Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal

Background: Researchers are cautioned against misinterpreting the conventional P value, especially while implementing the popular t test. Therefore, this study evaluated the agreement between the P value and Bayes factor (BF01) results obtained from a comparison of sample means in published orthodon...

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Main Author: Srimaneekarn N.
Other Authors: Mahidol University
Format: Article
Published: 2023
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/82021
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spelling th-mahidol.820212023-05-19T14:48:33Z Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal Srimaneekarn N. Mahidol University Medicine Background: Researchers are cautioned against misinterpreting the conventional P value, especially while implementing the popular t test. Therefore, this study evaluated the agreement between the P value and Bayes factor (BF01) results obtained from a comparison of sample means in published orthodontic articles. Methods: Data pooling was undertaken using the modified PRISMA flow diagram. Per the inclusion criteria applied to The Angle Orthodontist journal for a two-year period (November 2016 to September 2018), all articles that utilised the t test for statistical analysis were selected. The agreement was evaluated between the P value and Bayes factor set at 0.05 and 1, respectively. The percentage of agreement and Kappa coefficient were calculated. Plotting of effect size against P value and BF01 was analysed. Results: From 265 articles, 82 utilised the t test. Of these, only 37 articles met the inclusion criteria. The study identified 793 justifiable t tests (438 independent-sample and 355 dependent-sample t tests) for which the agreement percentage and Kappa coefficient were found to be 93.57% and 0.87, respectively. However, when anecdotal evidence (1/3 < BF01 < 3) was considered, almost half of the studies missed statistical significance. Furthermore, two-thirds of the significantly reported P values (0.01 < P < 0.05; 30 independent-sample and 20 dependent-sample t tests) showed only anecdotal evidence (1/3 < BF01 < 1). Moreover, BF01 indicated moderate evidence (BF01 > 3) for approximately one-third of the total studies, with nonsignificant P values (P > 0.05). Furthermore, accompanying the P values, the effect sizes, especially for studies with independent-sample t tests, were very high with a strong potential to show substantive significance. Although it is best to extend the statistical calculation of a doubted P value (just below 0.05), especially for orthodontic innovation, orthodontists may reach a balanced decision relying on cephalometric measurements. Conclusions: The Kappa coefficient indicated perfect agreement between the two methods. BF01 restricted this judgement to approximately half of them, with two-thirds of these studies showing nonsignificant P values. Simple extensions of statistical calculations, especially effect size and BF01, can be useful and should be considered when finalising statistical analyses, especially for orthodontic studies without cephalometric analysis. 2023-05-19T07:48:33Z 2023-05-19T07:48:33Z 2023-12-01 Article BMC Medical Research Methodology Vol.23 No.1 (2023) 10.1186/s12874-023-01858-z 14712288 36797687 2-s2.0-85148259443 https://repository.li.mahidol.ac.th/handle/123456789/82021 SCOPUS
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Medicine
spellingShingle Medicine
Srimaneekarn N.
Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
description Background: Researchers are cautioned against misinterpreting the conventional P value, especially while implementing the popular t test. Therefore, this study evaluated the agreement between the P value and Bayes factor (BF01) results obtained from a comparison of sample means in published orthodontic articles. Methods: Data pooling was undertaken using the modified PRISMA flow diagram. Per the inclusion criteria applied to The Angle Orthodontist journal for a two-year period (November 2016 to September 2018), all articles that utilised the t test for statistical analysis were selected. The agreement was evaluated between the P value and Bayes factor set at 0.05 and 1, respectively. The percentage of agreement and Kappa coefficient were calculated. Plotting of effect size against P value and BF01 was analysed. Results: From 265 articles, 82 utilised the t test. Of these, only 37 articles met the inclusion criteria. The study identified 793 justifiable t tests (438 independent-sample and 355 dependent-sample t tests) for which the agreement percentage and Kappa coefficient were found to be 93.57% and 0.87, respectively. However, when anecdotal evidence (1/3 < BF01 < 3) was considered, almost half of the studies missed statistical significance. Furthermore, two-thirds of the significantly reported P values (0.01 < P < 0.05; 30 independent-sample and 20 dependent-sample t tests) showed only anecdotal evidence (1/3 < BF01 < 1). Moreover, BF01 indicated moderate evidence (BF01 > 3) for approximately one-third of the total studies, with nonsignificant P values (P > 0.05). Furthermore, accompanying the P values, the effect sizes, especially for studies with independent-sample t tests, were very high with a strong potential to show substantive significance. Although it is best to extend the statistical calculation of a doubted P value (just below 0.05), especially for orthodontic innovation, orthodontists may reach a balanced decision relying on cephalometric measurements. Conclusions: The Kappa coefficient indicated perfect agreement between the two methods. BF01 restricted this judgement to approximately half of them, with two-thirds of these studies showing nonsignificant P values. Simple extensions of statistical calculations, especially effect size and BF01, can be useful and should be considered when finalising statistical analyses, especially for orthodontic studies without cephalometric analysis.
author2 Mahidol University
author_facet Mahidol University
Srimaneekarn N.
format Article
author Srimaneekarn N.
author_sort Srimaneekarn N.
title Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
title_short Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
title_full Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
title_fullStr Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
title_full_unstemmed Agreement test of P value versus Bayes factor for sample means comparison: analysis of articles from the Angle Orthodontist journal
title_sort agreement test of p value versus bayes factor for sample means comparison: analysis of articles from the angle orthodontist journal
publishDate 2023
url https://repository.li.mahidol.ac.th/handle/123456789/82021
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