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Context, composition and heterogeneity: Using multilevel models in health research

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  1. Mansyur, Carol & Amick, Benjamin C. & Harrist, Ronald B. & Franzini, Luisa, 2008. "Social capital, income inequality, and self-rated health in 45 countries," Social Science & Medicine, Elsevier, vol. 66(1), pages 43-56, January.
  2. Buzzelli, Michael & Su, Jason, 2006. "Multi-level modelling in health research: A caution and rejoinder on temporally mismatched data," Social Science & Medicine, Elsevier, vol. 62(5), pages 1215-1218, March.
  3. Alexandre Lebel & Yan Kestens & Christelle Clary & Sherri Bisset & S V Subramanian, 2014. "Geographic Variability in the Association between Socioeconomic Status and BMI in the USA and Canada," PLOS ONE, Public Library of Science, vol. 9(6), pages 1-11, June.
  4. Paulien Hagedoorn & Hadewijch Vandenheede & Didier Willaert & Katrien Vanthomme & Sylvie Gadeyne, 2016. "Regional Inequalities in Lung Cancer Mortality in Belgium at the Beginning of the 21st Century: The Contribution of Individual and Area-Level Socioeconomic Status and Industrial Exposure," PLOS ONE, Public Library of Science, vol. 11(1), pages 1-18, January.
  5. De Clercq, Bart & Pfoertner, Timo-Kolja & Elgar, Frank J. & Hublet, Anne & Maes, Lea, 2014. "Social capital and adolescent smoking in schools and communities: A cross-classified multilevel analysis," Social Science & Medicine, Elsevier, vol. 119(C), pages 81-87.
  6. M. Lippi Bruni & L. Nobilio & C. Ugolini, 2007. "Economic Incentives in General Practice: the Impact of Pay for Participation Programs on Diabetes Care," Working Papers 607, Dipartimento Scienze Economiche, Universita' di Bologna.
  7. Steffen Andreas Schüle & Gabriele Bolte, 2015. "Interactive and Independent Associations between the Socioeconomic and Objective Built Environment on the Neighbourhood Level and Individual Health: A Systematic Review of Multilevel Studies," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-31, April.
  8. Mitchell, Richard & Dujardin, Claire & Popham, Frank & Farfan Portet, Maria-Isabel & Thomas, Isabelle & Lorant, Vincent, 2011. "Using matched areas to explore international differences in population health," Social Science & Medicine, Elsevier, vol. 73(8), pages 1113-1122.
  9. Mitchell D. Lingo & Wei-Lin Chen, 2023. "Righteous, Reveler, Achiever, Bored: A Latent Class Analysis of First-Year Student Involvement," Research in Higher Education, Springer;Association for Institutional Research, vol. 64(6), pages 893-932, September.
  10. Ana Maria Osorio & Catalina Bolancé & Nyovani Madise, 2012. "Intermediary and structural determinants of early childhood health in Colombia: exploring the role of communities," Working Papers XREAP2012-13, Xarxa de Referència en Economia Aplicada (XREAP), revised Jun 2012.
  11. Yang, Xiaozhao Yousef & Schieman, Scott, 2024. "Racial disparities in Death rates and Death incidences in Xinjiang: A study of multilevel ecological mechanisms," Social Science & Medicine, Elsevier, vol. 340(C).
  12. Oliveira, Monica D. & Bevan, Gwyn, 2008. "Modelling hospital costs to produce evidence for policies that promote equity and efficiency," European Journal of Operational Research, Elsevier, vol. 185(3), pages 933-947, March.
  13. Saab, Hana & Klinger, Don, 2010. "School differences in adolescent health and wellbeing: Findings from the Canadian Health Behaviour in School-aged Children Study," Social Science & Medicine, Elsevier, vol. 70(6), pages 850-858, March.
  14. Zhang, Nan & Nazroo, James & Vanhoutte, Bram, 2021. "The relationship between rural to urban migration in China and risk of depression in later life: An investigation of life course effects," Social Science & Medicine, Elsevier, vol. 270(C).
  15. Wang, Lu & Hu, Wei, 2013. "Immigrant health, place effect and regional disparities in Canada," Social Science & Medicine, Elsevier, vol. 98(C), pages 8-17.
  16. Yingzhi Qiu & Yuqi Liu & Yi Liu & Zhigang Li, 2019. "Exploring the Linkage between the Neighborhood Environment and Mental Health in Guangzhou, China," IJERPH, MDPI, vol. 16(17), pages 1-15, September.
  17. Nan Zhang & Lei Wang & Min Zhang & James Nazroo, 2019. "Air quality and obesity at older ages in China: The role of duration, severity and pollutants," PLOS ONE, Public Library of Science, vol. 14(12), pages 1-16, December.
  18. Mousquès, Julien & Renaud, Thomas & Scemama, Olivier, 2010. "Is the "practice style" hypothesis relevant for general practitioners? An analysis of antibiotics prescription for acute rhinopharyngitis," Social Science & Medicine, Elsevier, vol. 70(8), pages 1176-1184, April.
  19. Julius Fobil & Juergen May & Alexander Kraemer, 2010. "Assessing the Relationship between Socioeconomic Conditions and Urban Environmental Quality in Accra, Ghana," IJERPH, MDPI, vol. 7(1), pages 1-21, January.
  20. Sehee Han & Heaseung Kim & Hee-Sun Lee, 2013. "A Multilevel Analysis of the Compositional and Contextual Association of Social Capital and Subjective Well-Being in Seoul, South Korea," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 111(1), pages 185-202, March.
  21. Bécares, Laia & Nazroo, James & Albor, Christo & Chandola, Tarani & Stafford, Mai, 2012. "Examining the differential association between self-rated health and area deprivation among white British and ethnic minority people in England," Social Science & Medicine, Elsevier, vol. 74(4), pages 616-624.
  22. Joseph L Dieleman & Tara Templin, 2014. "Random-Effects, Fixed-Effects and the within-between Specification for Clustered Data in Observational Health Studies: A Simulation Study," PLOS ONE, Public Library of Science, vol. 9(10), pages 1-17, October.
  23. James Tsai & Althea M Grant & Michele G Beckman & Scott D Grosse & Hussain R Yusuf & Lisa C Richardson, 2015. "Determinants of Venous Thromboembolism among Hospitalizations of US Adults: A Multilevel Analysis," PLOS ONE, Public Library of Science, vol. 10(4), pages 1-15, April.
  24. Havard, Sabrina & Deguen, Séverine & Bodin, Julie & Louis, Karine & Laurent, Olivier & Bard, Denis, 2008. "A small-area index of socioeconomic deprivation to capture health inequalities in France," Social Science & Medicine, Elsevier, vol. 67(12), pages 2007-2016, December.
  25. Marklund, Staffan & Bolin, Malin & von Essen, Jan, 2008. "Can individual health differences be explained by workplace characteristics?--A multilevel analysis," Social Science & Medicine, Elsevier, vol. 66(3), pages 650-662, February.
  26. Andrews, Gavin J. & Hall, Edward & Evans, Bethan & Colls, Rachel, 2012. "Moving beyond walkability: On the potential of health geography," Social Science & Medicine, Elsevier, vol. 75(11), pages 1925-1932.
  27. Dinno, Alexis & Glantz, Stanton, 2009. "Tobacco control policies are egalitarian: A vulnerabilities perspective on clean indoor air laws, cigarette prices, and tobacco use disparities," Social Science & Medicine, Elsevier, vol. 68(8), pages 1439-1447, April.
  28. Peter Congdon, 2019. "Geographical Patterns in Drug-Related Mortality and Suicide: Investigating Commonalities in English Small Areas," IJERPH, MDPI, vol. 16(10), pages 1-17, May.
  29. Yongyun Shin & Stephen W. Raudenbush, 2010. "A Latent Cluster-Mean Approach to the Contextual Effects Model With Missing Data," Journal of Educational and Behavioral Statistics, , vol. 35(1), pages 26-53, February.
  30. Alberto Díaz Dapena & Fernando Rubiera Morollón & Dusan Paredes Araya, 2017. "Are there different local patterns of convergence concealed beneath the regional level? An analysis for US states and counties using a multilevel approach," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 58(3), pages 623-640, May.
  31. Xinguang Fan & Maria Vignau Loria, 2020. "Intimate partner violence and contraceptive use in developing countries: How does the relationship depend on context?," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 42(10), pages 293-342.
  32. Harriss, Louise & Hawton, Keith, 2011. "Deliberate self-harm in rural and urban regions: A comparative study of prevalence and patient characteristics," Social Science & Medicine, Elsevier, vol. 73(2), pages 274-281, July.
  33. Phil Lignier & Diane Jarvis & Daniel Grainger & Taha Chaiechi, 2024. "Spatial Heterogeneity and Subjective Wellbeing: Exploring the Role of Social Capital in Metropolitan Areas Using Multilevel Modelling," Journal of Happiness Studies, Springer, vol. 25(5), pages 1-23, June.
  34. Petrelli, Alessio & Gnavi, Roberto & Marinacci, Chiara & Costa, Giuseppe, 2006. "Socioeconomic inequalities in coronary heart disease in Italy: A multilevel population-based study," Social Science & Medicine, Elsevier, vol. 63(2), pages 446-456, July.
  35. Etsuji Suzuki & Eiji Yamamoto & Soshi Takao & Ichiro Kawachi & S V Subramanian, 2012. "Clarifying the Use of Aggregated Exposures in Multilevel Models: Self-Included vs. Self-Excluded Measures," PLOS ONE, Public Library of Science, vol. 7(12), pages 1-9, December.
  36. Pasqualini, M. & Lanari, D. & Minelli, L. & Pieroni, L. & Salmasi, L., 2017. "Health and income inequalities in Europe: What is the role of circumstances?," Economics & Human Biology, Elsevier, vol. 26(C), pages 164-173.
  37. Merlo, Juan & Viciana-Fernández, Francisco J. & Ramiro-Fariñas, Diego, 2012. "Bringing the individual back to small-area variation studies: A multilevel analysis of all-cause mortality in Andalusia, Spain," Social Science & Medicine, Elsevier, vol. 75(8), pages 1477-1487.
  38. Maria Dolores Montoya Diaz, 2007. "Efetividade no Ensino Superior Brasileiro:Aplicação de Modelos Multinível À Análise dos Resultados do Exame Nacional de Cursos," Economia, ANPEC - Associação Nacional dos Centros de Pós-Graduação em Economia [Brazilian Association of Graduate Programs in Economics], vol. 8(1), pages 93-120.
  39. Jenni Blomgren & Tapani Valkonen, 2007. "Characteristics of urban regions and all-cause mortality in working-age population," Demographic Research, Max Planck Institute for Demographic Research, Rostock, Germany, vol. 17(5), pages 109-134.
  40. Sicsic, Jonathan & Le Vaillant, Marc & Franc, Carine, 2012. "Intrinsic and extrinsic motivations in primary care: An explanatory study among French general practitioners," Health Policy, Elsevier, vol. 108(2), pages 140-148.
  41. Fernando Bruna & Juan Fernández‐Sastre, 2021. "Regional characteristics and the decision to innovate in a developing country: A multilevel analysis of Ecuadorian firms," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1337-1354, December.
  42. Julien Mousquès & Thomas Renaud & Olivier Scemama, 2008. "A refutation of the practice style hypothesis: the case of antibiotics prescription by French general practitioners for acute rhinopharyngitis," Working Papers DT18, IRDES institut for research and information in health economics, revised Oct 2008.
  43. Paula Armstrong, 2014. "The impact of teacher characteristics on student performance: An analysis using hierarchical linear modelling," Working Papers 25/2014, Stellenbosch University, Department of Economics.
  44. Juan Merlo & Philippe Wagner & Nermin Ghith & George Leckie, 2016. "An Original Stepwise Multilevel Logistic Regression Analysis of Discriminatory Accuracy: The Case of Neighbourhoods and Health," PLOS ONE, Public Library of Science, vol. 11(4), pages 1-31, April.
  45. Glass, Thomas A. & McAtee, Matthew J., 2006. "Behavioral science at the crossroads in public health: Extending horizons, envisioning the future," Social Science & Medicine, Elsevier, vol. 62(7), pages 1650-1671, April.
  46. Antonio Clavero Barranquero & Mª. Luz González Alvarez, 2005. "A survey of econometric models to analyze the demand and utilisation of health care," Hacienda Pública Española / Review of Public Economics, IEF, vol. 173(2), pages 129-162, June.
  47. Feng, Zhixin & Wang, Wenfei Winnie & Jones, Kelvyn & Li, Yaqing, 2012. "An exploratory multilevel analysis of income, income inequality and self-rated health of the elderly in China," Social Science & Medicine, Elsevier, vol. 75(12), pages 2481-2492.
  48. Stafford, M. & Cummins, S. & Macintyre, S. & Ellaway, A. & Marmot, M., 2005. "Gender differences in the associations between health and neighbourhood environment," Social Science & Medicine, Elsevier, vol. 60(8), pages 1681-1692, April.
  49. Ashley Isaac Naimi & Catherine Paquet & Lise Gauvin & Mark Daniel, 2009. "Associations between Area-Level Unemployment, Body Mass Index, and Risk Factors for Cardiovascular Disease in an Urban Area," IJERPH, MDPI, vol. 6(12), pages 1-15, December.
  50. Claudia Bitencourt & Gabriela Zanandrea & Cristiane Froehlich & Manuela Rösing Agostini & Roselei Haag, 2024. "Rethinking the company's role: Creating shared value from corporate social innovation," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(4), pages 2865-2877, July.
  51. Mistry, Ritesh & Galal, Osman & Lu, Michael, 2009. "Women's autonomy and pregnancy care in rural India: A contextual analysis," Social Science & Medicine, Elsevier, vol. 69(6), pages 926-933, September.
  52. Alberto Díaz Dapena & Fernando Rubiera Morollón & Dusan Paredes Araya, 2014. "Are there different convergence local behaviors hidden under the regional level? An analysis for the US States and counties with multilevel approach," Documentos de Trabajo en Economia y Ciencia Regional 47, Universidad Catolica del Norte, Chile, Department of Economics, revised Jul 2017.
  53. Kelvyn Jones & Ron Johnston & David Manley & Dewi Owen & Chris Charlton, 2015. "Ethnic Residential Segregation: A Multilevel, Multigroup, Multiscale Approach Exemplified by London in 2011," Demography, Springer;Population Association of America (PAA), vol. 52(6), pages 1995-2019, December.
  54. Jeong, Tay, 2022. "Contextual fallacy in MLMs with cross-level interaction: A critical review of neighborhood effects on psychiatric resilience," Social Science & Medicine, Elsevier, vol. 310(C).
  55. Ahern, Jennifer & Galea, Sandro & Hubbard, Alan & Karpati, Adam, 2008. "Population vulnerabilities and capacities related to health: A test of a model," Social Science & Medicine, Elsevier, vol. 66(3), pages 691-703, February.
  56. Li, Yu & Zhu, Yi & Tan, Weijie & Qi, Tiange & Huang, Yongjian, 2024. "Female executive and energy consumption intensity: The role of green innovation," Finance Research Letters, Elsevier, vol. 64(C).
  57. Corsi, Daniel J. & Finlay, Jocelyn E. & Subramanian, S.V., 2012. "Weight of communities: A multilevel analysis of body mass index in 32,814 neighborhoods in 57 low- to middle-income countries (LMICs)," Social Science & Medicine, Elsevier, vol. 75(2), pages 311-322.
  58. Chia-Yueh Hsu & Shu-Sen Chang & Paul Yip, 2017. "Individual-, household- and neighbourhood-level characteristics associated with life satisfaction: A multilevel analysis of a population-based sample from Hong Kong," Urban Studies, Urban Studies Journal Limited, vol. 54(16), pages 3700-3717, December.
  59. Gomes, Alexandra & Burdett, Ricky, 2024. "Spatial and visual comparison analysis of health disparities in London neighbourhoods: the case of Southwark and Lambeth," LSE Research Online Documents on Economics 122689, London School of Economics and Political Science, LSE Library.
  60. Fernando Bruna, 2022. "Happy Cultures? A Multilevel Model of Well-Being with Individual and Contextual Human Values," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(1), pages 55-77, November.
  61. Frohlich, Katherine L. & Ross, Nancy & Richmond, Chantelle, 2006. "Health disparities in Canada today: Some evidence and a theoretical framework," Health Policy, Elsevier, vol. 79(2-3), pages 132-143, December.
  62. Clifford Odimegwu & Marifa Muchemwa & Joshua O. Akinyemi, 2023. "Systematic review of multilevel models involving contextual characteristics in African demographic research," Journal of Population Research, Springer, vol. 40(2), pages 1-29, June.
  63. Yang, Juhua, 2007. "China's one-child policy and overweight children in the 1990s," Social Science & Medicine, Elsevier, vol. 64(10), pages 2043-2057, May.
  64. Scott Orford & Colin Rallings & Michael Thrasher & Galina Borisyuk, 2008. "Investigating Differences in Electoral Turnout: The Influence of Ward-Level Context on Participation in Local and Parliamentary Elections in Britain," Environment and Planning A, , vol. 40(5), pages 1250-1268, May.
  65. Astell-Burt, Thomas & Feng, Xiaoqi & Kolt, Gregory S. & Jalaludin, Bin, 2015. "Does rising crime lead to increasing distress? Longitudinal analysis of a natural experiment with dynamic objective neighbourhood measures," Social Science & Medicine, Elsevier, vol. 138(C), pages 68-73.
  66. infocede, 2001. "Desnutrición infantil en Colombia: inequidades y determinantes," Documentos CEDE 20100, Universidad de los Andes, Facultad de Economía, CEDE.
  67. Johnell, Kristina & Lindström, Martin & Melander, Arne & Sundquist, Jan & Eriksson, Charli & Merlo, Juan, 2006. "Anxiolytic-hypnotic drug use associated with trust, social participation, and the miniaturization of community: A multilevel analysis," Social Science & Medicine, Elsevier, vol. 62(5), pages 1205-1214, March.
  68. Puckett, Cassidy & Wong, Jenise C. & Daley, Tanicia C. & Cossen, Kristina, 2020. "How organizations shape medical technology allocation: Insulin pumps and pediatric patients with type 1 diabetes," Social Science & Medicine, Elsevier, vol. 249(C).
  69. Petrović, Ana & Manley, David & van Ham, Maarten, 2018. "Freedom from the Tyranny of Neighbourhood: Rethinking Socio-Spatial Context Effects," IZA Discussion Papers 11416, Institute of Labor Economics (IZA).
  70. Wilding, Sam & Martin, David & Moon, Graham, 2016. "The impact of limiting long term illness on internal migration in England and Wales: New evidence from census microdata," Social Science & Medicine, Elsevier, vol. 167(C), pages 107-115.
  71. Claudio Conversano & Massimo Cannas & Francesco Mola & Emiliano Sironi, 2019. "Random effects clustering in multilevel modeling: choosing a proper partition," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 13(1), pages 279-301, March.
  72. David Mmopelwa, 2019. "Household size, birth order and child health in Botswana," Discussion Papers 2019-10, University of Nottingham, CREDIT.
  73. Isabel Neira & Fernando Bruna & Marta Portela & Adela García-Aracil, 2018. "Individual Well-Being, Geographical Heterogeneity and Social Capital," Journal of Happiness Studies, Springer, vol. 19(4), pages 1067-1090, April.
  74. Sylvia Y He, 2017. "A hierarchical estimation of school quality capitalisation in house prices in Orange County, California," Urban Studies, Urban Studies Journal Limited, vol. 54(14), pages 3337-3359, November.
  75. Christian Hundt & Rolf Sternberg, 2016. "Explaining new firm creation in Europe from a spatial and time perspective: A multilevel analysis based upon data of individuals, regions and countries," Papers in Regional Science, Wiley Blackwell, vol. 95(2), pages 223-257, June.
  76. Ioana van Deurzen & Wim van Oorschot & Erik van Ingen, 2014. "The Link between Inequality and Population Health in Low and Middle Income Countries: Policy Myth or Social Reality?," PLOS ONE, Public Library of Science, vol. 9(12), pages 1-22, December.
  77. De Clercq, B. & Vyncke, V. & Hublet, A. & Elgar, F.J. & Ravens-Sieberer, U. & Currie, C. & Hooghe, M. & Ieven, A. & Maes, L., 2012. "Social capital and social inequality in adolescents’ health in 601 Flemish communities: A multilevel analysis," Social Science & Medicine, Elsevier, vol. 74(2), pages 202-210.
  78. Xiaohui Zhang & Katharina Hauck & Xueyan Zhao, 2013. "Patient Safety In Hospitals – A Bayesian Analysis Of Unobservable Hospital And Specialty Level Risk Factors," Health Economics, John Wiley & Sons, Ltd., vol. 22(9), pages 1158-1174, September.
  79. Poortinga, Wouter, 2006. "Social relations or social capital? Individual and community health effects of bonding social capital," Social Science & Medicine, Elsevier, vol. 63(1), pages 255-270, July.
  80. Kendrick, Denise & Mulvaney, Caroline & Burton, Paul & Watson, Michael, 2005. "Relationships between child, family and neighbourhood characteristics and childhood injury: A cohort study," Social Science & Medicine, Elsevier, vol. 61(9), pages 1905-1915, November.
  81. Kiss, Ligia & Schraiber, Lilia Blima & Heise, Lori & Zimmerman, Cathy & Gouveia, Nelson & Watts, Charlotte, 2012. "Gender-based violence and socioeconomic inequalities: Does living in more deprived neighbourhoods increase women’s risk of intimate partner violence?," Social Science & Medicine, Elsevier, vol. 74(8), pages 1172-1179.
  82. Muna Shifa & Murray Leibbrandt, 2018. "Relative Economic Position and Subjective Well-Being in a Poor Society: Does Relative Position Indicator Matter?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(2), pages 611-630, September.
  83. Peter Congdon, 2010. "A Multilevel Model for Comorbid Outcomes: Obesity and Diabetes in the US," IJERPH, MDPI, vol. 7(2), pages 1-20, January.
  84. Poortinga, Wouter, 2006. "Social capital: An individual or collective resource for health?," Social Science & Medicine, Elsevier, vol. 62(2), pages 292-302, January.
  85. Jackson, Christopher H. & Richardson, Sylvia & Best, Nicky G., 2008. "Studying place effects on health by synthesising individual and area-level outcomes," Social Science & Medicine, Elsevier, vol. 67(12), pages 1995-2006, December.
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