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A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)

It is known that statistically significant (positive) results are more likely to be published than non-significant (negative) results. However, it has been unclear whether any increasing prevalence of positive results is stronger in the “softer” disciplines (social sciences) than in the “harder” dis...

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Autores principales: de Winter, Joost CF, Dodou, Dimitra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312079/
https://www.ncbi.nlm.nih.gov/pubmed/25650272
http://dx.doi.org/10.7717/peerj.733
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author de Winter, Joost CF
Dodou, Dimitra
author_facet de Winter, Joost CF
Dodou, Dimitra
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description It is known that statistically significant (positive) results are more likely to be published than non-significant (negative) results. However, it has been unclear whether any increasing prevalence of positive results is stronger in the “softer” disciplines (social sciences) than in the “harder” disciplines (physical sciences), and whether the prevalence of negative results is decreasing over time. Using Scopus, we searched the abstracts of papers published between 1990 and 2013, and measured longitudinal trends of multiple expressions of positive versus negative results, including p-values between 0.041 and 0.049 versus p-values between 0.051 and 0.059, textual reporting of “significant difference” versus “no significant difference,” and the reporting of p < 0.05 versus p > 0.05. We found no support for a “hierarchy of sciences” with physical sciences at the top and social sciences at the bottom. However, we found large differences in reporting practices between disciplines, with p-values between 0.041 and 0.049 over 1990–2013 being 65.7 times more prevalent in the biological sciences than in the physical sciences. The p-values near the significance threshold of 0.05 on either side have both increased but with those p-values between 0.041 and 0.049 having increased to a greater extent (2013-to-1990 ratio of the percentage of papers = 10.3) than those between 0.051 and 0.059 (ratio = 3.6). Contradictorily, p < 0.05 has increased more slowly than p > 0.05 (ratios = 1.4 and 4.8, respectively), while the use of “significant difference” has shown only a modest increase compared to “no significant difference” (ratios = 1.5 and 1.1, respectively). We also compared reporting of significance in the United States, Asia, and Europe and found that the results are too inconsistent to draw conclusions on cross-cultural differences in significance reporting. We argue that the observed longitudinal trends are caused by negative factors, such as an increase of questionable research practices, but also by positive factors, such as an increase of quantitative research and structured reporting.
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spelling pubmed-43120792015-02-03 A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too) de Winter, Joost CF Dodou, Dimitra PeerJ Science Policy It is known that statistically significant (positive) results are more likely to be published than non-significant (negative) results. However, it has been unclear whether any increasing prevalence of positive results is stronger in the “softer” disciplines (social sciences) than in the “harder” disciplines (physical sciences), and whether the prevalence of negative results is decreasing over time. Using Scopus, we searched the abstracts of papers published between 1990 and 2013, and measured longitudinal trends of multiple expressions of positive versus negative results, including p-values between 0.041 and 0.049 versus p-values between 0.051 and 0.059, textual reporting of “significant difference” versus “no significant difference,” and the reporting of p < 0.05 versus p > 0.05. We found no support for a “hierarchy of sciences” with physical sciences at the top and social sciences at the bottom. However, we found large differences in reporting practices between disciplines, with p-values between 0.041 and 0.049 over 1990–2013 being 65.7 times more prevalent in the biological sciences than in the physical sciences. The p-values near the significance threshold of 0.05 on either side have both increased but with those p-values between 0.041 and 0.049 having increased to a greater extent (2013-to-1990 ratio of the percentage of papers = 10.3) than those between 0.051 and 0.059 (ratio = 3.6). Contradictorily, p < 0.05 has increased more slowly than p > 0.05 (ratios = 1.4 and 4.8, respectively), while the use of “significant difference” has shown only a modest increase compared to “no significant difference” (ratios = 1.5 and 1.1, respectively). We also compared reporting of significance in the United States, Asia, and Europe and found that the results are too inconsistent to draw conclusions on cross-cultural differences in significance reporting. We argue that the observed longitudinal trends are caused by negative factors, such as an increase of questionable research practices, but also by positive factors, such as an increase of quantitative research and structured reporting. PeerJ Inc. 2015-01-22 /pmc/articles/PMC4312079/ /pubmed/25650272 http://dx.doi.org/10.7717/peerj.733 Text en © 2015 de Winter and Dodou 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, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Science Policy
de Winter, Joost CF
Dodou, Dimitra
A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title_full A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title_fullStr A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title_full_unstemmed A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title_short A surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
title_sort surge of p-values between 0.041 and 0.049 in recent decades (but negative results are increasing rapidly too)
topic Science Policy
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4312079/
https://www.ncbi.nlm.nih.gov/pubmed/25650272
http://dx.doi.org/10.7717/peerj.733
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