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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
International Scholarly Research Network
2012
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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. |
format | Online Article Text |
id | pubmed-3418651 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | International Scholarly Research Network |
record_format | MEDLINE/PubMed |
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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