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Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature

Background The outcome of a statistical test is to accept or reject a null hypothesis. Reporting a metric as “trending toward significance” is a misinterpretation of the p-value. Studies highlighting the prevalence of statistical errors in the urologic literature remain scarce. We evaluated abstract...

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Autores principales: Manda, Pranay R, Kuchakulla, Manish, Hochu, Gabrielle, Mudiam, Pranav, Watane, Arjun, Syed, Ali, Ghomeshi, Armin, Ramasamy, Ranjith
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cureus 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10407971/
https://www.ncbi.nlm.nih.gov/pubmed/37559843
http://dx.doi.org/10.7759/cureus.41556
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author Manda, Pranay R
Kuchakulla, Manish
Hochu, Gabrielle
Mudiam, Pranav
Watane, Arjun
Syed, Ali
Ghomeshi, Armin
Ramasamy, Ranjith
author_facet Manda, Pranay R
Kuchakulla, Manish
Hochu, Gabrielle
Mudiam, Pranav
Watane, Arjun
Syed, Ali
Ghomeshi, Armin
Ramasamy, Ranjith
author_sort Manda, Pranay R
collection PubMed
description Background The outcome of a statistical test is to accept or reject a null hypothesis. Reporting a metric as “trending toward significance” is a misinterpretation of the p-value. Studies highlighting the prevalence of statistical errors in the urologic literature remain scarce. We evaluated abstracts from 15 urology journals published within the years 2000-2021 and provided a quantitative measure of a common statistical mistake-misconstruing the function of null hypothesis testing by reporting “a trend toward significance.” Materials and methods We performed an audit of 15 urology journals, looking at articles published from January 1, 2000, to January 1, 2022. A word recognition function in Microsoft Excel was utilized to identify the use of the word “trend” in the abstracts. Each use of the word “trend” was manually investigated by two authors to determine whether it was improperly used in describing non-statistically significant data as trending toward significance. Statistics and data analysis were performed using Python libraries: pandas, scipy.stats, and seaborn. Results This study included 101,134 abstracts from 15 urology journals. Within those abstracts, the word “trend” was used 2,509 times, 572 uses of which were describing non-statistically significant data as trending toward significance. There was a statistically significant difference in the rate of errors between the 15 journals (p < 0.01). The highest rate of improper use of the word “trend” was found in Bladder Cancer with a rate of 1.6% (p < 0.01) of articles. The lowest rate of improper use was found in European Urology, with a rate of 0.3% (p < 0.01). Our analysis found a moderate correlation between the number of articles published and the number of misuses of the word "trend" within each journal and across all journals every year (r = 0.61 and 0.70, respectively). Conclusion The overall rate of p-value misinterpretation never exceeded 2% of articles in each journal. There is significance in the difference in misinterpretation rates between the different journals. Authors' utilization of the word “trend” describing non-significant p-values as being near significant should be used with caution.
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spelling pubmed-104079712023-08-09 Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature Manda, Pranay R Kuchakulla, Manish Hochu, Gabrielle Mudiam, Pranav Watane, Arjun Syed, Ali Ghomeshi, Armin Ramasamy, Ranjith Cureus Medical Education Background The outcome of a statistical test is to accept or reject a null hypothesis. Reporting a metric as “trending toward significance” is a misinterpretation of the p-value. Studies highlighting the prevalence of statistical errors in the urologic literature remain scarce. We evaluated abstracts from 15 urology journals published within the years 2000-2021 and provided a quantitative measure of a common statistical mistake-misconstruing the function of null hypothesis testing by reporting “a trend toward significance.” Materials and methods We performed an audit of 15 urology journals, looking at articles published from January 1, 2000, to January 1, 2022. A word recognition function in Microsoft Excel was utilized to identify the use of the word “trend” in the abstracts. Each use of the word “trend” was manually investigated by two authors to determine whether it was improperly used in describing non-statistically significant data as trending toward significance. Statistics and data analysis were performed using Python libraries: pandas, scipy.stats, and seaborn. Results This study included 101,134 abstracts from 15 urology journals. Within those abstracts, the word “trend” was used 2,509 times, 572 uses of which were describing non-statistically significant data as trending toward significance. There was a statistically significant difference in the rate of errors between the 15 journals (p < 0.01). The highest rate of improper use of the word “trend” was found in Bladder Cancer with a rate of 1.6% (p < 0.01) of articles. The lowest rate of improper use was found in European Urology, with a rate of 0.3% (p < 0.01). Our analysis found a moderate correlation between the number of articles published and the number of misuses of the word "trend" within each journal and across all journals every year (r = 0.61 and 0.70, respectively). Conclusion The overall rate of p-value misinterpretation never exceeded 2% of articles in each journal. There is significance in the difference in misinterpretation rates between the different journals. Authors' utilization of the word “trend” describing non-significant p-values as being near significant should be used with caution. Cureus 2023-07-08 /pmc/articles/PMC10407971/ /pubmed/37559843 http://dx.doi.org/10.7759/cureus.41556 Text en Copyright © 2023, Manda et al. https://creativecommons.org/licenses/by/3.0/This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Medical Education
Manda, Pranay R
Kuchakulla, Manish
Hochu, Gabrielle
Mudiam, Pranav
Watane, Arjun
Syed, Ali
Ghomeshi, Armin
Ramasamy, Ranjith
Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title_full Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title_fullStr Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title_full_unstemmed Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title_short Misinterpretations of Significance Testing Results Near the P-Value Threshold in the Urologic Literature
title_sort misinterpretations of significance testing results near the p-value threshold in the urologic literature
topic Medical Education
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10407971/
https://www.ncbi.nlm.nih.gov/pubmed/37559843
http://dx.doi.org/10.7759/cureus.41556
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