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Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes
The utility of evaluating mediation effects spans across research domains. The model facilitates investigation of underlying mechanisms of event timing and, as such, has the potential to help strengthen etiological research and inform intervention work that incorporates the evaluation of mediating v...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6460901/ https://www.ncbi.nlm.nih.gov/pubmed/31024391 http://dx.doi.org/10.3389/fpsyg.2019.00740 |
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author | Fairchild, Amanda Jane Cai, Chao McDaniel, Heather Shi, Dexin Gottschall, Amanda Masyn, Katherine E. |
author_facet | Fairchild, Amanda Jane Cai, Chao McDaniel, Heather Shi, Dexin Gottschall, Amanda Masyn, Katherine E. |
author_sort | Fairchild, Amanda Jane |
collection | PubMed |
description | The utility of evaluating mediation effects spans across research domains. The model facilitates investigation of underlying mechanisms of event timing and, as such, has the potential to help strengthen etiological research and inform intervention work that incorporates the evaluation of mediating variables. In order for the analyses to be maximally useful however, it is critical to employ methodology appropriate for the data under investigation. The purpose of this paper is to evaluate a regression-based approach to estimating mediation effects with discrete-time survival outcomes. We empirically evaluate the performance of the discrete-time survival mediation model in a statistical simulation study, and demonstrate that results are functionally equivalent to estimates garnered from a potential-outcomes framework. Simulation results indicate that parameter estimates of mediation in the model were statistically accurate and precise across the range of examined conditions. Type 1 error rates were also tolerable in the conditions studied. Adequate power to detect effects in the model, with binary X and continuous M variables, required effect sizes of the mediation paths to be medium or large. Possible extensions of the model are also considered. |
format | Online Article Text |
id | pubmed-6460901 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-64609012019-04-25 Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes Fairchild, Amanda Jane Cai, Chao McDaniel, Heather Shi, Dexin Gottschall, Amanda Masyn, Katherine E. Front Psychol Psychology The utility of evaluating mediation effects spans across research domains. The model facilitates investigation of underlying mechanisms of event timing and, as such, has the potential to help strengthen etiological research and inform intervention work that incorporates the evaluation of mediating variables. In order for the analyses to be maximally useful however, it is critical to employ methodology appropriate for the data under investigation. The purpose of this paper is to evaluate a regression-based approach to estimating mediation effects with discrete-time survival outcomes. We empirically evaluate the performance of the discrete-time survival mediation model in a statistical simulation study, and demonstrate that results are functionally equivalent to estimates garnered from a potential-outcomes framework. Simulation results indicate that parameter estimates of mediation in the model were statistically accurate and precise across the range of examined conditions. Type 1 error rates were also tolerable in the conditions studied. Adequate power to detect effects in the model, with binary X and continuous M variables, required effect sizes of the mediation paths to be medium or large. Possible extensions of the model are also considered. Frontiers Media S.A. 2019-04-05 /pmc/articles/PMC6460901/ /pubmed/31024391 http://dx.doi.org/10.3389/fpsyg.2019.00740 Text en Copyright © 2019 Fairchild, Cai, McDaniel, Shi, Gottschall and Masyn. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Fairchild, Amanda Jane Cai, Chao McDaniel, Heather Shi, Dexin Gottschall, Amanda Masyn, Katherine E. Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title | Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title_full | Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title_fullStr | Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title_full_unstemmed | Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title_short | Evaluating a Method to Estimate Mediation Effects With Discrete-Time Survival Outcomes |
title_sort | evaluating a method to estimate mediation effects with discrete-time survival outcomes |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6460901/ https://www.ncbi.nlm.nih.gov/pubmed/31024391 http://dx.doi.org/10.3389/fpsyg.2019.00740 |
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