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A Primer on Network Meta-Analysis for Dental Research

In the last decade, a new statistical methodology, namely, network meta-analysis, has been developed to address limitations in traditional pairwise meta-analysis. Network meta-analysis incorporates all available evidence into a general statistical framework for comparisons of all available treatment...

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Detalles Bibliográficos
Autores principales: Tu, Yu-Kang, Faggion, Clovis Mariano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Scholarly Research Network 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3418651/
https://www.ncbi.nlm.nih.gov/pubmed/22919506
http://dx.doi.org/10.5402/2012/276520
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author Tu, Yu-Kang
Faggion, Clovis Mariano
author_facet Tu, Yu-Kang
Faggion, Clovis Mariano
author_sort Tu, Yu-Kang
collection PubMed
description In the last decade, a new statistical methodology, namely, network meta-analysis, has been developed to address limitations in traditional pairwise meta-analysis. Network meta-analysis incorporates all available evidence into a general statistical framework for comparisons of all available treatments. A further development in the network meta-analysis is to use a Bayesian statistical approach, which provides a more flexible modelling framework to take into account heterogeneity in the evidence and complexity in the data structure. The aim of this paper is therefore to provide a nontechnical introduction to network meta-analysis for dental research community and raise the awareness of it. An example was used to demonstrate how to conduct a network meta-analysis and the differences between it and traditional meta-analysis. The statistical theory behind network meta-analysis is nevertheless complex, so we strongly encourage close collaboration between dental researchers and experienced statisticians when planning and conducting a network meta-analysis. The use of more sophisticated statistical approaches such as network meta-analysis will improve the efficiency in comparing the effectiveness between multiple treatments across a set of trials.
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spelling pubmed-34186512012-08-23 A Primer on Network Meta-Analysis for Dental Research Tu, Yu-Kang Faggion, Clovis Mariano ISRN Dent Review Article In the last decade, a new statistical methodology, namely, network meta-analysis, has been developed to address limitations in traditional pairwise meta-analysis. Network meta-analysis incorporates all available evidence into a general statistical framework for comparisons of all available treatments. A further development in the network meta-analysis is to use a Bayesian statistical approach, which provides a more flexible modelling framework to take into account heterogeneity in the evidence and complexity in the data structure. The aim of this paper is therefore to provide a nontechnical introduction to network meta-analysis for dental research community and raise the awareness of it. An example was used to demonstrate how to conduct a network meta-analysis and the differences between it and traditional meta-analysis. The statistical theory behind network meta-analysis is nevertheless complex, so we strongly encourage close collaboration between dental researchers and experienced statisticians when planning and conducting a network meta-analysis. The use of more sophisticated statistical approaches such as network meta-analysis will improve the efficiency in comparing the effectiveness between multiple treatments across a set of trials. International Scholarly Research Network 2012-06-21 /pmc/articles/PMC3418651/ /pubmed/22919506 http://dx.doi.org/10.5402/2012/276520 Text en Copyright © 2012 Y.-K. Tu and C. M. Faggion Jr. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Tu, Yu-Kang
Faggion, Clovis Mariano
A Primer on Network Meta-Analysis for Dental Research
title A Primer on Network Meta-Analysis for Dental Research
title_full A Primer on Network Meta-Analysis for Dental Research
title_fullStr A Primer on Network Meta-Analysis for Dental Research
title_full_unstemmed A Primer on Network Meta-Analysis for Dental Research
title_short A Primer on Network Meta-Analysis for Dental Research
title_sort primer on network meta-analysis for dental research
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3418651/
https://www.ncbi.nlm.nih.gov/pubmed/22919506
http://dx.doi.org/10.5402/2012/276520
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