Estimating model-adjusted risks, risk differences, and risk ratios from complex survey data

American Journal of Epidemiology
Gayle S BielerDonna J Brogan

Abstract

There is increasing interest in estimating and drawing inferences about risk or prevalence ratios and differences instead of odds ratios in the regression setting. Recent publications have shown how the GENMOD procedure in SAS (SAS Institute Inc., Cary, North Carolina) can be used to estimate these parameters in non-population-based studies. In this paper, the authors show how model-adjusted risks, risk differences, and risk ratio estimates can be obtained directly from logistic regression models in the complex sample survey setting to yield population-based inferences. Complex sample survey designs typically involve some combination of weighting, stratification, multistage sampling, clustering, and perhaps finite population adjustments. Point estimates of model-adjusted risks, risk differences, and risk ratios are obtained from average marginal predictions in the fitted logistic regression model. The model can contain both continuous and categorical covariates, as well as interaction terms. The authors use the SUDAAN software package (Research Triangle Institute, Research Triangle Park, North Carolina) to obtain point estimates, standard errors (via linearization or a replication method), confidence intervals, and P values for...Continue Reading

References

May 1, 1987·American Journal of Epidemiology·S Greenland
Apr 25, 2001·Biometrics·B I Graubard, E L Korn
Mar 23, 2004·American Journal of Epidemiology·Guangyong Zou
Jul 1, 2005·American Journal of Epidemiology·Donna Spiegelman, Ellen Hertzmark
Aug 10, 2005·Archives of Internal Medicine·John D PietteEve A Kerr
Apr 6, 2007·Journal of General Internal Medicine·Becky A BriesacherStephen B Soumerai
May 9, 2007·Archives of General Psychiatry·Kara Zivin BambauerStephen B Soumerai
Nov 15, 2007·American Journal of Epidemiology·Yin Bun Cheung
Apr 24, 2008·JAMA : the Journal of the American Medical Association·Jeanne M MaddenStephen B Soumerai

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Citations

Mar 8, 2013·Journal of Community Health·Jennifer M NortonKatherine Kaye
Feb 9, 2012·Maternal and Child Health Journal·Nedra S Whitehead
Sep 12, 2012·Maternal and Child Health Journal·Dyanne G HerreraJill A McDonald
Sep 28, 2012·Maternal and Child Health Journal·Heather AngierRachel Gold
Oct 27, 2012·Maternal and Child Health Journal·Connie L BishRon McAnally
Nov 16, 2011·Annals of Family Medicine·Jennifer E DeVoeRachel Gold
Dec 24, 2011·PloS One·Brian P WalcottJean-Valery C E Coumans
Dec 15, 2012·American Journal of Public Health·Jodi A LapidusUNKNOWN Native CARS Study Group
Oct 24, 2013·American Journal of Public Health·Ronald G ThompsonDeborah S Hasin
Nov 10, 2012·Preventing Chronic Disease·Falicia A GibbsStephen Babb
Aug 15, 2013·Journal of General Internal Medicine·Hajar KadivarLaura-Mae Baldwin
Jul 6, 2014·Preventing Chronic Disease·Oralia Garcia-DominicJan S Ulbrecht
Feb 13, 2014·Journal of General Internal Medicine·Laura-Mae BaldwinBarbara A Goff
Mar 8, 2014·International Journal of Epidemiology·Clemma J Muller, Richard F MacLehose
Feb 25, 2014·Cancer Causes & Control : CCC·Eric A MillerKenneth C Schoendorf
May 13, 2014·The Journal of Adolescent Health : Official Publication of the Society for Adolescent Medicine·Sandra E EcheverríaAlisha Prystowsky
Dec 3, 2014·Annals of Epidemiology·Victor M CardenasJoseph Gary Wheeler
Oct 17, 2014·American Journal of Public Health·Beth HanRichard McKeon
May 23, 2014·American Journal of Hypertension·Jing FangFleetwood Loustalot
Oct 16, 2014·The Journal of Infectious Diseases·Sunil BahlJagadish M Deshpande
Dec 28, 2012·Journal of Women's Health·Sherry L Farr, Connie L Bish
Aug 31, 2010·American Journal of Epidemiology·Babette A BrumbackElena M Andresen
Apr 19, 2012·American Journal of Epidemiology·Babette A BrumbackHao W Zheng
Nov 1, 2015·Maternal and Child Health Journal·Monika MitraLauren D Smith
Feb 14, 2016·American Journal of Preventive Medicine·Joy HsuMaria C Mirabelli
Feb 7, 2016·Journal of the American Society of Hypertension : JASH·Jing FangCarma Ayala
Feb 3, 2016·Journal of Women's Health·Deepa L SekharIan M Paul
Feb 3, 2016·International Journal of Public Health·Victor M CardenasJ Gary Wheeler
Jan 13, 2015·Archives of Women's Mental Health·Sherry L FarrSeema Gupta
Oct 19, 2013·The American Journal of Medicine·Kya N GroomsCheryl R Clark
Jan 23, 2016·MMWR. Morbidity and Mortality Weekly Report·Oluwatosin OlaiyaRuben A Smith

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