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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2019
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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. |
format | Online Article Text |
id | pubmed-7954225 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
record_format | MEDLINE/PubMed |
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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