Skip to main content
Erschienen in: Social Indicators Research 3/2017

17.06.2016

Area Social Deprivation and Public Health: Analyzing the Spatial Non-stationary Associations Using Geographically Weighed Regression

verfasst von: Shiliang Su, Yue Gong, Bingqing Tan, Jianhua Pi, Min Weng, Zhongliang Cai

Erschienen in: Social Indicators Research | Ausgabe 3/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The prevalence of non-communicable chronic diseases (NCDs) worldwide poses an alarming threat to public health. Recent literature has embraced the opinion that incorporating the social factors should advance the understanding of NCDs prevalence. In this context, examining the NCDs prevalence in association with area social deprivation should provide critical implications for coping with public health risks. However, few empirical studies have examined this specific issue, especially in the developing countries. Using the principal component analysis, an area social deprivation index (ASDI) is established for the Shenzhen city (China) by integrating ten indicators from four dimensions: education, housing, socially disadvantaged population, and economically disadvantaged population. The geographically weighted regression (GWR) is employed to analyze the associations between ASDI and the incidence rate of three prevalent NCDs at district scale. Spatial non-stationary relationships are identified for the three diseases. More specifically, prevalence of the three diseases is all positively correlated with the ASDI. Strength of the associations presents the geography that it generally decreases from the central city to the suburb. These findings suggest that greater possibility of NCDs prevalence would be expected in districts with higher social deprivation. Besides, the impact of social deprivation on NCDs prevalence is much stronger in the central city. The spatial stationarity can facilitate the formulation of location-specific preventive measurements. This paper is believed to provide an innovative insight for social indicators research.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Atkinson, J., Salmond, C., & Crampton, P. (2014). NZDep2013 Index of Deprivation. Wellington: The Department of Public Health, University of Otago. Atkinson, J., Salmond, C., & Crampton, P. (2014). NZDep2013 Index of Deprivation. Wellington: The Department of Public Health, University of Otago.
Zurück zum Zitat Aubé-Maurice, J., Rochette, L., & Blais, C. (2012). Divergent associations between incident hypertension and deprivation based on different sources of case identification. Chronic Diseases & Injuries in Canada, 32(3), 121–130. Aubé-Maurice, J., Rochette, L., & Blais, C. (2012). Divergent associations between incident hypertension and deprivation based on different sources of case identification. Chronic Diseases & Injuries in Canada, 32(3), 121–130.
Zurück zum Zitat Baumann, M., Spitz, E., Guillemin, F., Ravaud, J. F., Choquet, M., Falissard, B., et al. (2007). Associations of social and material deprivation with tobacco, alcohol, and psychotropic drug use, and gender: A population-based study. International Journal of Health Geographics, 6(25), 1–12. Baumann, M., Spitz, E., Guillemin, F., Ravaud, J. F., Choquet, M., Falissard, B., et al. (2007). Associations of social and material deprivation with tobacco, alcohol, and psychotropic drug use, and gender: A population-based study. International Journal of Health Geographics, 6(25), 1–12.
Zurück zum Zitat Bereitschaft, B., & Cammack, R. (2015). Neighborhood diversity and the creative class in Chicago. Applied Geography, 63, 166–183.CrossRef Bereitschaft, B., & Cammack, R. (2015). Neighborhood diversity and the creative class in Chicago. Applied Geography, 63, 166–183.CrossRef
Zurück zum Zitat Berry, A., Bellisario, V., Capoccia, S., Tirassa, P., Calza, A., Alleva, E., et al. (2012). Social deprivation stress is a triggering factor for the emergence of anxiety- and depression-like behaviours and leads to reduced brain BDNF levels in C57BL/6J mice. Psychoneuroendocrinology, 37(6), 762–772.CrossRef Berry, A., Bellisario, V., Capoccia, S., Tirassa, P., Calza, A., Alleva, E., et al. (2012). Social deprivation stress is a triggering factor for the emergence of anxiety- and depression-like behaviours and leads to reduced brain BDNF levels in C57BL/6J mice. Psychoneuroendocrinology, 37(6), 762–772.CrossRef
Zurück zum Zitat Brennan-Olsen, S. L., Williams, L. J., Holloway, K. L., Hosking, S. M., Stuart, A. L., Dobbins, A. G., & Pasco, J. A. (2015). Small area-level socioeconomic status and all-cause mortality within 10 years in a population-based cohort of women: Data from the Geelong Osteoporosis Study. Preventive Medicine Reports, 2, 505–511.CrossRef Brennan-Olsen, S. L., Williams, L. J., Holloway, K. L., Hosking, S. M., Stuart, A. L., Dobbins, A. G., & Pasco, J. A. (2015). Small area-level socioeconomic status and all-cause mortality within 10 years in a population-based cohort of women: Data from the Geelong Osteoporosis Study. Preventive Medicine Reports, 2, 505–511.CrossRef
Zurück zum Zitat Burrows, S., Auger, N., Gamache, P., St-Laurent, D., & Hamel, D. (2011). Influence of social and material individual and area deprivation on suicide mortality among 2.7 million Canadians: A prospective study. BMC Public Health, 11(16), 2040–2055. Burrows, S., Auger, N., Gamache, P., St-Laurent, D., & Hamel, D. (2011). Influence of social and material individual and area deprivation on suicide mortality among 2.7 million Canadians: A prospective study. BMC Public Health, 11(16), 2040–2055.
Zurück zum Zitat Chaix, B., Rosvall, M., & Merlo, J. (2007). Assessment of the magnitude of geographical variations and socioeconomic contextual effects on ischaemic heart disease mortality: A multilevel survival analysis of a large Swedish cohort. Journal of Epidemiology and Community Health, 61(4), 349–355.CrossRef Chaix, B., Rosvall, M., & Merlo, J. (2007). Assessment of the magnitude of geographical variations and socioeconomic contextual effects on ischaemic heart disease mortality: A multilevel survival analysis of a large Swedish cohort. Journal of Epidemiology and Community Health, 61(4), 349–355.CrossRef
Zurück zum Zitat Chalkias, A., Nitsotolis, T., Papalexandrou, A., Mikros, S., Iacovidou, N., & Xanthos, T. (2013). Sagittal abdominal diameter may effectively predict future complications and increased mortality in intensive care unit patients with severe sepsis. Journal of Critical Care, 28(6), 964–969.CrossRef Chalkias, A., Nitsotolis, T., Papalexandrou, A., Mikros, S., Iacovidou, N., & Xanthos, T. (2013). Sagittal abdominal diameter may effectively predict future complications and increased mortality in intensive care unit patients with severe sepsis. Journal of Critical Care, 28(6), 964–969.CrossRef
Zurück zum Zitat Chen, D. R., Truong, K. D., & Tsai, M. J. (2013). Prevalence of poor sleep quality and its relationship with body mass index among teenagers: Evidence from Taiwan. Journal of School Health, 83(8), 582–588.CrossRef Chen, D. R., Truong, K. D., & Tsai, M. J. (2013). Prevalence of poor sleep quality and its relationship with body mass index among teenagers: Evidence from Taiwan. Journal of School Health, 83(8), 582–588.CrossRef
Zurück zum Zitat Chen, V. Y., Wu, P., Yang, T., & Su, H. (2010). Examining non-stationary effects of social determinants on cardiovascular mortality after cold surges in Taiwan. Science of the Total Environment, 408(9), 2042–2049.CrossRef Chen, V. Y., Wu, P., Yang, T., & Su, H. (2010). Examining non-stationary effects of social determinants on cardiovascular mortality after cold surges in Taiwan. Science of the Total Environment, 408(9), 2042–2049.CrossRef
Zurück zum Zitat Coggon, D., Rose, G., & Barker, D. J. P. (1997). Quantifying diseases in populations. Epidemiology for the uninitiated (4th ed.). BMJ. ISBN: 0-7279-1102-3. Coggon, D., Rose, G., & Barker, D. J. P. (1997). Quantifying diseases in populations. Epidemiology for the uninitiated (4th ed.). BMJ. ISBN: 0-7279-1102-3.
Zurück zum Zitat Cramm, J. M., & Nieboer, A. P. (2011). The influence of social capital and socio-economic conditions on self-rated health among residents of an economically and health-deprived South African township. International Journal for Equity in Health, 10(1), 51–57.CrossRef Cramm, J. M., & Nieboer, A. P. (2011). The influence of social capital and socio-economic conditions on self-rated health among residents of an economically and health-deprived South African township. International Journal for Equity in Health, 10(1), 51–57.CrossRef
Zurück zum Zitat Cumming, S., & Vernier, P. (2002). Statistical models of landscape pattern metrics, with applications to regional scale dynamic forest simulation. Landscape Ecology, 17(5), 433–444.CrossRef Cumming, S., & Vernier, P. (2002). Statistical models of landscape pattern metrics, with applications to regional scale dynamic forest simulation. Landscape Ecology, 17(5), 433–444.CrossRef
Zurück zum Zitat D’Ambrosio, C., & Rodrigues, R. I. (2008). Deprivation in the São Paulo districts: Evidence from 2000. World Development, 36, 1094–1112.CrossRef D’Ambrosio, C., & Rodrigues, R. I. (2008). Deprivation in the São Paulo districts: Evidence from 2000. World Development, 36, 1094–1112.CrossRef
Zurück zum Zitat Daniela, D., Maria, K., Georg, H., Teo, K. K., Annika, R., Janice, P., et al. (2015). Modifiable lifestyle and social factors affect chronic kidney disease in high-risk individuals with type 2 diabetes mellitus. Kidney International, 87(4), 784–791.CrossRef Daniela, D., Maria, K., Georg, H., Teo, K. K., Annika, R., Janice, P., et al. (2015). Modifiable lifestyle and social factors affect chronic kidney disease in high-risk individuals with type 2 diabetes mellitus. Kidney International, 87(4), 784–791.CrossRef
Zurück zum Zitat Fano, V., Pezzotti, P., Gnavi, R., Bontempi, K., Miceli, M., Pagnozzi, E., et al. (2013). The role of socio-economic factors on prevalence and health outcomes of persons with diabetes in Rome, Italy. European Journal of Public Health, 23(6), 991–997.CrossRef Fano, V., Pezzotti, P., Gnavi, R., Bontempi, K., Miceli, M., Pagnozzi, E., et al. (2013). The role of socio-economic factors on prevalence and health outcomes of persons with diabetes in Rome, Italy. European Journal of Public Health, 23(6), 991–997.CrossRef
Zurück zum Zitat Feng, X., Girosi, F., & Mcrae, I. S. (2014). People with multiple unhealthy lifestyles are less likely to consult primary healthcare. BMC Family Practice, 15(1), 1–7.CrossRef Feng, X., Girosi, F., & Mcrae, I. S. (2014). People with multiple unhealthy lifestyles are less likely to consult primary healthcare. BMC Family Practice, 15(1), 1–7.CrossRef
Zurück zum Zitat Few, R., Lake, I., Hunter, P. R., Tran, P. G., & Thien, V. T. (2009). Seasonal hazards and health risks in lower-income countries: Field testing a multi-disciplinary approach. Environmental Health A Global Access Science Source, 8, 239–243. Few, R., Lake, I., Hunter, P. R., Tran, P. G., & Thien, V. T. (2009). Seasonal hazards and health risks in lower-income countries: Field testing a multi-disciplinary approach. Environmental Health A Global Access Science Source, 8, 239–243.
Zurück zum Zitat Foody, G. M., Boyd, D. S., & Cutler, M. E. J. (2003). Predictive relations of tropical forest biomass from Landsat TM data and their transferability between regions. Remote Sensing of Environment, 85(4), 463–474.CrossRef Foody, G. M., Boyd, D. S., & Cutler, M. E. J. (2003). Predictive relations of tropical forest biomass from Landsat TM data and their transferability between regions. Remote Sensing of Environment, 85(4), 463–474.CrossRef
Zurück zum Zitat Fotheringham, A. S., & Brunsdon, C. (1999). Local forms of spatial analysis. Geographical Analysis, 31(4), 340–358.CrossRef Fotheringham, A. S., & Brunsdon, C. (1999). Local forms of spatial analysis. Geographical Analysis, 31(4), 340–358.CrossRef
Zurück zum Zitat Fotheringham, A. S., Brunsdon, C., & Charlton, M. E. (2002). Geographically weighted regression: The analysis of spatially varying relationships. New York: Wiley. Fotheringham, A. S., Brunsdon, C., & Charlton, M. E. (2002). Geographically weighted regression: The analysis of spatially varying relationships. New York: Wiley.
Zurück zum Zitat Gong, P., Liang, S., Carlton, E. J., Jiang, Q., Wu, J., Wang, L., et al. (2012). Urbanisation and health in China. Lancet, 379, 843–852.CrossRef Gong, P., Liang, S., Carlton, E. J., Jiang, Q., Wu, J., Wang, L., et al. (2012). Urbanisation and health in China. Lancet, 379, 843–852.CrossRef
Zurück zum Zitat Goovaerts, P., Xiao, H., Adunlin, G., Ali, A., Tan, F., Gwede, C. K., et al. (2015). Geographically-weighted regression analysis of percentage of late-stage prostate cancer diagnosis in Florida. Applied Geography, 62, 191–200.CrossRef Goovaerts, P., Xiao, H., Adunlin, G., Ali, A., Tan, F., Gwede, C. K., et al. (2015). Geographically-weighted regression analysis of percentage of late-stage prostate cancer diagnosis in Florida. Applied Geography, 62, 191–200.CrossRef
Zurück zum Zitat Griffith, J. A., Mantinko, E. A., & Price, K. P. (2000). Landscape structure analysis of Kansas at three scales. Landscape and Urban Planning, 52, 45–61.CrossRef Griffith, J. A., Mantinko, E. A., & Price, K. P. (2000). Landscape structure analysis of Kansas at three scales. Landscape and Urban Planning, 52, 45–61.CrossRef
Zurück zum Zitat Grintsova, O., Maier, W., & Mielck, A. (2014). Inequalities in health care among patients with type 2 diabetes by individual socio-economic status (SES) and regional deprivation: A systematic literature review. International Journal for Equity in Health, 13(1), 43–56.CrossRef Grintsova, O., Maier, W., & Mielck, A. (2014). Inequalities in health care among patients with type 2 diabetes by individual socio-economic status (SES) and regional deprivation: A systematic literature review. International Journal for Equity in Health, 13(1), 43–56.CrossRef
Zurück zum Zitat Günther, I., & Schipper, Y. (2013). Pumps, germs and storage: The impact of improved water containers on water quality and health. Health Economics, 22(7), 757–774.CrossRef Günther, I., & Schipper, Y. (2013). Pumps, germs and storage: The impact of improved water containers on water quality and health. Health Economics, 22(7), 757–774.CrossRef
Zurück zum Zitat Guo, L., Ma, Z., & Zhang, L. (2008). Comparison of bandwidth selection in application of geographically weighted regression: A case study. Canadian Journal of Forest Research, 38, 2526–2534.CrossRef Guo, L., Ma, Z., & Zhang, L. (2008). Comparison of bandwidth selection in application of geographically weighted regression: A case study. Canadian Journal of Forest Research, 38, 2526–2534.CrossRef
Zurück zum Zitat Havard, S., Deguen, S. J., Louis, K., Laurent, O., & Bard, D. (2008). A small-area index of socioeconomic deprivation to capture health inequalities in France. Social Science and Medicine, 67(12), 2007–2016.CrossRef Havard, S., Deguen, S. J., Louis, K., Laurent, O., & Bard, D. (2008). A small-area index of socioeconomic deprivation to capture health inequalities in France. Social Science and Medicine, 67(12), 2007–2016.CrossRef
Zurück zum Zitat Henke, J. M., & Petropoulos, G. P. (2013). A GIS-based exploration of the relationships between human health, social deprivation and ecosystem services: The case of wales. UK. Applied Geography, 45(5), 77–88.CrossRef Henke, J. M., & Petropoulos, G. P. (2013). A GIS-based exploration of the relationships between human health, social deprivation and ecosystem services: The case of wales. UK. Applied Geography, 45(5), 77–88.CrossRef
Zurück zum Zitat Jacob, V., Vellappally, S., Smejkalova, J., Rajkumar, K., Cermakova, E., Fiala, Z., et al. (2008). Tabacco use in smokeless and smoking forms and its effect on periodontal health in India. Central European Journal of Medicine, 3(1), 97–104. Jacob, V., Vellappally, S., Smejkalova, J., Rajkumar, K., Cermakova, E., Fiala, Z., et al. (2008). Tabacco use in smokeless and smoking forms and its effect on periodontal health in India. Central European Journal of Medicine, 3(1), 97–104.
Zurück zum Zitat Jaimes, N. B. P., Sendra, J. B., Delgado, M. G., & Plata, R. F. (2010). Exploring the driving forces behind deforestation in the state of Mexico (Mexico) using geographically weighted regression. Applied Geography, 30, 576–591.CrossRef Jaimes, N. B. P., Sendra, J. B., Delgado, M. G., & Plata, R. F. (2010). Exploring the driving forces behind deforestation in the state of Mexico (Mexico) using geographically weighted regression. Applied Geography, 30, 576–591.CrossRef
Zurück zum Zitat Julie, K., Coupland, V. H., Kocher, H. M., William, A., Grocock, M. J., & Jack, R. H. (2014). Time and deprivation trends in incidence of primary liver cancer subtypes in England. Journal of Evaluation in Clinical Practice, 20(4), 498–504.CrossRef Julie, K., Coupland, V. H., Kocher, H. M., William, A., Grocock, M. J., & Jack, R. H. (2014). Time and deprivation trends in incidence of primary liver cancer subtypes in England. Journal of Evaluation in Clinical Practice, 20(4), 498–504.CrossRef
Zurück zum Zitat Laraia, B. A., Karter, A. J., Warton, E. M., Schillinger, D., Moffet, H. H., & Adler, N. (2012). Place matters: Neighborhood deprivation and cardiometabolic risk factors in the Diabetes Study of Northern California (DISTANCE). Social Science and Medicine, 74, 1082–1090.CrossRef Laraia, B. A., Karter, A. J., Warton, E. M., Schillinger, D., Moffet, H. H., & Adler, N. (2012). Place matters: Neighborhood deprivation and cardiometabolic risk factors in the Diabetes Study of Northern California (DISTANCE). Social Science and Medicine, 74, 1082–1090.CrossRef
Zurück zum Zitat LeSage, J. P. (2001). A family of geographically weighted regression models. Advances in spatial Econometrics (pp. 240–264). Berlin: Springer. LeSage, J. P. (2001). A family of geographically weighted regression models. Advances in spatial Econometrics (pp. 240–264). Berlin: Springer.
Zurück zum Zitat Lian, M., Schootman, M., Doubeni, C. A., et al. (2011). Geographic variation in colorectal cancer survival and the role of small-area socioeconomic deprivation: A multilevel survival analysis of the NIH-AARP Diet and Health Study Cohort. American Journal of Epidemiology, 174, 828–838.CrossRef Lian, M., Schootman, M., Doubeni, C. A., et al. (2011). Geographic variation in colorectal cancer survival and the role of small-area socioeconomic deprivation: A multilevel survival analysis of the NIH-AARP Diet and Health Study Cohort. American Journal of Epidemiology, 174, 828–838.CrossRef
Zurück zum Zitat Mandal, R., St-Hilaire, S., Kie, J. G., & Derryberry, D. W. (2009). Spatial trends of breast and prostate cancers in the united states between 2000 and 2005. International Journal of Health Geographics, 8(22), 2817–2832. Mandal, R., St-Hilaire, S., Kie, J. G., & Derryberry, D. W. (2009). Spatial trends of breast and prostate cancers in the united states between 2000 and 2005. International Journal of Health Geographics, 8(22), 2817–2832.
Zurück zum Zitat Mullins, C. D., Blatt, L., Gbarayor, C. M., Yang, H. W., & Baquet, C. (2005). Health disparities: A barrier to high-quality care. American Journal of Health-System Pharmacy, 62(18), 1873–1882.CrossRef Mullins, C. D., Blatt, L., Gbarayor, C. M., Yang, H. W., & Baquet, C. (2005). Health disparities: A barrier to high-quality care. American Journal of Health-System Pharmacy, 62(18), 1873–1882.CrossRef
Zurück zum Zitat Noble, M., Barnes, H., Wright, G., & Roberts, B. (2010). Small area indices of multiple deprivation in south Africa. Social Indicators Research, 95(2), 281–297.CrossRef Noble, M., Barnes, H., Wright, G., & Roberts, B. (2010). Small area indices of multiple deprivation in south Africa. Social Indicators Research, 95(2), 281–297.CrossRef
Zurück zum Zitat Ogneva-Himmelberger, Y., Pearsall, H., & Rakshit, R. (2009). Concrete evidence & geographically weighted regression: A regional analysis of wealth and the land cover in Massachusetts. Applied Geography, 29, 478–487.CrossRef Ogneva-Himmelberger, Y., Pearsall, H., & Rakshit, R. (2009). Concrete evidence & geographically weighted regression: A regional analysis of wealth and the land cover in Massachusetts. Applied Geography, 29, 478–487.CrossRef
Zurück zum Zitat Pearce, J., Witten, K., Hiscock, R., & Blakely, T. (2007). Are socially disadvantaged neighborhoods deprived of health-related community resources? International Journal of Epidemiology, 36(2), 348–355.CrossRef Pearce, J., Witten, K., Hiscock, R., & Blakely, T. (2007). Are socially disadvantaged neighborhoods deprived of health-related community resources? International Journal of Epidemiology, 36(2), 348–355.CrossRef
Zurück zum Zitat Powell-Wiley, T. M., Ayers, C., Agyemang, P., Leonard, T., Berrigan, D., Ballard-Barbash, R., et al. (2014). Neighborhood-level socioeconomic deprivation predicts weight gain in a multi-ethnic population: Longitudinal data from the Dallas Heart Study. Preventive Medicine, 66, 22–27.CrossRef Powell-Wiley, T. M., Ayers, C., Agyemang, P., Leonard, T., Berrigan, D., Ballard-Barbash, R., et al. (2014). Neighborhood-level socioeconomic deprivation predicts weight gain in a multi-ethnic population: Longitudinal data from the Dallas Heart Study. Preventive Medicine, 66, 22–27.CrossRef
Zurück zum Zitat Richter, N. L., Gorey, K. M., Haji-Jama, S., & Luginaah, I. N. (2015). Care and survival of Mexican American women with node negative breast cancer: Historical cohort evidence of health insurance and barrio advantages. Journal of Immigrant and Minority Health, 17(3), 1–8.CrossRef Richter, N. L., Gorey, K. M., Haji-Jama, S., & Luginaah, I. N. (2015). Care and survival of Mexican American women with node negative breast cancer: Historical cohort evidence of health insurance and barrio advantages. Journal of Immigrant and Minority Health, 17(3), 1–8.CrossRef
Zurück zum Zitat Robert, P., Denis, H., Philippe, G., Philibert, M. D., Guy, R., & André, S. (2012). An area-based material and social deprivation index for public health in Québec and Canada. Canadian Journal of Public Health, 103, eS17–eS22. Robert, P., Denis, H., Philippe, G., Philibert, M. D., Guy, R., & André, S. (2012). An area-based material and social deprivation index for public health in Québec and Canada. Canadian Journal of Public Health, 103, eS17–eS22.
Zurück zum Zitat Ross, Z., Ito, K., Johnson, S., Yee, M., Pezeshki, G., Clougherty, J. E., et al. (2013). Spatial and temporal estimation of air pollutants in New York City: Exposure assignment for use in a birth outcomes study. Environmental Health, 12(25), 1–13. Ross, Z., Ito, K., Johnson, S., Yee, M., Pezeshki, G., Clougherty, J. E., et al. (2013). Spatial and temporal estimation of air pollutants in New York City: Exposure assignment for use in a birth outcomes study. Environmental Health, 12(25), 1–13.
Zurück zum Zitat Santana, P., Costa, C., Marí-Dell’Olmo, M., Gotsens, M., & Borrell, C. (2015). Mortality, material deprivation and urbanization: Exploring the social patterns of a metropolitan area. International Journal for Equity in Health, 14(1), 1–13.CrossRef Santana, P., Costa, C., Marí-Dell’Olmo, M., Gotsens, M., & Borrell, C. (2015). Mortality, material deprivation and urbanization: Exploring the social patterns of a metropolitan area. International Journal for Equity in Health, 14(1), 1–13.CrossRef
Zurück zum Zitat Shenzhen Health Statistical Yearbook, (2013). Health and Family Planning Commission of Shenzhen Municipality, Shenzhen. Shenzhen Health Statistical Yearbook, (2013). Health and Family Planning Commission of Shenzhen Municipality, Shenzhen.
Zurück zum Zitat Shenzhen Statistical Yearbook, (2014). China Statistic Press, Beijing. Shenzhen Statistical Yearbook, (2014). China Statistic Press, Beijing.
Zurück zum Zitat Su, S., Li, D., Hu, Y., Xiao, R., & Zhang, Y. (2014). Spatially non-stationary response of ecosystem service value changes to urbanization in shanghai, China. Ecological Indicators, 45(5), 332–339.CrossRef Su, S., Li, D., Hu, Y., Xiao, R., & Zhang, Y. (2014). Spatially non-stationary response of ecosystem service value changes to urbanization in shanghai, China. Ecological Indicators, 45(5), 332–339.CrossRef
Zurück zum Zitat Su, S., Xiao, R., & Zhang, Y. (2012). Multi-scale analysis of spatially varying relationships between agricultural landscape patterns and urbanization using geographically weighted regression. Applied Geography, 32(2), 360–375.CrossRef Su, S., Xiao, R., & Zhang, Y. (2012). Multi-scale analysis of spatially varying relationships between agricultural landscape patterns and urbanization using geographically weighted regression. Applied Geography, 32(2), 360–375.CrossRef
Zurück zum Zitat Taylor-Robinson, D. C., Smyth, R., Diggle, P. J., & Whitehead, M. (2013). A longitudinal study of the impact of social deprivation and disease severity on employment status in the UK cystic fibrosis population. PLoS one, 8(8), e73322.CrossRef Taylor-Robinson, D. C., Smyth, R., Diggle, P. J., & Whitehead, M. (2013). A longitudinal study of the impact of social deprivation and disease severity on employment status in the UK cystic fibrosis population. PLoS one, 8(8), e73322.CrossRef
Zurück zum Zitat UNDP. (2013). Addressing the social determinants of non-communicable diseases. New York: UNDP. UNDP. (2013). Addressing the social determinants of non-communicable diseases. New York: UNDP.
Zurück zum Zitat Verhaeghe, P. P., & Tampubolon, G. (2012). Individual social capital, neighbourhood deprivation, and self-rated health in England. Social Science and Medicine, 75(2), 349–357.CrossRef Verhaeghe, P. P., & Tampubolon, G. (2012). Individual social capital, neighbourhood deprivation, and self-rated health in England. Social Science and Medicine, 75(2), 349–357.CrossRef
Zurück zum Zitat Walker, A. E., & Becker, N. G. (2005). Health inequalities across socio-economic groups: Comparing geographic-area-based and individual-based indicators. Public Health, 119(12), 1097–1104.CrossRef Walker, A. E., & Becker, N. G. (2005). Health inequalities across socio-economic groups: Comparing geographic-area-based and individual-based indicators. Public Health, 119(12), 1097–1104.CrossRef
Zurück zum Zitat Weng, M., Pi, J., Tan, B., & Su, S. (2016). Area deprivation and liver cancer prevalence in Shenzhen, China: A spatial approach based on social indicators. Social Indicators Research. doi:10.1007/s11205-016-1358-6. Weng, M., Pi, J., Tan, B., & Su, S. (2016). Area deprivation and liver cancer prevalence in Shenzhen, China: A spatial approach based on social indicators. Social Indicators Research. doi:10.​1007/​s11205-016-1358-6.
Zurück zum Zitat Wheeler, D. C., & Calder, C. A. (2007). An assessment of coefficient accuracy in linear regression models with spatially varying coefficients. Journal of Geographical Systems, 9(2), 145–166.CrossRef Wheeler, D. C., & Calder, C. A. (2007). An assessment of coefficient accuracy in linear regression models with spatially varying coefficients. Journal of Geographical Systems, 9(2), 145–166.CrossRef
Zurück zum Zitat Wheeler, D., & Páez, A. (2010). Geographically weighted regression. In M. M. Fischer & A. Getis (Eds.), Handbook of applied spatial analysis: Software tools, methods and applications (pp. 461–4866). Heidelberg: Springer.CrossRef Wheeler, D., & Páez, A. (2010). Geographically weighted regression. In M. M. Fischer & A. Getis (Eds.), Handbook of applied spatial analysis: Software tools, methods and applications (pp. 461–4866). Heidelberg: Springer.CrossRef
Zurück zum Zitat WHO. (2006). Commission on the social determinants of health. In: Organisation GWH (Ed.), Fifth meeting of the commission on the social determinants of health, June 26–30, 2006, Nairobi Kenya. WHO. (2006). Commission on the social determinants of health. In: Organisation GWH (Ed.), Fifth meeting of the commission on the social determinants of health, June 26–30, 2006, Nairobi Kenya.
Zurück zum Zitat WHO. (2010). Global status report on non-communicable diseases. Geneva: WHO. WHO. (2010). Global status report on non-communicable diseases. Geneva: WHO.
Zurück zum Zitat Winkleby, M., Sundquist, K., & Cubbin, C. (2007). Inequities in CHD incidence and case fatality by neighborhood deprivation. American Journal of Preventive Medicine, 32(2), 97–106.CrossRef Winkleby, M., Sundquist, K., & Cubbin, C. (2007). Inequities in CHD incidence and case fatality by neighborhood deprivation. American Journal of Preventive Medicine, 32(2), 97–106.CrossRef
Zurück zum Zitat World Bank. (2011). The growing danger of non-communicable diseases: Acting now to reverse course. Washington, DC: World Bank. World Bank. (2011). The growing danger of non-communicable diseases: Acting now to reverse course. Washington, DC: World Bank.
Zurück zum Zitat Wu, D. S., Feng, X., & Wen, Q. (2011). The research of evaluation for growth suitability of carya cathayensis sarg. Based on PCA and AHP. Procedia Engineering, 15, 1879–1883.CrossRef Wu, D. S., Feng, X., & Wen, Q. (2011). The research of evaluation for growth suitability of carya cathayensis sarg. Based on PCA and AHP. Procedia Engineering, 15, 1879–1883.CrossRef
Zurück zum Zitat Zhang, X., Cook, P. A., Lisboa, P. J., Jarman, I. H., & Bellis, M. A. (2013). The effects of deprivation and relative deprivation on self-reported morbidity in England: An area-level ecological study. International Journal of Health Geographics, 12(2), 1–11. Zhang, X., Cook, P. A., Lisboa, P. J., Jarman, I. H., & Bellis, M. A. (2013). The effects of deprivation and relative deprivation on self-reported morbidity in England: An area-level ecological study. International Journal of Health Geographics, 12(2), 1–11.
Zurück zum Zitat Zhang, D., Mou, J., Cheng, J., & Griffiths, S. M. (2011). Public health services in Shenzhen: A case study. Public Health, 125(1), 15–19.CrossRef Zhang, D., Mou, J., Cheng, J., & Griffiths, S. M. (2011). Public health services in Shenzhen: A case study. Public Health, 125(1), 15–19.CrossRef
Metadaten
Titel
Area Social Deprivation and Public Health: Analyzing the Spatial Non-stationary Associations Using Geographically Weighed Regression
verfasst von
Shiliang Su
Yue Gong
Bingqing Tan
Jianhua Pi
Min Weng
Zhongliang Cai
Publikationsdatum
17.06.2016
Verlag
Springer Netherlands
Erschienen in
Social Indicators Research / Ausgabe 3/2017
Print ISSN: 0303-8300
Elektronische ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-016-1390-6

Weitere Artikel der Ausgabe 3/2017

Social Indicators Research 3/2017 Zur Ausgabe