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Extending multilevel spatial models to include spatially varying coefficients.

Publication ,  Journal Article
Janko, M; Goel, V; Emch, M
Published in: Health & place
November 2019

Multilevel models have long been used by health geographers working on questions of space, place, and health. Similarly, health geographers have pursued interests in determining whether or not the effect of an exposure on a health outcome varies spatially. However, relatively little work has sought to use multilevel models to explore spatial variability in the effects of a contextual exposure on a health outcome. Methodologically, extending multilevel models to allow intercepts and slopes to vary spatially is straightforward. The purpose of this paper, therefore, is to show how multilevel spatial models can be extended to include spatially varying covariate effects. We provide an empirical example on the effect of agriculture on malaria risk in children under 5 years of age in the Democratic Republic of Congo.

Duke Scholars

Published In

Health & place

DOI

EISSN

1873-2054

ISSN

1353-8292

Publication Date

November 2019

Volume

60

Start / End Page

102235

Related Subject Headings

  • Spatial Analysis
  • Public Health
  • Models, Statistical
  • Humans
  • Geography, Medical
  • Epidemiologic Methods
  • Bayes Theorem
  • 44 Human society
  • 42 Health sciences
  • 1604 Human Geography
 

Citation

APA
Chicago
ICMJE
MLA
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Janko, M., Goel, V., & Emch, M. (2019). Extending multilevel spatial models to include spatially varying coefficients. Health & Place, 60, 102235. https://doi.org/10.1016/j.healthplace.2019.102235
Janko, Mark, Varun Goel, and Michael Emch. “Extending multilevel spatial models to include spatially varying coefficients.Health & Place 60 (November 2019): 102235. https://doi.org/10.1016/j.healthplace.2019.102235.
Janko M, Goel V, Emch M. Extending multilevel spatial models to include spatially varying coefficients. Health & place. 2019 Nov;60:102235.
Janko, Mark, et al. “Extending multilevel spatial models to include spatially varying coefficients.Health & Place, vol. 60, Nov. 2019, p. 102235. Epmc, doi:10.1016/j.healthplace.2019.102235.
Janko M, Goel V, Emch M. Extending multilevel spatial models to include spatially varying coefficients. Health & place. 2019 Nov;60:102235.
Journal cover image

Published In

Health & place

DOI

EISSN

1873-2054

ISSN

1353-8292

Publication Date

November 2019

Volume

60

Start / End Page

102235

Related Subject Headings

  • Spatial Analysis
  • Public Health
  • Models, Statistical
  • Humans
  • Geography, Medical
  • Epidemiologic Methods
  • Bayes Theorem
  • 44 Human society
  • 42 Health sciences
  • 1604 Human Geography