Geographic, Racial, Ethnic, and Socioeconomic Disparities in the Availability of Grocery Stores and Supermarkets Among Low-Income Women Across the Urban–Rural Continuum

REFERENCES

• Larson , N , Story , M and Nelson , M . 2009 . Neighborhood environments: disparities in access to healthy food in the U.S . Am J Prev Med. , 36 : 74 – 81 .
   Google Scholar
• Black , J and Macinko , J . 2008 . Neighborhoods and obesity . Nutr Rev. , 66 : 2 – 20 .
   Google Scholar
• Zenk , SN , Schulz , AJ , Israel , BA , James , SA , Bao , S and Wilson , ML . 2005 . Neighborhood racial composition, neighborhood poverty, and the spatial accessibility of supermarkets in metropolitan Detroit . Am J Public Health. , 95 : 660 – 667 .
   Google Scholar
• Moore , LV and Roux , AVD . 2006 . Associations of neighborhood characteristics with the location and type of food stores . Am J Public Health. , 96 : 325 – 331 .
   Google Scholar
• Galvez , M , Morland , K Raines , C . 2008 . Race and food store avialability in an inner-city neighbourhood . Public Health Nutr. , 11 : 624 – 631 .
   Google Scholar
• Liese , A , Weis , K , Pluto , D , Smith , E and Lawson , A . 2007 . Food store types, availability, and cost of foods in a rural environment . J Am Diet Assoc. , 107 : 1916 – 1923 .
   Google Scholar
• Morland , K , Wing , S , Diez-Roux , A and Poole , C . 2002 . Neighborhood characteristics associated with the location of food stores and food service places . Am J Prev Med. , 22 : 23 – 29 .
   Google Scholar
• Wang , M , Cubbin , C , Ahn , D and Winkleby , M . 2008 . Changes in neighbourhood food store environment, food behavior, and body mass index, 1981–1990 . Public Health Nutr. , 11 : 963 – 970 .
   Google Scholar
• Morland , KB and Evenson , KR . 2009 . Obesity prevalence and the food environment . Health Place. , 15 : 491 – 495 .
   Google Scholar
• Morland , K , Wing , S and Roux , AD . 2002 . The contextual effect of the local food environment on residents' diets: The atherosclerosis risk in communities study . Am J Public Health. , 92 : 1761 – 1768 .
   Google Scholar
• Crawford , P , Wang , M , Krathwohl , S and Ritchie , L . 2006 . Disparities in obesity: prevalence, causes, and solutions . J Hunger Environ Nutr. , 1 : 27 – 48 .
   Google Scholar
• Wang , Y and Beydoun , M . 2007 . The obesity epidemic in the United States: gender, age, socioeconomic, racial/ethnic, and geographic characteristics: a systematic review and meta-regression analysis . Epidemiol Rev. , 29 : 6 – 28 .
   Google Scholar
• Sallis , JF and Glanz , K . 2006 . The role of built environments in physical activity, eating, and obesity in childhood . Future Child. , 16 : 89 – 108 .
   Google Scholar
• Ford , P and Dzewaltowski , D . 2008 . Disparities in obesity prevalence due to variation in the retail food environment: three testable hypotheses . Nutr Rev. , 66 : 216 – 228 .
   Google Scholar
• Powell , L , Slater , S , Mirtcheva , D , Bao , Y and Chalouopka , F . 2007 . Food store availability and neighborhood characteristics in the United States . Prev Med. , 44 : 189 – 195 .
   Google Scholar
• Kaufman , P . 1998 . Rural poor have less access to supermarkets, large grocery stores . Rural Dev Perspect. , 13 : 19 – 26 .
   Google Scholar
• Sharkey , J and Horel , S . 2008 . Neighborhood socioeconomic deprivation and minority composition are associated with better potential spatial access to the ground-truthed food environment in a large rural area . J Nutr. , 138 : 620 – 627 .
   Google Scholar
• Cummins , S and McIntyre , S . 2002 . A systematic study of the urban foodscape: the price and availability of food in Greater Glasgow . Urban Stud. , 39 : 2115 – 2130 .
   Google Scholar
• Cummins , S and Macintyre , S . 2002 . “Food deserts”: evidence and assumption in health policy making . Brit Med J. , 325 : 436 – 438 .
   Google Scholar
• Smoyer-Tomic , KE , Spence , JC and Amrhein , C . 2006 . Food deserts in the prairies? Supermarket accessibility and neighborhood need in Edmonton, Canada . Prof Geogr. , 58 : 307 – 326 .
   Google Scholar
• Apparicio , P , Cloutier , M and Shearmur , R . 2007 . The case of Montreal's missing food deserts: evaluation of accessibility to food supermarkets . Int J Health Geogr. , 6 : 4
   Google Scholar
• Pearce , J , Witten , K , Hiscock , R and Blakely , T . 2007 . Are socially disadvantaged neighborhoods deprived of health-related community resources? . Int J Epidemiol. , 36 : 348 – 355 .
   Google Scholar
• Timperio , A , Ball , K , Roberts , R , Campbell , K , Andrianopoulos , N and Crawford , D . 2008 . Children's fruit and vegetable intake: associations with the neighbourhood food environment . Prev Med. , 46 : 331 – 335 .
   Google Scholar
• Winkler , E , Turrell , G and Patterson , C . 2006 . Does living in a disadvantaged area entail limited opportunities to purchase fresh fruit and vegetables in terms of price, availability, and variety? Findings from the Brisbane Food Study . Health Place. , 12 : 741 – 748 .
   Google Scholar
• Wakefield , J . 2004 . A critique of statistical aspects of ecological studies in spatial epidemiology . Environ Ecol Stat. , 11 : 31 – 54 .
   Google Scholar
• Flowerdew , R , Manley , D and Sabel , C . 2008 . Neighborhood effects on health: does it matter where you draw the boundaries? . Soc Sci Med. , 66 : 1241 – 1255 .
   Google Scholar
• Soobader , M , Cubbin , C , Gee , G , Rosenbaum , A and Laurenson , J . 2006 . Levels of analysis for the study of environmental health disparities . Environ Res. , 102 : 172 – 180 .
   Google Scholar
• Inagami , S , Cohen , DA , Finch , BK and Asch , SM . 2006 . You are where you shop: grocery store locations, weight, and neighborhoods . Am J Prev Med. , 31 : 10 – 17 .
   Google Scholar
• Clifton , K . 2004 . Mobility strategies and food shopping for low-income families: a case study . J Plann Educ Res. , 23 : 402 – 413 .
   Google Scholar
• Ayala , G , Mueller , K , Lopez-Madurga , E , Campbell , NR and Elder , J . 2005 . Restaurant and food shopping selections among Latino women in southern California . J Am Diet Assoc. , 105 : 38 – 45 .
   Google Scholar
• Yen , IH , Scherzer , T , Cubbin , C , Gonzalez , A and Winkleby , M . 2007 . Women's perceptions of neighborhood resources and hazards related to diet, physical activity, and smoking: focus group results from economically distinct neighborhoods in a mid-sized US city . Am J Health Promot. , 22 : 98 – 106 .
   Google Scholar
• Meade , M and Earickson , R . 2000 . Medical Geography , New York : Guilford Press .
   Google Scholar
• US Census Bureau. 2000 Census http://www.census.gov (Accessed: 24 March 2009 ).
   Google Scholar
• USDA-ERS. Urban Influence Code http://www.ers.usda.gov/Briefing/rurality/urbanInf/ (Accessed: 24 March 2009 ).
   Google Scholar
• Darling , D , Upendram , S and Heiman , C . 2004 . Kansas County Clusters by Urban Influence Codes , Manhattan : Kansas State University .
   Google Scholar
• Kansas Department of Agriculture. Kansas Department of Agriculture Food Code http://www.ksda.gov/includes/statute-regulations/food-safety/ks-Food-code05.pdf (Accessed: 24 March 2009 ).
   Google Scholar
• Spatial Ecology.Com. Hawths Analysis Tools for ArcGIS http://www.spatialecology.com/htools/tooldesc.php (Accessed: 24 March 2009 ).
   Google Scholar
• Gelman , A and Hill , J . Data Analysis Using Regression and Multilevel/Hierarchical Models , Cambridge : Cambridge University Press; 2007 .
   Google Scholar
• Blanchard , T and Matthews , T . 2007 . “ Retail concentration, food deserts, and food-disadvantaged communities ” . In Remaking the North American Food System: Strategies for Sustainability , Edited by: Hinrichs , C and Lyson , T . 201 – 215 . Lincoln : University of Nebraska Press .
   Google Scholar
• Elliott , P and Wakefield , J . 2000 . “ Bias and confounding in spatial epidemiology ” . In Spatial Epidemiology: Methods and Applications , Edited by: Elliott , P , Wakefield , J , Best , N and Briggs , D . 68 – 84 . Oxford : Oxford University Press .
   Google Scholar
• Oliver , L and Hayes , M . 2007 . Does choice of spatial unit matter for estimating small-area disparities in health and place effects in the Vancouver census metropolitan area? . Can J Public Health. , 98 : S27 – S34 .
   Google Scholar
• Hawkes , C . 2008 . Dietary implications of supermarket development: a global perspective . Dev Policy Rev. , 26 : 657 – 692 .
   Google Scholar
• Giang , T , Karpyn , A , Laurison , H , Hillier , A and Perry , R . 2008 . Closing the grocery gap in underserved communities: the creation of the Pennsylvania fresh food financing initiative . J Public Health Manag Pract. , 14 : 272 – 279 .
   Google Scholar
• White , M , Bunting , J , Williams , L , Raybould , S , Adamson , A and Mathers , J . Do food deserts exist? A multi-level geographic analysis of the relationship between retail food access, socioeconomic position, and dietary intake . Food Service Agency Report N0910 . 2004 .
   Google Scholar
• White , M . 2007 . Food access and obesity . Obes Rev. , 8 : 99 – 107 .
   Google Scholar
• Cummins , S , Findlay , A , Higgins , C , Pettigrew , M , Sparks , K and Thomson , H . 2008 . Reducing inequalities in health and diet: findings from a study on the impact of a food retail development . Environ Plann A. , 40 : 402 – 422 .
   Google Scholar
• Wrigley , N , Warm , D , Margetts , B and Lowe , M . 2004 . The Leeds “food deserts” intervention study: What the focus groups reveal . Int J Retail Dist Manag. , 32 : 123
   Google Scholar
• Wrigley , N , Warm , D , Margetss , B and Whelan , A . 2002 . Assessing the impact of improved retail access on diet in a ‘food desert’: a preliminary report . Urban Stud. , 39 : 2061 – 2082 .
   Google Scholar
• Glanz , K , Sallis , JF , Saelens , B and Frank , LD . 2007 . Nutrition environment measures survey in stores (NEMS-S) . Am J Prev Med. , 32 : 282 – 289 .
   Google Scholar
• Chung , C and Myers , S . 1996 . Do the poor pay more for food? An analysis of grocery store availability and food price disparities . J Consum Aff. , 33 : 276 – 396 .
   Google Scholar
• Andreyeva , T , Blumenthal , D , Schwartz , M , Long , M and Brownell , K . 2008 . Availability and prices of foods across stores and neighborhoods: the case of New Haven . Health Aff. , 27 : 1381 – 1388 .
   Google Scholar
• Block , D and Kouba , J . 2006 . A comparison of the availability and affordability of a market basket in two communities in the Chicago area . Public Health Nutr. , 9 : 837 – 845 .
   Google Scholar
• Kaufman , P , MacDonald , J , Lutz , S and Smallwood , D . 1997 . Do the Poor Pay More for Food? Item Selection and Price Differences Affect Low-Income Household Food Costs , Washington, DC : United States Department of Agriculture-Economic Research Service .
   Google Scholar
• Cheadle , A , Psaty , B , Curry , S , Wagner , E , Diehr , P and Keopsell , T . 1991 . Community-level comparisons between the grocery store environment and individual dietary practices . Prev Med. , 20 : 250 – 261 .
   Google Scholar
• Raja , S , Ma , C and Yadav , P . 2008 . Beyond food deserts: measuring and mapping racial disparities in neighborhood food environments . J Plann Educ Res. , 27 : 469 – 482 .
   Google Scholar
• Sobal , J , Troiano , RP and Frongillo , EA Jr. 1996 . Rural–urban differences in obesity . Rural Sociology , 61 : 289 – 370 .
   Google Scholar
• Houston , D . 2005 . Methods to test spatial mismatch . Econ Geogr. , 81 : 407 – 434 .
   Google Scholar
• Stafford , M , Cummins , S , Ellaway , A , Sacker , A , Wiggins , R and Macintyre , S . 2007 . Pathways to obesity: identifying local, modifiable determinants of physical activity and diet . Soc Sci Med. , 65 : 1882 – 1897 .
   Google Scholar
• Hackett , A , Boddy , L , Boothby , J , Dummer , T , Johnson , B and Stratton , G . 2008 . Mapping dietary habits may provide clues about the factors that determine food choice . J Human Nutr Diet. , 21 : 428 – 437 .
   Google Scholar
• Wang , M , Gonzalez , A , Ritchie , L and Winkleby , M . 2006 . The neighborhood food environment: Sources of historical data on retail food stores . Int J Behav Nutr Phys Act. , 3 : 15 – 22 .
   Google Scholar
• Jetter , KM and Cassady , DL . 2006 . The availability and cost of healthier food alternatives . Am J Prev Med. , 30 : 38 – 44 .
   Google Scholar
• Drewnowski , A . 2004 . Obesity and the food environment—dietary energy density and diet costs . Am J Prev Med. , 27 : 154 – 162 .
   Google Scholar
• Rose , D . 2007 . Food stamps, the thrifty food plan, and meal preparation: the importance of time dimension for US nutrition policy . J Nutr Educ Behav. , 39 : 226 – 232 .
   Google Scholar
• Beydoun , M , Powell , L and Wang , Y . 2009 . Reduced away-from-home food expenditure and better nutrition knowledge and belief can improve quality of dietary intake . Public Health Nutr. , 46 : 369 – 381 .
   Google Scholar