Exploring Housing Determinants of Obesity Prevalence Using Multiscale Geographically Weighted Regression in Chicago, Illinois

Literature Cited

• Almardood, M. A., and P. Maghelal. 2020. Enhancing the use of transit in arid regions: Case of Abu Dhabi. International Journal of Sustainable Transportation 14 (5):375–88. doi: 10.1080/15568318.2018.1564405.
   Web of Science ®Google Scholar
• Badland, H., S. Foster, R. Bentley, C. Higgs, R. Roberts, C. Pettit, and B. Giles-Corti. 2017. Examining associations between area-level spatial measures of housing with selected health and wellbeing behaviours and outcomes in an urban context. Health & Place 43:17–24. doi: 10.1016/j.healthplace.2016.11.003.
   PubMed Web of Science ®Google Scholar
• Baker, E., L. H. Lester, R. Bentley, and A. Beer. 2016. Poor housing quality: Prevalence and health effects. Journal of Prevention & Intervention in the Community 44 (4):219–32. doi: 10.1080/10852352.2016.1197714.
   PubMed Web of Science ®Google Scholar
• Belsley, D. A., E. Kuh, and R. E. Welsch. 1980. Regression diagnostics: Identifying influential data and sources of collinearity. New York: Wiley.
   Google Scholar
• Boehmer, T. K., C. M. Hoehner, A. D. Deshpande, L. K. Brennan Ramirez, and R. C. Brownson. 2007. Perceived and observed neighborhood indicators of obesity among urban adults. International Journal of Obesity 31 (6):968–77. doi: 10.1038/sj.ijo.0803531.
   Web of Science ®Google Scholar
• Brown, B. B., I. Yamada, K. R. Smith, C. D. Zick, L. Kowaleski-Jones, and J. X. Fan. 2009. Mixed land use and walkability: Variations in land use measures and relationships with BMI, overweight, and obesity. Health & Place 15 (4):1130–41. doi: 10.1016/j.healthplace.2009.06.008.
   PubMed Web of Science ®Google Scholar
• Brunsdon, C., A. S. Fotheringham, and M. E. Charlton. 1996. Geographically weighted regression: A method for exploring spatial nonstationarity. Geographical Analysis 28 (4):281–98. doi: 10.1111/j.1538-4632.1996.tb00936.x.
   Web of Science ®Google Scholar
• Centers for Disease Control and Prevention (CDC). 2021. Adult obesity facts. Accessed December 12, 2021. https://www.cdc.gov/obesity/data/adult.html#:∼:text=From%201999%20%E2%80%932000%20through%202017,and%20certain%20types%20of%20cancer.
   Google Scholar
• Chambers, E. C., M. C. Pichardo, and E. Rosenbaum. 2016. Sleep and the housing and neighborhood environment of urban Latino adults living in low-income housing: The AHOME study. Behavioral Sleep Medicine 14 (2):169–84. doi: 10.1080/15402002.2014.974180.
   PubMed Web of Science ®Google Scholar
• Chamieh, M. C., H. J. Moore, C. Summerbell, H. Tamim, A. M. Sibai, and N. Hwalla. 2015. Diet, physical activity and socio-economic disparities of obesity in Lebanese adults: Findings from a national study. BMC Public Health 15 (1):1–13. doi: 10.1186/s12889-015-1605-9.
   PubMed Web of Science ®Google Scholar
• Chatterjee, S., and B. Price. 1991. Regression analysis by example. New York: Wiley.
   Google Scholar
• Cheezum, R. R., M. T. Rosso, N. Niewolak, and T. Cobb. 2019. Using PhotoVoice to understand health determinants of formerly homeless individuals living in permanent housing in Detroit. Qualitative Health Research 29 (7):1043–55. doi: 10.1177/1049732318816670.
   PubMed Web of Science ®Google Scholar
• Chicago Gentrification and Displacement. 2022. Accessed March 20, 2022. https://www.urbandisplacement.org/maps/chicago-gentrification-and-displacement/.
   Google Scholar
• Desmond, M. 2015. Unaffordable America: Poverty, housing, and eviction. Fast Focus: Institute for Research on Poverty 22:1–6.
   Google Scholar
• Dunn, J. R. 2000. Housing and health inequalities: Review and prospects for research. Housing Studies 15 (3):341–66. doi: 10.1080/02673030050009221.
   Web of Science ®Google Scholar
• Duraccio, K. M., K. N. Krietsch, M. L. Chardon, T. R. Van Dyk, and D. W. Beebe. 2019. Poor sleep and adolescent obesity risk: A narrative review of potential mechanisms. Adolescent Health, Medicine and Therapeutics 10:117–30.
   PubMed Web of Science ®Google Scholar
• Evans, G. W. 2006. Child development and the physical environment. Annual Review of Psychology 57:423–51. doi: 10.1146/annurev.psych.57.102904.190057.
   PubMed Web of Science ®Google Scholar
• Fotheringham, A. S., C. Brunsdon, and M. Charlton. 2003. Geographically weighted regression: The analysis of spatially varying relationships. Newcastle, UK: Wiley.
   Google Scholar
• Fotheringham, A. S., W. Yang, and W. Kang. 2017. Multiscale geographically weighted regression (MGWR). Annals of the American Association of Geographers 107 (6):1247–65. doi: 10.1080/24694452.2017.1352480.
   Web of Science ®Google Scholar
• Fotheringham, A. S., H. Yue, and Z. Li. 2019. Examining the influences of air quality in China’s cities using multi‐scale geographically weighted regression. Transactions in GIS 23 (6):1444–64. doi: 10.1111/tgis.12580.
   Web of Science ®Google Scholar
• Hazekamp, C., S. Yousuf, M. Khare, and M. MacDowell. 2021. Unhealthy behaviours in urban Illinois communities affected by eviction: A descriptive analysis. Health & Social Care in the Community 29 (3):867–75. doi: 10.1111/hsc.13312.
   PubMed Web of Science ®Google Scholar
• Hwang, J., and R. J. Sampson. 2014. Divergent pathways of gentrification: Racial inequality and the social order of renewal in Chicago neighborhoods. American Sociological Review 79 (4):726–51. doi: 10.1177/0003122414535774.
   Web of Science ®Google Scholar
• Jun, H. J., and M. Namgung. 2018. Gender difference and spatial heterogeneity in local obesity. International Journal of Environmental Research and Public Health 15 (2):311. doi: 10.3390/ijerph15020311.
   PubMed Web of Science ®Google Scholar
• Levallois, P., P. Barn, M. Valcke, D. Gauvin, and T. Kosatsky. 2018. Public health consequences of lead in drinking water. Current Environmental Health Reports 5 (2):255–62. doi: 10.1007/s40572-018-0193-0.
   PubMedGoogle Scholar
• Little Village Community Portal. 2022. Accessed March 20, 2022. https://littlevillagecommunityportal.org/lv-community/today/.
   Google Scholar
• Lotfata, A. 2022. Using geographically weighted models to explore obesity prevalence association with air temperature, socioeconomic factors, and unhealthy behavior in the USA. Journal of Geovisualization and Spatial Analysis 6 (1):14. doi: 10.1007/s41651-022-00108-y.
   Google Scholar
• Martinez, L. 2021. Health differences in an unequal city. Cities 108:102976.
   Web of Science ®Google Scholar
• Nobari, T. Z., and S. E. Whaley. 2021. Severe housing-cost burden and low-income young children’s exposure to adverse experiences: A cross-sectional survey of WIC participants in Los Angeles County. Maternal and Child Health Journal 25 (2):321–29. doi: 10.1007/s10995-020-03032-z.
   PubMed Web of Science ®Google Scholar
• Openshaw, S., and P. J. Taylor. 1979. A million or so correlation coefficients: Three experiments on the modifiable areal unit problem. In Statistical applications in the spatial sciences, ed. N. Wrigley and R. J. Bennett, 127–44. London: Pion.
   Google Scholar
• Oshan, T. M., Z. Li, W. Kang, L. Wolf, and A. S. Fotheringham. 2019. mgwr: A Python implementation of multiscale geographically weighted regression for investigating process spatial heterogeneity and scale. ISPRS International Journal of Geo-Information 8 (6):269. doi: 10.3390/ijgi8060269.
   Web of Science ®Google Scholar
• Oshan, T. M., J. P. Smith, and A. S. Fotheringham. 2020. Targeting the spatial context of obesity determinants via multiscale geographically weighted regression. International Journal of Health Geographics 19 (1):1–17. doi: 10.1186/s12942-020-00204-6.
   PubMed Web of Science ®Google Scholar
• Pinto, A. M., F. A. Ferreira, R. W. Spahr, M. A. Sunderman, K. Govindan, and I. Meidutė-Kavaliauskienė. 2021. Analyzing blight impacts on urban areas: A multi-criteria approach. Land Use Policy 108:105661. doi: 10.1016/j.landusepol.2021.105661.
   Web of Science ®Google Scholar
• Pollack, C. E., B. A. Griffin, and J. Lynch. 2010. Housing affordability and health among homeowners and renters. American Journal of Preventive Medicine 39 (6):515–21. doi: 10.1016/j.amepre.2010.08.002.
   PubMed Web of Science ®Google Scholar
• Pouliou, T., and S. J. Elliott. 2010. Individual and socio-environmental determinants of overweight and obesity in urban Canada. Health & Place 16 (2):389–98. doi: 10.1016/j.healthplace.2009.11.011.
   PubMed Web of Science ®Google Scholar
• Rodgers, J., B. A. Briesacher, R. B. Wallace, I. Kawachi, C. F. Baum, and D. Kim. 2019. County-level housing affordability in relation to risk factors for cardiovascular disease among middle-aged adults: The National Longitudinal Survey of Youths 1979. Health & Place 59:102194. doi: 10.1016/j.healthplace.2019.102194.
   PubMed Web of Science ®Google Scholar
• Rojo, M., S. Solano, T. Lacruz, J. I. Baile, M. Blanco, M. Graell, and A. R. Sepúlveda. 2021. Linking psychosocial stress events, psychological disorders and childhood obesity. Children 8 (3):211. doi: 10.3390/children8030211.
   PubMedGoogle Scholar
• Schuch, I., T. G. D. Castro, F. D. A. de Vasconcelos, C. L. Dutra, and M. Z. Goldani. 2013. Excess weight in preschoolers: Prevalence and associated factors. Jornal de Pediatria 89 (2):179–88. doi: 10.1016/j.jped.2013.03.003.
   PubMed Web of Science ®Google Scholar
• Sims, M., K. N. Kershaw, K. Breathett, E. A. Jackson, L. M. Lewis, M. S. Mujahid, and S. F. Suglia, American Heart Association Council on Epidemiology and Prevention and Council on Quality of Care and Outcomes Research. 2020. Importance of housing and cardiovascular health and well-being: A scientific statement from the American Heart Association. Circulation: Cardiovascular Quality and Outcomes 13 (8):e000089. doi: 10.1161/HCQ.0000000000000089.
   PubMed Web of Science ®Google Scholar
• Swope, C. B., and D. Hernández. 2019. Housing as a determinant of health equity: A conceptual model. Social Science & Medicine 243:112571. doi: 10.1016/j.socscimed.2019.112571.
   PubMed Web of Science ®Google Scholar
• Tobing, E. 2021. Unemployment and obesity during the great recession: Evidence from US county panel data. Applied Economics Letters. Advance online publication. doi: 10.1080/13504851.2021.1998316.
   Web of Science ®Google Scholar
• Tomal, M. 2022. Exploring the meso-determinants of apartment prices in Polish counties using spatial autoregressive multiscale geographically weighted regression. Applied Economics Letters 29 (9):822–30. doi: 10.1080/13504851.2021.1891194.
   Web of Science ®Google Scholar
• Van Dyck, D., G. Cardon, B. Deforche, and I. D. Bourdeaudhuij. 2009. Lower neighbourhood walkability and longer distance to school are related to physical activity in Belgian adolescents. Preventive Medicine 48 (6):516–18. doi: 10.1016/j.ypmed.2009.03.005.
   PubMed Web of Science ®Google Scholar
• Van Rossum, G., and F. L. Drake. 2009. Python 3 reference manual. Scotts Valley, CA: CreateSpace.
   Google Scholar
• Wang, L., and J. Qi. 2016. Association between family structure and physical activity of Chinese adolescents. BioMed Research International 2016:4278682–7. doi: 10.1155/2016/4278682.
   PubMed Web of Science ®Google Scholar
• Wang, N. 2014. Downsizing: How micro apartments are the step toward better affordable housing in New York. Accessed December 12, 2021. https://bit.ly/2RBCWJo.
   Google Scholar
• Wong, M. S., K. S. Chan, J. C. Jones-Smith, E. Colantuoni, R. J. Thorpe, and S. N. Bleich. 2018. The neighborhood environment and obesity: Understanding variation by race/ethnicity. Preventive Medicine 111:371–77. doi: 10.1016/j.ypmed.2017.11.029.
   PubMed Web of Science ®Google Scholar
• Yamada, I., B. B. Brown, K. R. Smith, C. D. Zick, L. Kowaleski-Jones, and J. X. Fan. 2012. Mixed land use and obesity: An empirical comparison of alternative land use measures and geographic scales. The Professional Geographer 64 (2):157–77. doi: 10.1080/00330124.2011.583592.
   PubMed Web of Science ®Google Scholar
• Yu, H., A. S. Fotheringham, Z. Li, T. Oshan, W. Kang, and L. Wolf. 2020. Inference in multiscale geographically weighted regression. Geographical Analysis 52 (1):87–106. doi: 10.1111/gean.12189.
   Web of Science ®Google Scholar
• Zotti, E. 2022. Chicago a tourist mecca? Chicago Sun-Times. Accessed January 20, 2022. https://chicago.suntimes.com/columnists/2019/9/6/20850010/chicago-tourism-analysis-ed-zotti-city-crossroads.
   Google Scholar