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In search of justification for the unpredictability paradox

A 2011 Cochrane Review found that adequately randomized trials sometimes revealed larger, sometimes smaller, and often similar effect sizes to inadequately randomized trials. However, they found no average statistically significant difference in effect sizes between the two study types. Yet instead...

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Detalles Bibliográficos
Autores principales: Howick, Jeremy, Mebius, Alexander
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4295227/
https://www.ncbi.nlm.nih.gov/pubmed/25490908
http://dx.doi.org/10.1186/1745-6215-15-480
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author Howick, Jeremy
Mebius, Alexander
author_facet Howick, Jeremy
Mebius, Alexander
author_sort Howick, Jeremy
collection PubMed
description A 2011 Cochrane Review found that adequately randomized trials sometimes revealed larger, sometimes smaller, and often similar effect sizes to inadequately randomized trials. However, they found no average statistically significant difference in effect sizes between the two study types. Yet instead of concluding that adequate randomization had no effect the review authors postulated the “unpredictability paradox”, which states that randomized and non-randomized studies differ, but in an unpredictable direction. However, stipulating the unpredictability paradox is problematic for several reasons: 1) it makes the authors’ conclusion that adequate randomization makes a difference unfalsifiable—if it turned out that adequately randomized trials had significantly different average results from inadequately randomized trials the authors could have pooled the results and concluded that adequate randomization protected against bias; 2) it leaves other authors of reviews with similar results confused about whether or not to pool results (and hence which conclusions to draw); 3) it discourages researchers from investigating the conditions under which adequate randomization over- or under-exaggerates apparent treatment benefits; and 4) it could obscure the relative importance of allocation concealment and blinding which may be more important than adequate randomization.
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spelling pubmed-42952272015-01-16 In search of justification for the unpredictability paradox Howick, Jeremy Mebius, Alexander Trials Commentary A 2011 Cochrane Review found that adequately randomized trials sometimes revealed larger, sometimes smaller, and often similar effect sizes to inadequately randomized trials. However, they found no average statistically significant difference in effect sizes between the two study types. Yet instead of concluding that adequate randomization had no effect the review authors postulated the “unpredictability paradox”, which states that randomized and non-randomized studies differ, but in an unpredictable direction. However, stipulating the unpredictability paradox is problematic for several reasons: 1) it makes the authors’ conclusion that adequate randomization makes a difference unfalsifiable—if it turned out that adequately randomized trials had significantly different average results from inadequately randomized trials the authors could have pooled the results and concluded that adequate randomization protected against bias; 2) it leaves other authors of reviews with similar results confused about whether or not to pool results (and hence which conclusions to draw); 3) it discourages researchers from investigating the conditions under which adequate randomization over- or under-exaggerates apparent treatment benefits; and 4) it could obscure the relative importance of allocation concealment and blinding which may be more important than adequate randomization. BioMed Central 2014-12-10 /pmc/articles/PMC4295227/ /pubmed/25490908 http://dx.doi.org/10.1186/1745-6215-15-480 Text en © Howick and Mebius; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. 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.
spellingShingle Commentary
Howick, Jeremy
Mebius, Alexander
In search of justification for the unpredictability paradox
title In search of justification for the unpredictability paradox
title_full In search of justification for the unpredictability paradox
title_fullStr In search of justification for the unpredictability paradox
title_full_unstemmed In search of justification for the unpredictability paradox
title_short In search of justification for the unpredictability paradox
title_sort in search of justification for the unpredictability paradox
topic Commentary
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4295227/
https://www.ncbi.nlm.nih.gov/pubmed/25490908
http://dx.doi.org/10.1186/1745-6215-15-480
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