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Estimating the evidential value of significant results in psychological science

Quantifying evidence is an inherent aim of empirical science, yet the customary statistical methods in psychology do not communicate the degree to which the collected data serve as evidence for the tested hypothesis. In order to estimate the distribution of the strength of evidence that individual s...

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Detalles Bibliográficos
Autores principales: Aczel, Balazs, Palfi, Bence, Szaszi, Barnabas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5562314/
https://www.ncbi.nlm.nih.gov/pubmed/28820905
http://dx.doi.org/10.1371/journal.pone.0182651
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author Aczel, Balazs
Palfi, Bence
Szaszi, Barnabas
author_facet Aczel, Balazs
Palfi, Bence
Szaszi, Barnabas
author_sort Aczel, Balazs
collection PubMed
description Quantifying evidence is an inherent aim of empirical science, yet the customary statistical methods in psychology do not communicate the degree to which the collected data serve as evidence for the tested hypothesis. In order to estimate the distribution of the strength of evidence that individual significant results offer in psychology, we calculated Bayes factors (BF) for 287,424 findings of 35,515 articles published in 293 psychological journals between 1985 and 2016. Overall, 55% of all analyzed results were found to provide BF > 10 (often labeled as strong evidence) for the alternative hypothesis, while more than half of the remaining results do not pass the level of BF = 3 (labeled as anecdotal evidence). The results estimate that at least 82% of all published psychological articles contain one or more significant results that do not provide BF > 10 for the hypothesis. We conclude that due to the threshold of acceptance having been set too low for psychological findings, a substantial proportion of the published results have weak evidential support.
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spelling pubmed-55623142017-08-25 Estimating the evidential value of significant results in psychological science Aczel, Balazs Palfi, Bence Szaszi, Barnabas PLoS One Research Article Quantifying evidence is an inherent aim of empirical science, yet the customary statistical methods in psychology do not communicate the degree to which the collected data serve as evidence for the tested hypothesis. In order to estimate the distribution of the strength of evidence that individual significant results offer in psychology, we calculated Bayes factors (BF) for 287,424 findings of 35,515 articles published in 293 psychological journals between 1985 and 2016. Overall, 55% of all analyzed results were found to provide BF > 10 (often labeled as strong evidence) for the alternative hypothesis, while more than half of the remaining results do not pass the level of BF = 3 (labeled as anecdotal evidence). The results estimate that at least 82% of all published psychological articles contain one or more significant results that do not provide BF > 10 for the hypothesis. We conclude that due to the threshold of acceptance having been set too low for psychological findings, a substantial proportion of the published results have weak evidential support. Public Library of Science 2017-08-18 /pmc/articles/PMC5562314/ /pubmed/28820905 http://dx.doi.org/10.1371/journal.pone.0182651 Text en © 2017 Aczel et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Aczel, Balazs
Palfi, Bence
Szaszi, Barnabas
Estimating the evidential value of significant results in psychological science
title Estimating the evidential value of significant results in psychological science
title_full Estimating the evidential value of significant results in psychological science
title_fullStr Estimating the evidential value of significant results in psychological science
title_full_unstemmed Estimating the evidential value of significant results in psychological science
title_short Estimating the evidential value of significant results in psychological science
title_sort estimating the evidential value of significant results in psychological science
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5562314/
https://www.ncbi.nlm.nih.gov/pubmed/28820905
http://dx.doi.org/10.1371/journal.pone.0182651
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