articleJournal of Epidemiology & Community HealthMar 13, 2006Closed access

A brief conceptual tutorial of multilevel analysis in social epidemiology: using measures of clustering in multilevel logistic regression to investigate contextual phenomena

JMJuan MerloBCBasile ChaixHOHenrik OhlssonABAnders BeckmanKJKristina Johnell

Malmö University · Lund University · +5 more institutions

PubMed
Indexed incrossrefpubmed

Abstract

Results

The MOR provided more interpretable information than the ICC on the relevance of the residential area for understanding the individual propensity of consulting private physicians. The MOR showed that the unexplained heterogeneity between areas was of greater relevance than the individual variables considered in the analysis (age, sex, and education) for understanding the individual propensity of visiting private physicians. Residing in a high education area increased the probability of visiting a private physician. However, the IOR showed that the unexplained variability between areas did not allow to clearly distinguishing low from high propensity areas with the area educational level. The sorting out index was equal to 82%.

Conclusion

Measures of variation in logistic regression should be promoted in social epidemiological and public health research as efficient means of quantifying the importance of the context of residence for understanding disparities in health and health related behaviour.

Citation impact

1,701
total citations
FWCI
17.66
Percentile
100%
References
17
Citations per year

Authors

8
  • JM
    Juan MerloCorresponding

    Malmö University, Lund University

  • BC
    Basile Chaix

    Malmö University, Lund University, National Institute of Health

  • HO
    Henrik Ohlsson

    Malmö University, Lund University, Region Skåne

  • AB
    Anders Beckman

    Malmö University, Lund University

  • KJ
    Kristina Johnell

    Malmö University, Lund University, Karolinska Institutet

Topics & keywords

Keywords
  • Logistic regression
  • Medicine
  • Multilevel model
  • Residence
  • Epidemiology
  • Odds ratio
  • Demography
  • Intraclass correlation
No related works found for this paper.