indicated that vacancy rate and physical disorder negatively predicted parental cognitive stimulation. Moreover, there were significant interactions between the built environment and social support, indicating that, particularly for parent-child shared reading, vacancy rate and physical disorder predicted reduced shared reading only when parents had limited social support. These results have important implications for public policy around vacant property demolition and neighborhood reinvestment programs, as they indicate that the neighborhood built environment is associated with parenting behaviors that have important impacts on infants’ learning and development.
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Affiliation(s)
- Caitlin F. Canfield
- Division of Developmental-Behavioral Pediatrics, Department of Pediatrics, NYU Grossman School of Medicine, New York, NY, United States
- *Correspondence: Caitlin F. Canfield,
| | - Lauren O’Connell
- Division of Public Health, Michigan State University College of Human Medicine, Flint, MI, United States
| | - Richard C. Sadler
- Division of Public Health, Michigan State University College of Human Medicine, Flint, MI, United States
| | - Juliana Gutierrez
- Division of Developmental-Behavioral Pediatrics, Department of Pediatrics, NYU Grossman School of Medicine, New York, NY, United States
| | - Shanna Williams
- Michigan State University College of Human Medicine, Michigan State University-Hurley Children’s Hospital Pediatric Public Health Initiative, Flint, MI, United States
| | - Alan L. Mendelsohn
- Division of Developmental-Behavioral Pediatrics, Department of Pediatrics, NYU Grossman School of Medicine, New York, NY, United States
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Sadler RC, Wojciechowski TW, Buchalski Z, Smart M, Mulheron M, Todem D. Validating a geospatial healthfulness index with self-reported chronic disease and health outcomes. Soc Sci Med 2022; 311:115291. [PMID: 36088720 PMCID: PMC9968825 DOI: 10.1016/j.socscimed.2022.115291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 04/28/2022] [Accepted: 08/10/2022] [Indexed: 10/15/2022]
Abstract
Leveraging community engagement from past research may yield frameworks on which to build new inquiries. We previously integrated community voice into the development of a healthfulness index to increase awareness of social determinants of health in the built environment and inform deployment of public health interventions in the Flint (Michigan, USA) Center for Health Equity Solutions. Here we combine the healthfulness index with self-reported chronic disease and health outcomes (n = 12,279) from a community-based healthcare entity, the Genesee Health Plan. The healthfulness index purports to predict how health-promoting a neighborhood is based on many spatially varying characteristics; by linking our health plan data to this index, we validate the effectiveness of the healthfulness index. After geocoding all enrollees and joining their healthfulness scores, we conducted a series of logistic regressions to compare the relationship between self-reported outcomes and healthfulness. Matching the two intervention projects of our center (revolving around healthy eating & physical activity in project 1 and mental health sustainment & substance use prevention in project 2), our analyses also focused on classes of outcomes related to a) cardiovascular disease and b) mental health. In only select cases, higher (better) healthfulness scores from each project were independently associated with better cardiovascular and mental health outcomes, controlling for age, race, and sex. Generally, however, healthfulness did not add predictive strength to the association between health and sociodemographic covariates. Even so, the use of composite healthfulness indices to describe the health-promoting or degrading qualities of a neighborhood could be valuable in identifying differences in health outcomes. Future researchers could further explore healthcare claims datasets to increase understanding of the links between healthfulness and health outcomes. This and future work will be valuable in advocacy toward additional healthfulness indices to aid other communities in enriching understanding between the built environment and health.
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Affiliation(s)
| | | | | | - Mieka Smart
- Division of Public Health, Michigan State University, USA
| | - Megan Mulheron
- Division of Public Health, Michigan State University, USA
| | - David Todem
- Department of Epidemiology and Biostatistics, Michigan State University, USA
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Sadler RC, Furr-Holden D, Greene-Moton E, Larkin B, Timlin M, Walling D, Wyatt T. Right Sizing Flint's Infrastructure in the Wake of the Flint Water Crisis Would Constitute an Additional Environmental Injustice. J Am Plann Assoc 2021; 87:424-432. [PMID: 34650317 PMCID: PMC8513782 DOI: 10.1080/01944363.2020.1864226] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Right sizing has become an essential talking point in discussing next steps for postindustrial and shrinking cities as they struggle to maintain outdated, outsized infrastructure. Yet the literature has been clear that balancing economic and social objectives must be a key part of the discussion, especially given that historical patterns of disinvestment have disproportionately affected socioeconomically disadvantaged and racial/ethnic minority populations. In this Viewpoint, we illuminate concerns on a recent article published in this journal on right sizing that Flint (MI) should have enacted in the wake of its catastrophic water crisis. We present the nature of decline in Flint, as well as evidence from Flint's recent master plan and its history with urban renewal that demonstrates why recommending such a policy not only goes against common urban planning practice but misses the local context in Flint, which is marked by deep-seated apprehension of the inequitable underpinnings of historical urban planning practice.
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Affiliation(s)
- Richard C Sadler
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Debra Furr-Holden
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Ella Greene-Moton
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Brian Larkin
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Moses Timlin
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Dayne Walling
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
| | - Thomas Wyatt
- is an assistant professor in the Division of Public Health at Michigan State University. is the C. S. Mott Endowed Professor in the Division of Public Health at Michigan State University. is the methodology core community director for the Flint Center for Health Equity Solutions. is the chief of staff for the City of Flint. is an urban planner in the Flint community. is a PhD candidate in the Department of Geography, Environment, & Society at the University of Minnesota and the former mayor of Flint from 2009 to 2015. is the director of Neighborhood and Community Services at Kettering University
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Sadler RC, Bilal U, Furr-Holden CD. Linking historical discriminatory housing patterns to the contemporary food environment in Baltimore. Spat Spatiotemporal Epidemiol 2020; 36:100387. [PMID: 33509435 DOI: 10.1016/j.sste.2020.100387] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Revised: 10/08/2020] [Accepted: 11/01/2020] [Indexed: 10/23/2022]
Abstract
Food access literature links disinvested communities with poor food access. Similarly, links are made between discriminatory housing practices and contemporary investment. Less work has examined the relationship between housing practices and food environment disparities. Our central premise is that these practices create distinctions in food environment quality, and that these disparities may have implications for food system advocacy and policymaking. In this paper, we link an objective food environment assessment with a spatial database highlighting redlining, blockbusting, and gentrification in Baltimore, Maryland, USA. Standard socioeconomic and housing characteristics are used to control for race, income, and housing composition in a multivariate regression analysis. Our findings highlight that blockbusting-rather than redlining-most strongly shapes poor food access. Redlining and gentrification, meanwhile, are associated with better food access. These findings raise important points about future policy discussions, which should instead be focused on ameliorating more contemporary patterns of housing inequality.
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Affiliation(s)
- Richard C Sadler
- Assistant Professor, Division of Public Health/Department of Family Medicine, Michigan State University, United States.
| | - Usama Bilal
- Assistant Professor, Department of Epidemiology and Biostatistics, Drexel University, United States
| | - C Debra Furr-Holden
- C.S. Mott Endowed Professor, Division of Public Health, Michigan State University, United States
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Milam AJ, Barajas CB, Buchalski Z, Wang L, Sadler RC, Furr-Holden CDM. Discrepancies in Local, State, and National Alcohol Outlet Listings: Implications for Research and Interventions. Subst Use Misuse 2020; 55:2348-2356. [PMID: 32917123 PMCID: PMC7644371 DOI: 10.1080/10826084.2020.1817080] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
The availability of local, state, and national data on alcohol outlet density have important implications for policies and interventions aiming to reduce alcohol-related problems. High-quality data on locations of alcohol outlets is important to accurately inform community interventions and public health initiatives, but such data is often not maintained, readily available, or of sufficient quality. Objectives: This study aims to examine the discrepancies between alcohol outlet databases and how neighborhood characteristics (i.e. income, majority racial population, urbanicity) are associated with the discrepancies between databases. Methods: Data was collected from national (n = 1), local (n = 2), and state databases (n = 3). Negative binomial regression models were used to assess discrepancies in alcohol outlet count at the ZIP code level based on the data source. Results: The average density of alcohol outlets (per 1000 residents) ranged from 0.71 to 2.17 in Maryland, 1.65 to 5.17 in Wisconsin, and 1.09 to 1.22 in Oregon based on different sources of data. Findings suggest high income areas (>200% poverty level) have fewer discrepancies (IR = 0.775, p < 0.01), low income areas (below poverty level) have greater discrepancies (IR = 4.990, p < 0.01), and urban areas tend to have fewer discrepancies (IR = 0.378, p < 0.01) between datasets. Conclusion: Interventions and policies depend on valid and reliable data; researchers, policymakers, and local agencies need to collaborate to develop methods to maintain accurate and accessible data.
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Affiliation(s)
- Adam J Milam
- College of Human Medicine Division of Public Health, Michigan State University, Flint, Michigan, USA.,Bloomberg School of Public Health, Department of Mental Health, Johns Hopkins University, Baltimore, Maryland, USA
| | - Clara B Barajas
- College of Human Medicine Division of Public Health, Michigan State University, Flint, Michigan, USA
| | - Zachary Buchalski
- College of Human Medicine Division of Public Health, Michigan State University, Flint, Michigan, USA
| | - Ling Wang
- College of Human Medicine Department of Medicine, Michigan State University, East Lansing, Michigan, USA
| | - Richard C Sadler
- Department of Family Medicine, College of Human Medicine Division of Public Health, Michigan State University, Flint, Michigan, USA
| | - C Debra M Furr-Holden
- College of Human Medicine Division of Public Health, Michigan State University, Flint, Michigan, USA.,Bloomberg School of Public Health, Department of Mental Health, Johns Hopkins University, Baltimore, Maryland, USA
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Sadler RC, Sanders-Jackson AN, Introne J, Adams R. A method for assessing links between objectively measured food store scores and store & neighborhood favorability. Int J Health Geogr 2019; 18:31. [PMID: 31881888 PMCID: PMC6935152 DOI: 10.1186/s12942-019-0195-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2019] [Accepted: 12/20/2019] [Indexed: 11/10/2022] Open
Abstract
Worldwide, interest in research on methods to define access to healthy food at the local level has grown, given its central connection to carrying out a healthy lifestyle. Within this research domain, papers have examined the spatial element of food access, or individual perceptions about the food environment. To date, however, no studies have provided a method for linking a validated, objective measure of the food environment with qualitative data on how people access healthy food in their community. In this study, we present a methodology for linking scores from a modified Nutrition Environment Measures Survey in Stores (conducted at every store in our study site of Flint, Michigan) with perceptions of the acceptability of food stores and shopping locations drawn from seven focus groups (n = 53). Spatial analysis revealed distinct patterns in visiting and avoidance of certain store types. Chain stores tended to be rated more highly, while stores in neighborhoods with more African-American or poor residents were rated less favorably and avoided more frequently. Notably, many people avoided shopping in their own neighborhoods; participants traveled an average of 3.38 miles to shop for groceries, and 60% bypassed their nearest grocery store when shopping. The utility of our work is threefold. First, we provide a methodology for linking perceived and objective definitions of food access among a small sample that could be replicated in cities across the globe. Second, we show links between perceptions of food access and objectively measured food store scores to uncover inequalities in access in our sample to illustrate potential connections. Third, we advocate for the use of such data in informing the development of a platforms that aim to make the process of accessing healthy food easier via non-food retail based interventions. Future work can replicate our methods to both uncover patterns in distinct food environments and aid in advocacy around how to best intervene in the food environment in various locales.
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Affiliation(s)
- Richard C Sadler
- Division of Public Health, Michigan State University, 200 E 1st St Room 337, Flint, MI, 48502, USA.
| | | | - Josh Introne
- Department of Media and Information, Michigan State University, East Lansing, USA
| | - Robyn Adams
- Department of Advertising + Public Relations, Michigan State University, East Lansing, USA
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15
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Sadler RC, Furr-Holden D. The epidemiology of opioid overdose in Flint and Genesee County, Michigan: Implications for public health practice and intervention. Drug Alcohol Depend 2019; 204:107560. [PMID: 31586805 PMCID: PMC6884144 DOI: 10.1016/j.drugalcdep.2019.107560] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2019] [Revised: 08/12/2019] [Accepted: 08/12/2019] [Indexed: 10/25/2022]
Abstract
As the opioid epidemic continues to worsen throughout the United States, researchers and practitioners require additional tools to help in efforts to address use and prevent overdose. Although opioids are increasingly of concern to all racial and socioeconomic groups, specific geographic regions and sub-populations remain more burdened by overdoses than others. The example of Flint, Michigan, is used to contextualize the landscape of opioid overdose death and understand geographic and demographic variation in risk. Kernel density analysis and spatial joins in ArcGIS were used to map opioid overdose death clusters, treatment availability, and neighborhood-level conditions to uncover factors related to overdose death. Spatial analysis revealed three geographic clusters in opioid overdose death in Flint. These neighborhoods tended to be somewhat poorer but also significantly Whiter than the average Flint neighborhood. Alternatively, opioid overdose death clusters did not occur in predominately African-American neighborhoods. As well, treatment sites were not coincident with the location of overdose death clusters, suggesting a potential need for geographically-targeted interventions. Of the 47 treatment sites, only 29 offered medication-assisted treatment, and expansion of these programs may therefore be warranted. This work is of great importance to ongoing prevention and treatment efforts in Flint, but also to other communities with a need for better tools to monitor and intervene in the opioid epidemic.
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Affiliation(s)
- Richard C. Sadler
- Michigan State University, College of Human Medicine, Division of Public Health,Michigan State University, College of Human Medicine, Department of Family Medicine,Michigan State University, College of Social Science; Department of Geography, Environment, and Spatial Sciences
| | - Debra Furr-Holden
- Michigan State University, College of Human Medicine, Division of Public Health,Michigan State University, College of Human Medicine, Department of Family Medicine,Michigan State University, College of Human Medicine, Department of Epidemiology and Biostatistics
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16
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Pearson AL, Sadler RC, Kruger DJ. Social Integration may Moderate the Relationship between Neighborhood Vacancy and Mental Health Outcomes: Initial Evidence from Flint, Michigan. Appl Res Qual Life 2019; 14:1129-1144. [PMID: 33209156 PMCID: PMC7671602 DOI: 10.1007/s11482-018-9646-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Long-term residence in neighborhoods is thought to promote the development and maintenance of supportive relationships and trust. These strong social ties may, however, be limited in communities in post-industrial cities characterized by high levels of vacant properties. This study aimed to examine the relationship between neighborhood vacancy and mental health with adjustment for length of residence and possible moderation by social (dis)integration in a sample of Flint, MI, residents. We found that short-term (but not long-term) increases in neighborhood vacancy were associated with poorer mental health, after adjustment for individual covariates. When considering neighborhood vacancy, length of residence and individual covariates, however, the only significant association detected was between higher social disintegration and lower wellbeing. This effect was direct and not mediated by other factors. In this way, it appears that the social conditions of neighborhoods may be important, particularly in places that have experienced declines in the built environment. In addition, we identified evidence that social integration moderates the relationship between neighborhood vacancy and mental health outcomes. The level of neighborhood vacancies had a weaker relationship to wellbeing among those with higher levels of social ties. But none of the independent variables in our study were able to predict social integration, highlighting some potential areas for future research. From these findings, we posit that establishing strong social connections can buffer residents against negative mental health outcomes, and health promotion efforts could usefully assist in maintaining social ties among neighbors.
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Affiliation(s)
- Amber L. Pearson
- Department of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, MI, USA
- Environmental Science and Policy Program, Michigan State University, East Lansing, MI, USA
- Department of Public Health, University of Otago, Wellington, New Zealand
| | - Richard C. Sadler
- Department of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, MI, USA
- Department of Family Medicine, Michigan State University, East Lansing, MI, USA
| | - Daniel J. Kruger
- Population Studies Center, University of Michigan, Ann Arbor, MI, USA
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17
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Bergmans RS, Sadler RC, Wolfson JA, Jones AD, Kruger D. Moderation of the Association Between Individual Food Security and Poor Mental Health by the Local Food Environment Among Adult Residents of Flint, Michigan. Health Equity 2019; 3:264-274. [PMID: 31289787 PMCID: PMC6608701 DOI: 10.1089/heq.2018.0103] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Purpose: Food insecurity is a psychosocial stressor with deleterious effects on mental health. This study examined whether the local food environment moderates the association of individual food insecurity with poor mental health. Methods: Cross-sectional survey data were collected from adult residents of Flint, Michigan (n=291), in 2015. Multivariate logistic models assessed whether quality of the local food environment moderated the relationship of food insecurity with poor mental health. A binary indicator of poor mental health was created. Participants were asked to rate their overall "mental or emotional health" using a 5-point Likert scale. Individuals were classified as having either good mental health (i.e., ratings of good, very good, or excellent) or poor mental health (i.e., ratings of fair or poor). Results: In fully adjusted models, food insecurity was associated with 3.2 (95% confidence interval [CI]: 1.6-6.2) times higher odds of poor mental health. However, increased proximate access to vegetables and fruits moderated this association. For example, those in the bottom 25th percentile of access to vegetables had 7.4 (95% CI: 2.7-20.5) times higher odds of poor mental health. In contrast, for those in the top 25th percentile of vegetable access, food insecurity was only marginally associated with poor mental health (odds ratio=2.2; 95% CI: 1.0-4.7). Conclusion: Greater proximate access to vegetables and fruits moderated food insecurity's association with poor mental health. Longitudinal evaluation of programs and policies that improve availability of nutrient-rich foods in food insecure communities is needed to determine whether they yield a mental health benefit.
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Affiliation(s)
| | - Richard C. Sadler
- Division of Public Health, Michigan State University, Flint, Michigan
- Address correspondence to: Richard C. Sadler, PhD, Division of Public Health, Michigan State University, 200 E 1st Street, Office 337, Flint, MI 48502,
| | - Julia A. Wolfson
- Department of Health Management and Policy, University of Michigan, Ann Arbor, Michigan
| | - Andrew D. Jones
- Department of Nutritional Sciences, University of Michigan, Ann Arbor, Michigan
| | - Daniel Kruger
- Population Studies Center, University of Michigan, Ann Arbor, Michigan
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18
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Sadler RC, Hippensteel C, Nelson V, Greene-Moton E, Furr-Holden CD. Community-engaged development of a GIS-based healthfulness index to shape health equity solutions. Soc Sci Med 2019; 227:63-75. [PMID: 30037592 PMCID: PMC6339605 DOI: 10.1016/j.socscimed.2018.07.030] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Revised: 05/14/2018] [Accepted: 07/18/2018] [Indexed: 12/20/2022]
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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19
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Sadler RC. Misalignment Between ZIP Codes and Municipal Boundaries: A Problem for Public Health. Cityscape 2019; 21:335-340. [PMID: 34306299 PMCID: PMC8301226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
While useful for mail delivery, ZIP Codes are flawed as a geographic metric for public health research. This paper quantifies the magnitude of potential error inherent in using ZIP Codes as a unit of analysis in the state of Michigan. ZIP Codes are intersected with municipality boundaries in ArcGIS to determine the degree of misclassification. Results showed that 49 percent of the population had their municipality misclassified by their ZIP Code. This creates potentially huge errors when ZIP Code is the only geographic identifier, because actual exposure may vary from the exposure to which an individual is assigned based on ZIP Code. The Flint, Michigan, Water Crisis is a prime example of this error and the need to consider finer units of analysis whenever possible. Collaboration with experts in geographic information science is therefore essential for any public health research project where location is a factor.
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20
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DuBreck CM, Sadler RC, Arku G, Gilliland JA. Examining community and consumer food environments for children: An urban-suburban-rural comparison in Southwestern Ontario. Soc Sci Med 2018; 209:33-42. [PMID: 29787926 DOI: 10.1016/j.socscimed.2018.05.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2017] [Revised: 04/05/2018] [Accepted: 05/03/2018] [Indexed: 11/16/2022]
Abstract
The aim of this study is to evaluate how retail food environments for children in the City of London and Middlesex County, Ontario, Canada, vary according to level of urbanicity and level of socioeconomic distress. Urbanicity in this study is defined as a neighbourhood's designation as urban, suburban, or rural. We assessed community food environments (e.g., the type, location, and accessibility of food outlets) using 800m and 1600m network buffers (school zones) around all public and private elementary schools, and we calculated and compared density of junk food opportunities (JFO) (e.g., fast food and full-service restaurants, grocery stores, and convenience stores) within each school zone in urban, suburban and rural settings. The study also assessed consumer food environments (e.g., the price, promotion, placement, and availability of healthy options and nutrition information) through restaurant children's menu audits using the Children's Menu Assessment tool. Results suggest JFO density is greater around elementary schools in areas with higher levels of socioeconomic distress and urbanicity, while urbanicity is also associated with greater use of branded marketing and inclusion of an unhealthy dessert on children's menus.
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Affiliation(s)
- Catherine M DuBreck
- University of Western Ontario, Human Environments Analysis Laboratory, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; University of Western Ontario, Department of Geography, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada
| | - Richard C Sadler
- University of Western Ontario, Human Environments Analysis Laboratory, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; Michigan State University, Department of Family Medicine/Division of Public Health, College of Human Medicine, 200 E 1st St, Flint, MI, 48502, United States
| | - Godwin Arku
- University of Western Ontario, Human Environments Analysis Laboratory, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; University of Western Ontario, Department of Geography, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada
| | - Jason A Gilliland
- University of Western Ontario, Human Environments Analysis Laboratory, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; University of Western Ontario, Department of Geography, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; University of Western Ontario, School of Health Studies, Department of Paediatrics., Department of Epidemiology & Biostatistics, 1151 Richmond Street, London, Ontario, N6A 3K7, Canada; Children's Health Research Institute, 800 Commissioners Rd E, London, Ontario, N6C 2V5, Canada.
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21
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22
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Zahran S, McElmurry SP, Kilgore PE, Mushinski D, Press J, Love NG, Sadler RC, Swanson MS. Assessment of the Legionnaires' disease outbreak in Flint, Michigan. Proc Natl Acad Sci U S A 2018; 115:E1730-E1739. [PMID: 29432149 PMCID: PMC5828617 DOI: 10.1073/pnas.1718679115] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The 2014-2015 Legionnaires' disease (LD) outbreak in Genesee County, MI, and the outbreak resolution in 2016 coincided with changes in the source of drinking water to Flint's municipal water system. Following the switch in water supply from Detroit to Flint River water, the odds of a Flint resident presenting with LD increased 6.3-fold (95% CI: 2.5, 14.0). This risk subsided following boil water advisories, likely due to residents avoiding water, and returned to historically normal levels with the switch back in water supply. During the crisis, as the concentration of free chlorine in water delivered to Flint residents decreased, their risk of acquiring LD increased. When the average weekly chlorine level in a census tract was <0.5 mg/L or <0.2 mg/L, the odds of an LD case presenting from a Flint neighborhood increased by a factor of 2.9 (95% CI: 1.4, 6.3) or 3.9 (95% CI: 1.8, 8.7), respectively. During the switch, the risk of a Flint neighborhood having a case of LD increased by 80% per 1 mg/L decrease in free chlorine, as calculated from the extensive variation in chlorine observed. In communities adjacent to Flint, the probability of LD occurring increased with the flow of commuters into Flint. Together, the results support the hypothesis that a system-wide proliferation of legionellae was responsible for the LD outbreak in Genesee County, MI.
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Affiliation(s)
- Sammy Zahran
- Department of Economics, Colorado State University, Fort Collins, CO 80523
- Department of Epidemiology, Colorado School of Public Health, Fort Collins, CO 80523
| | - Shawn P McElmurry
- Department of Civil & Environmental Engineering, Wayne State University, Detroit, MI 48202
| | - Paul E Kilgore
- Department of Pharmacy Practice, Wayne State University, Detroit, MI 48201
| | - David Mushinski
- Department of Economics, Colorado State University, Fort Collins, CO 80523
| | - Jack Press
- Department of Civil & Environmental Engineering, Wayne State University, Detroit, MI 48202
| | - Nancy G Love
- Department of Civil & Environmental Engineering, University of Michigan, Ann Arbor, MI 48109
| | - Richard C Sadler
- Department of Family Medicine, Michigan State University, Flint, MI 48502
| | - Michele S Swanson
- Department of Microbiology and Immunology, University of Michigan, Ann Arbor, MI 48109
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23
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Uber A, Sadler RC, Chassee T, Reynolds JC. Bystander Cardiopulmonary Resuscitation Is Clustered and Associated With Neighborhood Socioeconomic Characteristics: A Geospatial Analysis of Kent County, Michigan. Acad Emerg Med 2017; 24:930-939. [PMID: 28493598 DOI: 10.1111/acem.13222] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Revised: 04/01/2017] [Accepted: 04/13/2017] [Indexed: 12/12/2022]
Abstract
OBJECTIVES Geographic clustering of bystander cardiopulmonary resuscitation (CPR) is associated with demographic and socioeconomic features of the community where out-of-hospital cardiac arrest (OHCA) occurred, although this association remains largely untested in rural areas. With a significant rural component and relative racial homogeneity, Kent County, Michigan, provides a unique setting to externally validate or identify new community features associated with bystander CPR. Using a large, countywide data set, we tested for geographic clustering of bystander CPR and its associations with community socioeconomic features. METHODS Secondary analysis of adult OHCA subjects (2010-2015) in the Cardiac Arrest Registry to Enhance Survival (CARES) data set for Kent County, Michigan. After linking geocoded OHCA cases to U.S. census data, we used Moran's I-test to assess for spatial autocorrelation of population-weighted cardiac arrest rate by census block group. Getis-Ord Gi statistic assessed for spatial clustering of bystander CPR and mixed-effects hierarchical logistic regression estimated adjusted associations between community features and bystander CPR. RESULTS Of 1,592 subjects, 1,465 met inclusion criteria. Geospatial analysis revealed significant clustering of OHCA in more populated/urban areas. Conversely, bystander CPR was less likely in these areas (99% confidence) and more likely in suburban and rural areas (99% confidence). Adjusting for clinical, demographic, and socioeconomic covariates, bystander CPR was associated with public location (odds ratio [OR] = 1.19; 95% confidence interval [CI] = 1.03-1.39), initially shockable rhythms (OR = 1.48; 95% CI = 1.12-1.96), and those in urban neighborhoods (OR = 0.54; 95% CI = 0.38-0.77). CONCLUSIONS Out-of-hospital cardiac arrest and bystander CPR are geographically clustered in Kent County, Michigan, but bystander CPR is inversely associated with urban designation. These results offer new insight into bystander CPR patterns in mixed urban and rural regions and afford the opportunity for targeted community CPR education in areas of low bystander CPR prevalence.
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Affiliation(s)
- Amy Uber
- Department of Emergency Medicine; Beth Israel Deaconess Medical Center; Boston MA
- Michigan State University College of Human Medicine; Grand Rapids MI
| | - Richard C. Sadler
- Department of Family Medicine; Michigan State University College of Human Medicine; Flint MI
| | - Todd Chassee
- Michigan State University College of Human Medicine; Grand Rapids MI
- Kent County Emergency Medical Services, Inc.; Grand Rapids MI
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24
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Zahran S, McElmurry SP, Sadler RC. Four phases of the Flint Water Crisis: Evidence from blood lead levels in children. Environ Res 2017; 157:160-172. [PMID: 28570960 PMCID: PMC5538017 DOI: 10.1016/j.envres.2017.05.028] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2017] [Revised: 05/19/2017] [Accepted: 05/24/2017] [Indexed: 05/17/2023]
Abstract
The Flint Water Crisis (FWC) is divisible into four phases of child water-lead exposure risk: Phase A) before the switch in water source to the Flint River (our baseline); Phase B) after the switch in water source, but before boil water advisories; Phase C) after boil water advisories, but before the switch back to the baseline water source of the Detroit Water and Sewerage Department (DWSD); and Phase D) after the switch back to DWSD. The objective of this work is to estimate water-lead attributable movements in child blood lead levels (BLLs) that correspond with the four phases in the FWC. With over 21,000 geo-referenced and time-stamped blood lead samples from children in Genesee County drawn from January 01, 2013 to July 19, 2016, we develop a series of quasi-experimental models to identify the causal effect of water-lead exposure on child BLLs in Flint. We find that the switch in water source (transitioning from phase A to B) caused mean BLLs to increase by about 0.5μg/dL, and increased the likelihood of a child presenting with a BLL ≥ 5μg/dL by a factor of 1.91-3.50, implying an additional 561 children exceeding 5μg/dL. We conservatively estimate cohort social costs (through lost earnings alone) of this increase in water-lead exposed children at $65 million, contrasted with expected annual savings of $2 million from switching water source. On the switch from Phase B to C, we find BLLs decreased about 50% from their initial rise following boil water advisories and subsequent water avoidance behaviors by households. Finally, the return to the baseline source water (Phase D) returned child BLLs to pre-FWC levels further implicating water-lead exposure as a causal source of child BLLs throughout the FWC.
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Affiliation(s)
- Sammy Zahran
- Department of Economics, Colorado State University, Fort Collins, CO, United States.
| | - Shawn P McElmurry
- Department of Civil & Environmental Engineering, Wayne State University, Detroit, MI, United States.
| | - Richard C Sadler
- Department of Family Medicine, Michigan State University, Flint, MI, United States.
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Abstract
Many of the challenges that affect children living in poverty are directly related to the neighborhoods in which they live. Places that inhibit healthy living and those that expose children to environmental pollution tend to more heavily affect children in poverty. This environmental injustice is a natural concern of the fields of urban planning, geography, and children's health. Yet many decisions that affect opportunities for healthy living are made without a full understanding of how neighborhood context influences such opportunities. In this brief, we paint inequalities in child health outcomes as a spatial problem, review some of the geospatial tools used by urban planners and geographers, discuss common reasons for misclassification or misrepresentation of spatially explicit problems, and propose more suitable methods for measuring opportunities and exposures germane to the field of child poverty. Throughout, we emphasize the need for evidence-driven, spatially grounded responses to child poverty issues with a spatial dimension.
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Affiliation(s)
- Richard C Sadler
- Division of Public Health, College of Human Medicine, Michigan State University, Flint, MI, USA
| | - Don J Lafreniere
- Department of Social Science, Michigan Technological University, Houghton, MI, USA
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26
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Sadler RC, Clark AF, Wilk P, O'Connor C, Gilliland JA. Using GPS and activity tracking to reveal the influence of adolescents' food environment exposure on junk food purchasing. Can J Public Health 2016; 107:5346. [PMID: 27281521 DOI: 10.17269/cjph.107.5346] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2015] [Revised: 03/17/2016] [Accepted: 03/06/2016] [Indexed: 11/17/2022]
Abstract
OBJECTIVES This study examines the influence of adolescents' exposure to unhealthy food outlets on junk food purchasing during trips between home and school, with particular attention to how exposure and purchasing differ according to child's biological sex, mode of transportation, and direction to or from school. METHODS Between 2010 and 2013, students (n = 654) aged 9-13 years from 25 schools in London and Middlesex County, ON, completed a socio-demographic survey and an activity diary (to identify food purchases), and were observed via a global positioning system for 2 weeks (to track routes for trips to/from school). Spatial data on routes and purchase data were integrated with a validated food outlet database in a geographic information system, and exposure was measured as the minutes a child spent within 50 m of an unhealthy food outlet (i.e., fast food restaurants, variety stores). For trips involving junk food exposure (n = 4588), multilevel logistic regression was used to assess the relationship between exposure and purchasing. RESULTS Multilevel analyses indicated that adolescents' duration of exposure to unhealthy food outlets between home and school had a significant effect on the likelihood of junk food purchasing. This relationship remained significant when the data were stratified by sex (female/male), trip direction (to/from school) and travel mode (active/car), with the exception of adolescents who travelled by bus. CONCLUSION Policies and programs that mitigate the concentration of unhealthy food outlets close to schools are critical for encouraging healthy eating behaviours among children and reducing diet-related health issues such as obesity.
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Sadler RC, Gilliland JA. Comparing children's GPS tracks with geospatial proxies for exposure to junk food. Spat Spatiotemporal Epidemiol 2015; 14-15:55-61. [PMID: 26530823 DOI: 10.1016/j.sste.2015.09.001] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Revised: 07/30/2015] [Accepted: 09/23/2015] [Indexed: 11/28/2022]
Abstract
Various geospatial techniques have been employed to estimate children's exposure to environmental cardiometabolic risk factors, including junk food. But many studies uncritically rely on exposure proxies which differ greatly from actual exposure. Misrepresentation of exposure by researchers could lead to poor decisions and ineffective policymaking. This study conducts a GIS-based analysis of GPS tracks--'activity spaces'--and 21 proxies for activity spaces (e.g. buffers, container approaches) for a sample of 526 children (ages 9-14) in London, Ontario, Canada. These measures are combined with a validated food environment database (including fast food and convenience stores) to create a series of junk food exposure estimates and quantify the errors resulting from use of different proxy methods. Results indicate that exposure proxies consistently underestimate exposure to junk foods by as much as 68%. This underestimation is important to policy development because children are exposed to more junk food than estimated using typical methods.
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Affiliation(s)
- Richard C Sadler
- Department of Family Medicine, Michigan State University, 200 E 1st St, Flint, MI 48502, United States.
| | - Jason A Gilliland
- Department of Geography, Faculty of Health Sciences, and Department of Paediatrics, University of Western Ontario, 1151 Richmond St, London, ON N6A 5C2, Canada.
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Sadler RC, Gilliland JA, Arku G. Stakeholder and Policy Maker Perception of Key Issues in Food Systems Planning and Policy Making. Journal of Hunger & Environmental Nutrition 2014. [DOI: 10.1080/19320248.2013.845867] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Sadler RC, Gilliland JA, Arku G. A food retail-based intervention on food security and consumption. Int J Environ Res Public Health 2013; 10:3325-46. [PMID: 23921626 PMCID: PMC3774441 DOI: 10.3390/ijerph10083325] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2013] [Revised: 07/18/2013] [Accepted: 07/27/2013] [Indexed: 01/22/2023]
Abstract
The effect of the built environment on diet (and ensuing health outcomes) is less understood than the effect of diet on obesity. Natural experiments are increasingly advocated in place of cross-sectional studies unable to suggest causality. The central research question of this paper, therefore, asks whether a neighborhood-level food retail intervention will affect dietary habits or food security. The intervention did not have a significant impact on fruit and vegetable consumption, and the intervention population actually purchased prepared meals more frequently. More problematic, only 8% of respondents overall regularly consumed enough fruits and vegetables, and 34% were food insecure. Further complicating this public health issue, the new grocery store closed after 17 months of operation. Results indicate that geographic access to food is only one element of malnutrition, and that multi-pronged dietary interventions may be more effective. The economic failure of the store also suggests the importance of non-retail interventions to combat malnutrition.
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Affiliation(s)
- Richard C Sadler
- Department of Geography, University of Western Ontario, 1151 Richmond Street, London, ON N6A 5C2, Canada.
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Sadler RC, Gilliland JA, Arku G. An application of the edge effect in measuring accessibility to multiple food retailer types in southwestern Ontario, Canada. Int J Health Geogr 2011; 10:34. [PMID: 21575162 PMCID: PMC3112377 DOI: 10.1186/1476-072x-10-34] [Citation(s) in RCA: 54] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2011] [Accepted: 05/15/2011] [Indexed: 01/28/2023] Open
Abstract
BACKGROUND Trends in food retailing associated with the consolidation of smaller-format retailers into fewer, larger-format supercentres have left some rural areas with fewer sources of nutritious, affordable food. Access to nutritious, affordable food is essential for good dietary habits and combating health issues such as type-2 diabetes, obesity, and cardiovascular disease. Many studies on food environments use inaccurate or incomplete methods for locating food retailers, which may be responsible for mischaracterising food deserts. This study uses databases of every residence in and every food retailer in and around Middlesex County, Ontario, Canada. Residences were geocoded to their precise address, and network analysis techniques were performed in a geographic information system (GIS) to determine distances between every residence and different types of food retailers (grocery stores, fast food, fruit and vegetable sources, grocery stores plus fruit and vegetable sources, variety stores), both when considering and neglecting facilities outside the area of study, to account for a deficiency in analysis termed the 'edge effect'. RESULTS Analysis of household accessibility to food outlets by neighbourhood socioeconomic distress level indicated that residents in the most distressed neighbourhoods tended to have better accessibility to all types of food retailers. In the most distressed neighbourhoods, 79 percent of residences were within walking distance of a grocery store, compared to only 10 percent in the least distressed neighbourhoods. When the edge effect was neglected, 37 percent of distance estimates proved inaccurate. Average accessibility to all food retailer types improved dramatically when food outlets adjacent to the study area were considered, thereby controlling for the edge effect. CONCLUSION By neglecting to consider food retailers just outside study area boundaries, previous studies may significantly over-report the actual distance necessary to travel for food. Research on food access spanning large rural regions requires methods that accurately geocode residents and their food sources. By implementing methods akin to those in this paper, future research will be better able to identify areas with poor food accessibility. Improving identification of food desert communities is a first step in facilitating more effective deployment of food policies and programs in those communities.
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Affiliation(s)
- Richard C Sadler
- Department of Geography, University of Western Ontario, 1151 Richmond St, London, ON, N6A 5C2, Canada
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