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1.
LGBT Health ; 2023 Dec 14.
Article in English | MEDLINE | ID: mdl-38100214

ABSTRACT

Purpose: Minority stress has been posited as a cause for sexual and gender minority (SGM) individuals to smoke as a coping mechanism. The purpose of this study was to elucidate the relationship between minority stress processes and nicotine dependence level and stage of change for SGM smokers living in the Deep South region of the United States. Methods: A one-time, cross-sectional online survey was administered to SGM smokers living in the Deep South. Survey measurements included demographics, minority stress processes (prejudice events, perceived stigma, and internalized queerphobia), and smoking cessation outcomes (nicotine dependence level and stage of change). Multivariable linear regression was used to assess the effect of each minority stress process on smoking outcomes, after adjusting for demographics and stratifying by gender and sexual identity. Results: Across all participants (n = 1296), lower levels of perceived stigma were significantly associated with further stage of change. Greater levels of internalized queerphobia were significantly associated with greater nicotine dependence level. After stratifying by gender and sexual identity, these significant associations were only maintained in cisgender males and gay individuals. An additional significant association between lower prejudice events and further stage of change for smoking cessation was found only for individuals whose sexual identity was labeled as "other." Conclusion: Addressing minority stress in smoking cessation and prevention programs has the potential to decrease nicotine dependence and further stage of change.

2.
Cancer Med ; 12(6): 6842-6852, 2023 03.
Article in English | MEDLINE | ID: mdl-36495041

ABSTRACT

BACKGROUND: Breast-conserving surgery plus radiation (BCT) yields equivalent or better survival than mastectomy for early-stage breast cancer (ESBC) women. However, nationwide mastectomy trends increased in recent decades, attracting studies on underlying causes. Prior research identified that long distance to the radiation treatment facility (RTF) was associated with mastectomy. Still, it is unclear whether such association applies to young and old ESBC women comparably. We sought to delineate such impacts by age. METHODS: Women diagnosed with stages 0-II breast cancer in 2013-2017 receiving either BCT or mastectomy were identified from the Louisiana Tumor Registry. We assessed the association of surgery (mastectomy vs. BCT) with the distance to the nearest or nearest accessible RTFs using multivariable logistic regression adjusting the socio-demographic and tumor characteristics. The nearest accessible RTF was determined based on patients' health insurance. For Medicaid, uninsured, and unknown insurance patients, the nearest accessible RTF is the nearest RTF owned by the government. The interaction effect of age and distance was evaluated as well. RESULTS: Of 11,604 patients, 46.7% received mastectomy. Compared with distance ≤5 miles to the nearest RTF, those with distance ≥40 miles or 15-40 miles had higher odds of mastectomy (adjusted (adj) OR = 1.39, 95% CI = 1.07-1.82; adj OR = 1.17, 95% CI = 1.02-1.34). To the nearest accessible RTF, the adj ORs were 1.25 (95% CI = 1.03-1.51) and 1.19 (95% CI = 1.04-1.35), respectively. Age-stratified analysis showed the significant association (p < 0.05) only presented among women aged ≥65, but not those aged <65 years. CONCLUSION: Distance to the nearest or nearest accessible RTF influences the surgery choice, especially among women in Louisiana ≥65 years with ESBC. Further understanding of factors leading to the decision for mastectomy in this age group is needed.


Subject(s)
Breast Neoplasms , Humans , Female , Aged , Breast Neoplasms/epidemiology , Breast Neoplasms/radiotherapy , Breast Neoplasms/surgery , Mastectomy , Mastectomy, Segmental , Insurance, Health , Logistic Models
3.
Prostate ; 83(1): 44-55, 2023 01.
Article in English | MEDLINE | ID: mdl-36063402

ABSTRACT

INTRODUCTION: Financial toxicity (FT) is a growing concern among cancer survivors that adversely affects the quality of life and survival. Individuals diagnosed with aggressive cancers are often at a greater risk of experiencing FT. The objectives of this study were to estimate FT among prostate cancer (PCa) survivors after 10-15 years of diagnosis, assess the relationship between PCa aggressiveness at diagnosis and FT, and examine whether current cancer treatment status mediates the relationship between PCa aggressiveness and FT. METHODS: PCa patients enrolled in the North Carolina-Louisiana Prostate Cancer Project (PCaP) were recontacted for long-term follow-up. The prevalence of FT in the PCaP cohort was estimated. FT was estimated using the COmprehensive Score for Financial Toxicity, a validated measure of FT. The direct effect of PCa aggressiveness and an indirect effect through current cancer treatment on FT was examined using causal mediation analysis. RESULTS: More than one-third of PCa patients reported experiencing FT. PCa aggressiveness was significantly independently associated with high FT; high aggressive PCa at diagnosis had more than twice the risk of experiencing FT than those with low or intermediate aggressive PCa (adjusted odds ratio [aOR] = 2.13, 95% CI = 1.14-3.96). The proportion of the effect of PCa aggressiveness on FT, mediated by treatment status, was 10%, however, the adjusted odds ratio did not indicate significant evidence of mediation by treatment status (aOR = 1.05, 95% CI = 0.95-1.20). CONCLUSIONS: Aggressive PCa was associated with high FT. Future studies should collect more information about the characteristics of men with high FT and identify additional risk factors of FT.


Subject(s)
Financial Stress , Prostatic Neoplasms , Quality of Life , Humans , Male , Louisiana , North Carolina/epidemiology , Prostatic Neoplasms/epidemiology , Prostatic Neoplasms/psychology
5.
Disaster Med Public Health Prep ; 17: e230, 2022 07 27.
Article in English | MEDLINE | ID: mdl-35883270

ABSTRACT

During the coronavirus disease 2019 (COVID-19) pandemic, navigating the implementation of public health measures in a politically charged environment for a large state entity was challenging. However, Louisiana State University (LSU) leadership developed and deployed an effective, multi-layered mitigation plan and successfully opened in-person learning while managing cases of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) during the fourth surge. We describe the plan to provide a framework for other institutions during this and future responses. The goals were 3-fold: maintain a quality learning environment, mitigate risk to the campus community, and ensure that LSU operations did not contribute to health-care stress. As of September 2022, LSU has achieved high compliance with interventions and relatively low virus activity on campus compared with peer institutions. This university model can serve as a template for similar implementation plans in the context of complex socio-political and economic considerations.


Subject(s)
COVID-19 , SARS-CoV-2 , United States , Humans , COVID-19/epidemiology , COVID-19/prevention & control , Universities , Louisiana/epidemiology
8.
Prostate ; 82(7): 783-792, 2022 05.
Article in English | MEDLINE | ID: mdl-35201637

ABSTRACT

BACKGROUND: The overall survival rate of prostate cancer (PCa) has improved over the past decades. However, huge socioeconomic and racial disparities in overall and prostate cancer-specific mortality exist. The neighborhood-level factors including socioeconomic disadvantage and lack of access to care may contribute to disparities in cancer mortality. This study examines the impact of neighborhood deprivation on mortality among PCa survivors. METHODS: North Carolina-Louisiana Prostate Cancer Project (PCaP) data were used. A total of 2113 men, 1046 AA and 1067 EA, with PCa were included in the analysis. Neighborhood deprivation was measured by the Area Deprivation Index (ADI) at the census block group level using data from the US Census Bureau. Quintiles of ADI were created. Cox proportional hazards and competing risk models with mixed effects were performed to estimate the effect of neighborhood deprivation on all-cause and PCa-specific mortality adjusted for age, race, study site, insurance status, and comorbidities. RESULTS: Participants living in the most deprived neighborhoods had an increased risk for all-cause mortality (quintiles 4 + 5: adjusted hazard ratio [aHR] = 1.51, 95% confidence interval [CI] = 1.16-1.96) compared to those in the least deprived (quintile 1) neighborhoods. The risk of prostate cancer-specific mortality was also higher among those living in the deprived neighborhoods (quintiles 4 + 5: aHR = 1.90, 95% CI = 1.10-3.50) than those in the least deprived neighborhood. CONCLUSIONS: The findings suggest neighborhood-level resources or health interventions are essential to improve survival among men with PCa. Additional research should focus on the mechanisms of how the neighborhood environment affects mortality.


Subject(s)
Prostatic Neoplasms , Residence Characteristics , Comorbidity , Follow-Up Studies , Humans , Male , Socioeconomic Factors
9.
Cancer Causes Control ; 33(1): 37-48, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34633573

ABSTRACT

PURPOSES: Our study aimed to examine the impact of diabetes, smoking and BMI on pancreatic cancer survival in a population-based setting by adjusting both sociodemographic and clinical factors and measuring their attributable risk. METHODS: Data on pancreatic adenocarcinoma patients diagnosed in 2011-2017 were acquired from the Louisiana Tumor Registry. Diabetes, smoking, height, and weight were abstracted from medical records and linked with Hospital Inpatient Discharge Data to enhance the completeness of the diabetes data. The Cox regression model was used to assess effect sizes of diabetes, smoking, and BMI on cancer-specific survival and survival rate. The partial population attributable risk was employed to measure the attributable risk of these risk factors. RESULTS: Of the 3,200 eligible patients, 34.6% were diabetics, 23.9% were current smokers, and 52.3% had BMI ≥ 25 kg/m2. After adjusting for sociodemographic and clinical factors, diabetic patients had an increased cancer-specific death risk of 15% (95% CI, 1.06-1.25), 36% (95% CI, 1.19-1.44) for current smokers, and 24% (95% CI, 1.00-1.54) for patients with a BMI ≥ 40 when compared to their counterparts. Diabetic current smokers had significantly lower 2- and 3-year adjusted cancer-specific survival rates, 13.1% and 10.5%, respectively. By eliminating diabetes and modifiable risk factors, an estimated 16.6% (95% CI, 6.9%-25.9%) of the cancer-specific deaths could be avoided during a nine-year observational period between 2011 and 2019. CONCLUSIONS: Diabetes and smoking contributed substantially to the reduction of pancreatic cancer survival even after controlling for sociodemographic and clinical factors; however, BMI ≥ 35 was observed to increase risk of mortality among stage III-IV patients only.


Subject(s)
Adenocarcinoma , Diabetes Mellitus , Pancreatic Neoplasms , Body Mass Index , Diabetes Mellitus/epidemiology , Humans , Pancreatic Neoplasms/epidemiology , Risk Factors
10.
PLoS One ; 16(10): e0257437, 2021.
Article in English | MEDLINE | ID: mdl-34613969

ABSTRACT

INTRODUCTION: This article presents the Louisiana Hepatitis C Elimination Program's evaluation protocol underway at the Louisiana State University Health Sciences Center-New Orleans. With the availability of direct-acting antiviral (DAA) agents, the elimination of Hepatitis C (HCV) has become a possibility. The HCV Elimination Program was initiated by the Louisiana Department of Health (LDH) Office of Public Health (OPH), LDH Bureau of Health Services Financing (Medicaid), and the Louisiana Department of Public Safety and Corrections (DPSC) to provide HCV treatment through an innovative pricing arrangement with Asegua Therapeutics, whereby a fixed cost is set for a supply of treatment over five years. MATERIALS AND METHODS: A cross-sectional study design will be used. Data will be gathered from two sources: 1) an online survey administered via REDCap to a sample of Medicaid members who are receiving HCV treatment, and 2) a de-identified data set that includes both Medicaid claims data and OPH surveillance data procured via a Data Use Agreement between LSUHSC-NO and Louisiana Medicaid. DISCUSSION: The evaluation will contribute to an understanding of the scope and reach of this innovative treatment model, and as a result, an understanding of areas for improvement. Further, this evaluation may provide insight for other states considering similar contracting mechanisms and programs.


Subject(s)
Antiviral Agents/therapeutic use , Hepatitis C/drug therapy , Cross-Sectional Studies , Health Services Accessibility , Hepacivirus/drug effects , Humans , Louisiana/epidemiology , Medicaid , New Orleans/epidemiology , United States/epidemiology
11.
BMC Cancer ; 21(1): 907, 2021 Sep 07.
Article in English | MEDLINE | ID: mdl-34493242

ABSTRACT

BACKGROUND: Cancer mortality in the U.S. has fallen in recent decades; however, individuals with lower levels of education experienced a smaller decline than more highly educated individuals. This analysis aimed to measure the influence of education lower than a high school diploma, on cancer amenable mortality among Non-Hispanic Whites (NHW) and Non-Hispanic Blacks (NHB) in the U.S. from 1989 to 2018. METHODS: We analyzed data from 8.2 million death certificates of men and women who died from cancer between 1989 and 2018. We examined 5-year and calendar period intervals, as well as annual percent changes (APC). APC was adjusted for each combination of sex, educational level, and race categories (8 models) to separate the general trend from the effects of age. RESULTS: Our study demonstrated an increasing mortality gap between the least and the most educated NHW and NHB males and females who died from all cancers combined and for most other cancer types included in this study. The gap between the least and the most educated was broader among NHW males and females than among NHB males and females, respectively, for most malignancies. CONCLUSIONS: In summary, we reported an increasing gap in the age-adjusted cancer mortality among the most and the least educated NHW and NHB between 25 and 74 years of age. We demonstrated that although NHB exhibited the greatest age-adjusted mortality rates for most cancer locations, the gap between the most and the least educated was shown for NHW.


Subject(s)
Black or African American/statistics & numerical data , Educational Status , Health Status Disparities , Hispanic or Latino/statistics & numerical data , Neoplasms/mortality , White People/statistics & numerical data , Adolescent , Adult , Age Factors , Aged , Child , Child, Preschool , Female , Follow-Up Studies , Humans , Incidence , Infant , Infant, Newborn , Male , Middle Aged , Neoplasms/epidemiology , Neoplasms/pathology , Prognosis , Survival Rate , Time Factors , United States/epidemiology , Young Adult
12.
Prev Chronic Dis ; 18: E71, 2021 07 15.
Article in English | MEDLINE | ID: mdl-34264811

ABSTRACT

We investigated the association between the 5As (Ask, Advise, Assess, Assist, and Arrange) clinical protocol and stage of change among African American smokers who are eligible for low-dose computed tomography screening. In 2019, 60 African American daily smokers aged 55 years or older were recruited in a large hospital in New Orleans, Louisiana. Smokers who received assistance for smoking cessation were more likely to be in the preparation stage than those who did not receive any assistance. Assistance from health professionals is an essential form of support and may substantially enhance smokers' motivation to quit smoking in this population that is at higher risk for mortality from lung cancer.


Subject(s)
Black or African American/psychology , Early Detection of Cancer/methods , Lung Neoplasms/ethnology , Smokers/psychology , Smoking Cessation/ethnology , Tomography, X-Ray Computed/methods , Aged , Aged, 80 and over , Female , Humans , Lung Neoplasms/prevention & control , Male , Middle Aged , Smokers/statistics & numerical data , Smoking , Smoking Cessation/psychology
14.
Cancer Epidemiol Biomarkers Prev ; 29(9): 1699-1709, 2020 09.
Article in English | MEDLINE | ID: mdl-32651214

ABSTRACT

BACKGROUND: While the primary role of central cancer registries in the United States is to provide vital information needed for cancer surveillance and control, these registries can also be leveraged for population-based epidemiologic studies of cancer survivors. This study was undertaken to assess the feasibility of using the NCI's Surveillance, Epidemiology, and End Results (SEER) Program registries to rapidly identify, recruit, and enroll individuals for survivor research studies and to assess their willingness to engage in a variety of research activities. METHODS: In 2016 and 2017, six SEER registries recruited both recently diagnosed and longer-term survivors with early age-onset multiple myeloma or colorectal, breast, prostate, or ovarian cancer. Potential participants were asked to complete a survey, providing data on demographics, health, and their willingness to participate in various aspects of research studies. RESULTS: Response rates across the registries ranged from 24.9% to 46.9%, with sample sizes of 115 to 239 enrolled by each registry over a 12- to 18-month period. Among the 992 total respondents, 90% answered that they would be willing to fill out a survey for a future research study, 91% reported that they would donate a biospecimen of some type, and approximately 82% reported that they would consent to have their medical records accessed for research. CONCLUSIONS: This study demonstrated the feasibility of leveraging SEER registries to recruit a geographically and racially diverse group of cancer survivors. IMPACT: Central cancer registries are a source of high-quality data that can be utilized to conduct population-based cancer survivor studies.


Subject(s)
Cancer Survivors/statistics & numerical data , Registries/statistics & numerical data , SEER Program/standards , Epidemiologic Studies , Feasibility Studies , Female , Humans , Male , Middle Aged
16.
Am J Public Health ; 109(S4): S316-S321, 2019 09.
Article in English | MEDLINE | ID: mdl-31505136

ABSTRACT

Objectives. To understand changes in behavioral health services utilization and expenditures before and after natural disaster with an adult Medicaid population affected by the Baton Rouge, Louisiana-area flood (August 2016).Methods. We examined de-identified behavioral health claims data for Medicaid-insured adults in the affected region for 10 months before and after flooding (October 2015-June 2017). This constituted 273 233 provider claims for 22 196 individuals. Claims data included patient gender, behavioral health diagnoses, treatment dates, and costs. We made adjustments for Medicaid expansion by using monthly enrollment data.Results. Overall, most male patient behavioral health care visits were for substance use disorders (33.6%) and most female patient behavioral health care visits were for depression-related disorders (30%). Both diagnostic categories increased after the flood by 66% and 44%, respectively. Expansion accounted for a 4% increase in claims. Postflood claims reflected 8% to 10% higher costs.Conclusions. Greater amounts of behavioral health care services were sought in all 10 months of the postflood study period. We observed gender differences in use of services and diagnoses. Behavioral health care services following natural disasters must be extended longer than traditionally expected, with consideration for specific population needs.


Subject(s)
Floods/statistics & numerical data , Medicaid/statistics & numerical data , Mental Disorders/epidemiology , Adult , Aged , Aged, 80 and over , Disasters/statistics & numerical data , Humans , Louisiana , Male , Medicaid/economics , Mental Disorders/therapy , Mental Health , Middle Aged , Patient Acceptance of Health Care/statistics & numerical data , Substance-Related Disorders/epidemiology , Substance-Related Disorders/therapy , United States
17.
J Affect Disord ; 250: 289-297, 2019 05 01.
Article in English | MEDLINE | ID: mdl-30875671

ABSTRACT

BACKGROUND: Few prior studies have investigated the latent class structure of PTSD using DSM-5 symptoms. METHODS: To describe latent PTSD profiles among women who resided in Deepwater Horizon Oil Spill (DHOS)-affected coastal Louisiana communities, we used data from women enrolled in The Women and Their Children's Health (WaTCH) Study. Latent profile analysis was performed on the 20-item PTSD Checklist for DSM-5 (PCL-5) and model fit statistics for 2-class through 6-class solutions were compared. The pseudo-class draws method was employed on the best class solution to compare key covariates (including demographics, mental health indicators, DHOS exposure indicators, and trauma exposures) across classes. RESULTS: Among 1997 women (mean age 46.63 ± 12.14 years, 56.8% white, mean trauma categories 6.09 ± 2.98, 9.55% previously diagnosed with PTSD), model fit statistics supported a five-class solution: low symptoms (mean PCL-5 = 4.10), moderate without mood alterations (mean = 19.73), moderate with mood alterations (mean = 34.24), severe without risk-taking (mean = 55.75), and severe with risk-taking (mean = 53.80). Women in the low-symptom class were significantly more likely to be white, have finished high school, have an income of at least $40,001 per year, be married or living with a partner, and endorse fewer trauma categories than women in the four symptomatic classes. Women with moderate to severe symptoms often had co-morbid depressive symptoms and no prior PTSD diagnosis. LIMITATIONS: This study was limited by use of self-reported data and one-time assessment of PTSD symptoms. DISCUSSION: Five distinct latent profiles of DSM-5 PTSD symptoms consisted of notably different individuals. Most affected women did not report prior PTSD diagnosis. Future research and practice identifying and addressing barriers to care for trauma-affected women in these communities is warranted.


Subject(s)
Maternal Exposure/adverse effects , Petroleum Pollution/adverse effects , Stress Disorders, Post-Traumatic/diagnosis , Women's Health , Adult , Comorbidity , Depression/diagnosis , Depression/etiology , Depression/psychology , Diagnostic and Statistical Manual of Mental Disorders , Female , Humans , Louisiana , Male , Mental Health , Middle Aged , Stress Disorders, Post-Traumatic/etiology , Stress Disorders, Post-Traumatic/psychology , Symptom Assessment
18.
Disaster Med Public Health Prep ; 13(2): 183-190, 2019 04.
Article in English | MEDLINE | ID: mdl-29444728

ABSTRACT

OBJECTIVE: The purpose of the study is to describe changes in mental health among women following an oil spill and to examine their association with the Deepwater Horizon oil spill (DHOS). METHODS: The Women and Their Children's Health study followed 2038 women in Louisiana after the DHOS. Subjects were interviewed in 2012-2014 and 2014-2016. Oil spill exposure was characterized using survey items about economic and physical exposures. Outcomes were depressive symptoms and mental distress. RESULTS: After adjustment for relevant demographics, depressive symptoms increased over 2 time points following the DHOS, whereas symptoms of mental distress decreased. For every year increase in time since the DHOS, the rate ratio for depressive symptoms increased by a factor of 1.08. In contrast, the rate ratio for mental distress decreased by a factor of 0.97. In addition, initial associations between economic and physical exposure to the DHOS persisted up to 6 years after the spill; women who were more highly exposed experienced higher levels of depressive symptoms (rate ratios ranged from 1.08 to 1.11) and mental distress (rate ratios from 1.05 to 1.11) at each time point than women who were less exposed. CONCLUSION: A better understanding of recovery patterns following an oil spill can help direct critical mental health response efforts. (Disaster Med Public Health Preparedness. 2019;13:183-190).


Subject(s)
Depression/ethnology , Petroleum Pollution/adverse effects , Stress, Psychological/complications , Time , Adult , Depression/epidemiology , Depression/psychology , Female , Humans , Middle Aged , Petroleum Pollution/statistics & numerical data , Stress, Psychological/etiology , Stress, Psychological/psychology
19.
Ann Epidemiol ; 30: 44-49.e1, 2019 02.
Article in English | MEDLINE | ID: mdl-30555003

ABSTRACT

PURPOSE: Smoking in young adults identifies the population at risk for future tobacco-related disease. We investigated smoking in a young adult population and within high-risk groups using emergency department (ED) data in a metropolitan area. METHODS: Using the electronic health record, we performed a retrospective study of smoking in adults aged 18-30 years presenting to the ED. RESULTS: Smoking status was available for 55,777 subjects (90.9% of the total ED cohort); 60.8% were women, 55.0% were black, 35.3% were white, and 8.1% were Hispanic; 34.4% were uninsured. Most smokers used cigarettes (95.1%). Prevalence of current smoking was 21.7% for women and 42.5% for men. The electronic health record contains data about diagnosis and social history that can be used to investigate smoking status for high-risk populations. Smoking prevalence was highest for substance use disorder (58.0%), psychiatric illness (41.3%) and alcohol use (39.1%), and lowest for pregnancy (13.5%). In multivariable analyses, male gender, white race, lack of health insurance, alcohol use, and illicit drug use were independently associated with smoking. Smoking risk among alcohol and drug users varied by gender, race, and/or age. CONCLUSIONS: The ED provides access to a large, demographically diverse population, and supports investigation of smoking risk in young adults.


Subject(s)
Black People/statistics & numerical data , Electronic Health Records/statistics & numerical data , Emergency Service, Hospital/statistics & numerical data , Hispanic or Latino/statistics & numerical data , Tobacco Products , Tobacco Smoking/epidemiology , Tobacco Use/epidemiology , White People/statistics & numerical data , Adolescent , Adult , Age Distribution , Female , Humans , Male , New Orleans/epidemiology , Prevalence , Retrospective Studies , Sex Distribution , Tobacco Smoking/adverse effects , Tobacco Smoking/ethnology , Urban Population , Young Adult
20.
Environ Behav ; 50(9): 1032-1055, 2018 Nov.
Article in English | MEDLINE | ID: mdl-31571678

ABSTRACT

We compared geographic information system (GIS)- and Census-based approaches for measuring the physical and social neighborhood environment at the census tract-level versus and audit approach on associations with body mass index (BMI), waist circumference (WC), and waist-to-hip ratio (WHR). Data were used from the 2012-2014 Women and Their Children's Health (WaTCH) Study (n=940). Generalized linear models were used to obtain odds ratios (ORs) for BMI (≥30 kg/m2), WC (>88 cm), and WHR (>0.85). Using an audit approach, more adverse neighborhood characteristics were associated with a higher odds of WC (OR: 1.10; 95% CI: 1.05, 1.15) and WHR (OR: 1.09; 95% CI: 1.05, 1.14) after adjustment for age, race/ethnicity, income, and oil spill exposure. There were no significant associations between GIS- and Census- based measures with obesity in adjusted models. Quality aspects of the neighborhood environment captured by audits at the individual-level may be more relevant to obesity than physical or social aspects at the census-tract level.

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