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      Spatial patterns of diabetes related health problems for vulnerable populations in Los Angeles

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      1 , , 2
      International Journal of Health Geographics
      BioMed Central

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          Abstract

          Background

          Rates for Diabetes Mellitus continue to rise in most urban areas of the United States, with a disproportionate burden suffered by minorities and low income populations. This paper presents an approach that utilizes address level data to understand the geography of this disease by analyzing patients seeking diabetes care through an emergency department in a Los Angeles County hospital. The most vulnerable frequently use an emergency room as a common care access point, and such care is especially costly. A fine scale GIS analysis reveals hotspots of diabetes related health problems and provides output useful in a clinic setting. Indeed these results were used to support the work of a progressive diabetes clinic to guide management and intervention strategies.

          Results

          Hotspots of diabetes related health problems, including neurological and kidney issues were mapped for vulnerable populations in a central section of Los Angeles County. The resulting spatial grid of rates and significance were overlaid with new patient residential addresses attending an area clinic. In this way neighbourhood diabetes health characteristics are added to each patient's individual health record. Of the 29 patients, 4 were within statistically significant hotspots for at least one of the conditions being investigated.

          Conclusions

          Although exploratory in nature, this approach demonstrates a novel method to conduct GIS based investigations of urban diabetes while providing support to a progressive diabetes clinic looking for novel means of managing and intervention. In so doing, this analysis adds to a relatively small literature on fine scale GIS facilitated diabetes research. Similar data should be available for most hospitals, and with due consideration for preserving spatial confidentiality, analysis outputs such as those presented here should become more commonly employed in other investigations of chronic diseases.

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          Most cited references29

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          City structure, obesity, and environmental justice: an integrated analysis of physical and social barriers to walkable streets and park access.

          Local parks and walkable neighborhoods are commonly cited as elements of the urban environment that promote physical activity and reduce obesity risk. When those vulnerable to obesity-related diseases live in neighborhoods without these qualities, it works against environmental justice goals that aim for a fair distribution of amenities. We use geographic information systems (GIS) to evaluate the relationship between the distribution of populations vulnerable to obesity and proximity to parks and walkable street networks in Phoenix, Arizona, USA. Though previous studies have used GIS to assess the distribution of access to opportunities for physical activity, none have analyzed access to both parks and walkable resources at once. Neither have they included data that reflects findings on a smaller scale indicating that perceptions of resource quality, safety, and cultural relevance also affect physical activity levels. We include these safety and quality factors in our study through statistical data on traffic fatalities, crime rates and park size. We find that, counter to predictions, subpopulations generally considered vulnerable to obesity (and environmental injustices more generally) are more likely to live in walkable neighborhoods and have better walking access to neighborhood parks than other groups in Phoenix. However, crime is highest in walkable neighborhoods with large Latino/a and African-American populations and parks are smaller in areas populated by Latino/as. Given the higher prevalence of obesity and related diseases in lower income and minority populations in Phoenix, the results suggest that benefits of built environments may be offset by social characteristics. Our most consistent finding indicates a strong negative relationship between the percentage of the population under 18 years of age living in an area and the likelihood that the structure of the built environment supports physical activity. Children under 18 are significantly underrepresented in regions deemed highly walkable and those with access to parks.
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            Children's fruit and vegetable intake: associations with the neighbourhood food environment.

            To examine associations between availability of different types of food outlets and children's fruit and vegetable intake. Parents of 340 5-6 and 461 10-12 year-old Australian children reported how frequently their child ate 14 fruits and 13 vegetables in the last week in 2002/3. A geographic information system (GIS) was used to determine the availability of the following types of food outlets near home: greengrocers; supermarkets; convenience stores; fast food outlets; restaurants, cafés and takeaway outlets. Logistic regression analyses examined the likelihood of consuming fruit >or=2 times/day and vegetables >or=3 times/day, according to access to food outlets. Overall, 62.5% of children ate fruit >or=2 times/day and 46.4% ate vegetables >or=3 times/day. The more fast food outlets (OR=0.82, 95%CI=0.67-0.99) and convenience stores (OR=0.84, 95%CI=0.73-0.98) close to home, the lower the likelihood of consuming fruit >or=2 times/day. There was also an inverse association between density of convenience stores and the likelihood of consuming vegetables >or=3 times/day (OR=0.84, 95%CI=0.74-0.95). The likelihood of consuming vegetables >or=3 times/day was greater the farther children lived from a supermarket (OR=1.27, 95%CI=1.07-1.51) or a fast food outlet (OR=1.19, 95%CI=1.06-1.35). Availability of fast food outlets and convenience stores close to home may have a negative effect on children's fruit and vegetable intake.
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              Walkability and safety around elementary schools economic and ethnic disparities.

              Children's physical inactivity and obesity are growing public health problems in the U.S., especially among low-income, minority populations. Walking to school may help address these problems. This cross-sectional study examined disparities in the environmental support for walking around 73 public elementary schools in Austin TX. GIS was used to measure the neighborhood-level walkability and safety. Field audits were conducted to assess the street-level walkability. Analyses of variance and regressions were performed to analyze economic and ethnic disparities. For the top-quartile schools with higher poverty or Hispanic student percentages, the surroundings showed higher neighborhood-level walkability with shorter distances to school and more sidewalks compared with the bottom quartile. These areas, however, also had higher crash and crime rates and lower street-level walkability captured by visual quality, physical amenities, maintenance, and perceived safety. In predictions of environmental conditions using poverty and Hispanic student percentages, poverty was associated with many adverse conditions on the street level and with only two favorable situations, shorter distances to school and lower traffic volumes, on the neighborhood level. The Hispanic student percentage did not correlate with most street-level variables, but predicted both increased dangers from traffic and crime and higher neighborhood-level walkability with more sidewalks, greater density, and mixed land uses. Economic and ethnic disparities exist in the environmental support for walking, suggesting the need for tailored interventions in promoting active living. Low-income, Hispanic children are more likely to live in unsafe areas with poor street environments but with some favorable neighborhood-level conditions.
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                Author and article information

                Journal
                Int J Health Geogr
                International Journal of Health Geographics
                BioMed Central
                1476-072X
                2010
                27 August 2010
                : 9
                : 43
                Affiliations
                [1 ]Department of American Studies and Ethnicity, College of Letters, Arts and Sciences, University of Southern California, Los Angeles, USA
                [2 ]Keck School of Medicine, University of Southern California, Los Angeles, USA
                Article
                1476-072X-9-43
                10.1186/1476-072X-9-43
                2939634
                20796322
                b6d2b39f-d292-476d-a3fa-44e6607e2cd9
                Copyright ©2010 Curtis and Lee; licensee BioMed Central Ltd.

                This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

                History
                : 19 June 2010
                : 27 August 2010
                Categories
                Research

                Public health
                Public health

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