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Design-based single-mediator approach for complex survey data

We discuss a two-step approach to test for a mediated effect using data gathered via complex sampling. The approach incorporates design-based multiple linear regressions and a generalized Sobel’s method to test for significance of a mediated effect. We illustrate the applications to a study of nicot...

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Detalles Bibliográficos
Autores principales: Pham, Thanh, Ha, Trung, Soulakova, Julia N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7954225/
https://www.ncbi.nlm.nih.gov/pubmed/33716387
http://dx.doi.org/10.1080/03610918.2019.1568472
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author Pham, Thanh
Ha, Trung
Soulakova, Julia N.
author_facet Pham, Thanh
Ha, Trung
Soulakova, Julia N.
author_sort Pham, Thanh
collection PubMed
description We discuss a two-step approach to test for a mediated effect using data gathered via complex sampling. The approach incorporates design-based multiple linear regressions and a generalized Sobel’s method to test for significance of a mediated effect. We illustrate the applications to a study of nicotine dependence, race/ethnicity and cigarette purchase price among daily smokers in the U.S. The study goal was to assess significance of cigarette purchase price as a mediator in the association between race/ethnicity (non-Hispanic Black/African American, non-Hispanic White) and nicotine dependence measured in terms of the average number of cigarettes smoked per day. The single-mediator model incorporated 18 covariates as control factors. The results indicated a significant mediated effect of cigarette purchase price on the association. However, the relative effect size of 5% indicated low practical significance of the cigarette purchase price as a mediator in the association between race/ethnicity and nicotine dependence. The approach can be modified to studies where data are gathered via other types of complex sampling.
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spelling pubmed-79542252021-03-12 Design-based single-mediator approach for complex survey data Pham, Thanh Ha, Trung Soulakova, Julia N. Commun Stat Simul Comput Article We discuss a two-step approach to test for a mediated effect using data gathered via complex sampling. The approach incorporates design-based multiple linear regressions and a generalized Sobel’s method to test for significance of a mediated effect. We illustrate the applications to a study of nicotine dependence, race/ethnicity and cigarette purchase price among daily smokers in the U.S. The study goal was to assess significance of cigarette purchase price as a mediator in the association between race/ethnicity (non-Hispanic Black/African American, non-Hispanic White) and nicotine dependence measured in terms of the average number of cigarettes smoked per day. The single-mediator model incorporated 18 covariates as control factors. The results indicated a significant mediated effect of cigarette purchase price on the association. However, the relative effect size of 5% indicated low practical significance of the cigarette purchase price as a mediator in the association between race/ethnicity and nicotine dependence. The approach can be modified to studies where data are gathered via other types of complex sampling. 2019-09-09 2021 /pmc/articles/PMC7954225/ /pubmed/33716387 http://dx.doi.org/10.1080/03610918.2019.1568472 Text en This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way.
spellingShingle Article
Pham, Thanh
Ha, Trung
Soulakova, Julia N.
Design-based single-mediator approach for complex survey data
title Design-based single-mediator approach for complex survey data
title_full Design-based single-mediator approach for complex survey data
title_fullStr Design-based single-mediator approach for complex survey data
title_full_unstemmed Design-based single-mediator approach for complex survey data
title_short Design-based single-mediator approach for complex survey data
title_sort design-based single-mediator approach for complex survey data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7954225/
https://www.ncbi.nlm.nih.gov/pubmed/33716387
http://dx.doi.org/10.1080/03610918.2019.1568472
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