Cargando…
P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol
BACKGROUND: There is an unresolved debate about the reliability of the interpretation of P value. Some investigators have suggested that an alternative Bayesian method is preferred in conducting health research. As randomized-controlled trials (RCTs) are important in generating research evidence, we...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7948362/ https://www.ncbi.nlm.nih.gov/pubmed/33691775 http://dx.doi.org/10.1186/s13643-021-01622-8 |
_version_ | 1783663392466141184 |
---|---|
author | Aregbesola, Alex Gates, Allison Coyle, Amanda Sim, Shannon Vandermeer, Ben Skakum, Megan Contopoulos-Ioannidis, Despina Heath, Anna Hartling, Lisa Klassen, Terry P. |
author_facet | Aregbesola, Alex Gates, Allison Coyle, Amanda Sim, Shannon Vandermeer, Ben Skakum, Megan Contopoulos-Ioannidis, Despina Heath, Anna Hartling, Lisa Klassen, Terry P. |
author_sort | Aregbesola, Alex |
collection | PubMed |
description | BACKGROUND: There is an unresolved debate about the reliability of the interpretation of P value. Some investigators have suggested that an alternative Bayesian method is preferred in conducting health research. As randomized-controlled trials (RCTs) are important in generating research evidence, we decided to investigate the extent, if any, the inferential statistical framework in published RCTs in child health research have changed over 10 years. We aim to examine the change in P value and Bayesian analysis in RCTs in child health research papers published from 2007 to 2017. METHODS: We will search the Cochrane Central Register of Controlled Trials (Wiley) to identify relevant citations. We will leverage a pre-existing sample of child health RCTs published in 2007 (n=300) used in our previous study of reporting quality of pediatric RCTs. Using the same strategy and study selection methods, we will identify a comparable random sample of child health RCTs published in 2017 (n=300). Eligible studies will include RCTs in health research among individuals aged 21 years and below. One reviewer will select studies for inclusion and extract the data and another reviewer will verify these. Disagreements will be resolved by a discussion between reviewers or by involving another reviewer. We will perform a descriptive analysis of 2007 and 2017 samples and analyze the results using both the frequentist and Bayesian methods. We will present specific characteristics of the clinical trials from 2007 and 2017 in tabular and graphical forms. We will report the difference in the proportion of P value and Bayesian analysis between 2007 and 2017 to assess the 10-year change. Clustering around P values of significance, if observed, will be reported. DISCUSSION: This review will present the difference in the proportion of trials that reported on P value and Bayesian analysis between 2007 and 2017 to assess the 10-year change. The implications for future clinical research will be discussed and this research work will be published in a peer-reviewed journal. This review has the potential to help inform the need for a change in the methodological approach from the null hypothesis significance test to Bayesian methods. SYSTEMATIC REVIEW REGISTRATION: Open Science Framework https://osf.io/aj2df SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13643-021-01622-8. |
format | Online Article Text |
id | pubmed-7948362 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-79483622021-03-11 P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol Aregbesola, Alex Gates, Allison Coyle, Amanda Sim, Shannon Vandermeer, Ben Skakum, Megan Contopoulos-Ioannidis, Despina Heath, Anna Hartling, Lisa Klassen, Terry P. Syst Rev Protocol BACKGROUND: There is an unresolved debate about the reliability of the interpretation of P value. Some investigators have suggested that an alternative Bayesian method is preferred in conducting health research. As randomized-controlled trials (RCTs) are important in generating research evidence, we decided to investigate the extent, if any, the inferential statistical framework in published RCTs in child health research have changed over 10 years. We aim to examine the change in P value and Bayesian analysis in RCTs in child health research papers published from 2007 to 2017. METHODS: We will search the Cochrane Central Register of Controlled Trials (Wiley) to identify relevant citations. We will leverage a pre-existing sample of child health RCTs published in 2007 (n=300) used in our previous study of reporting quality of pediatric RCTs. Using the same strategy and study selection methods, we will identify a comparable random sample of child health RCTs published in 2017 (n=300). Eligible studies will include RCTs in health research among individuals aged 21 years and below. One reviewer will select studies for inclusion and extract the data and another reviewer will verify these. Disagreements will be resolved by a discussion between reviewers or by involving another reviewer. We will perform a descriptive analysis of 2007 and 2017 samples and analyze the results using both the frequentist and Bayesian methods. We will present specific characteristics of the clinical trials from 2007 and 2017 in tabular and graphical forms. We will report the difference in the proportion of P value and Bayesian analysis between 2007 and 2017 to assess the 10-year change. Clustering around P values of significance, if observed, will be reported. DISCUSSION: This review will present the difference in the proportion of trials that reported on P value and Bayesian analysis between 2007 and 2017 to assess the 10-year change. The implications for future clinical research will be discussed and this research work will be published in a peer-reviewed journal. This review has the potential to help inform the need for a change in the methodological approach from the null hypothesis significance test to Bayesian methods. SYSTEMATIC REVIEW REGISTRATION: Open Science Framework https://osf.io/aj2df SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13643-021-01622-8. BioMed Central 2021-03-10 /pmc/articles/PMC7948362/ /pubmed/33691775 http://dx.doi.org/10.1186/s13643-021-01622-8 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Protocol Aregbesola, Alex Gates, Allison Coyle, Amanda Sim, Shannon Vandermeer, Ben Skakum, Megan Contopoulos-Ioannidis, Despina Heath, Anna Hartling, Lisa Klassen, Terry P. P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title | P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title_full | P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title_fullStr | P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title_full_unstemmed | P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title_short | P value and Bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
title_sort | p value and bayesian analysis in randomized-controlled trials in child health research published over 10 years, 2007 to 2017: a methodological review protocol |
topic | Protocol |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7948362/ https://www.ncbi.nlm.nih.gov/pubmed/33691775 http://dx.doi.org/10.1186/s13643-021-01622-8 |
work_keys_str_mv | AT aregbesolaalex pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT gatesallison pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT coyleamanda pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT simshannon pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT vandermeerben pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT skakummegan pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT contopoulosioannidisdespina pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT heathanna pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT hartlinglisa pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol AT klassenterryp pvalueandbayesiananalysisinrandomizedcontrolledtrialsinchildhealthresearchpublishedover10years2007to2017amethodologicalreviewprotocol |