Reporting of data analysis methods in psychiatric journals: Trends from 1996 to 2018

Objectives The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. Methods This study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British...

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Published inInternational journal of methods in psychiatric research Vol. 28; no. 3; pp. e1784 - n/a
Main Authors Nieminen, Pentti, Kaur, Jasleen
Format Journal Article
LanguageEnglish
Published United States John Wiley & Sons, Inc 01.09.2019
John Wiley and Sons Inc
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Abstract Objectives The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. Methods This study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis. Results The statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers. Conclusion The increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.
AbstractList Objectives The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. Methods This study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis. Results The statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers. Conclusion The increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.
The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. This study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis. The statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers. The increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.
ObjectivesThe article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years.MethodsThis study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis.ResultsThe statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers.ConclusionThe increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.
The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years.OBJECTIVESThe article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years.This study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis.METHODSThis study involved a total of 320 papers published in 1996 and 2018 in the American Journal of Psychiatry, Acta Psychiatrica Scandinavica, British Journal of Psychiatry, and JAMA Psychiatry. We manually reviewed the articles to determine the way in which they reported the study characteristics and the methods applied in data analysis.The statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers.RESULTSThe statistical intensity in psychiatric journals has changed over the past 20 years. Traditional methods of testing statistical significance were widely used both in 1996 and in 2018. In 2018, there was an increase in reporting more complex methods, such as multivariable regression models, multilevel modelling, and intracluster correlation methods. However, computationally complex data mining or machine learning procedures were not adopted by psychiatric researchers.The increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.CONCLUSIONThe increase in statistical intensity in the literature suggests that readers of prominent psychiatric journals must possess a substantial level of statistical expertise if they wish to critically evaluate the findings published in these journals. It is essential to include an awareness of this substantial change in data analysis methods in psychiatric undergraduate and postgraduate education.
Author Kaur, Jasleen
Nieminen, Pentti
AuthorAffiliation 2 Department of Internal Medicine Hurley Medical Center/Michigan State University Flint Michigan
1 Medical Informatics and Data Analysis Research Group University of Oulu Oulu Finland
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– name: 2 Department of Internal Medicine Hurley Medical Center/Michigan State University Flint Michigan
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Snippet Objectives The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. Methods This...
The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years. This study involved a...
ObjectivesThe article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years.MethodsThis study...
The article aims to evaluate how study designs and data analysis methods in psychiatric studies have changed over the last 22 years.OBJECTIVESThe article aims...
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StartPage e1784
SubjectTerms Biostatistics
Data Analysis
Data Interpretation, Statistical
Data processing
Humans
Learning algorithms
Original
Periodicals as Topic - statistics & numerical data
Psychiatry
Psychiatry - statistics & numerical data
Psychiatry - trends
Regression analysis
Research Design - statistics & numerical data
Statistics
Title Reporting of data analysis methods in psychiatric journals: Trends from 1996 to 2018
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fmpr.1784
https://www.ncbi.nlm.nih.gov/pubmed/31134716
https://www.proquest.com/docview/2304756777
https://www.proquest.com/docview/2232118567
https://pubmed.ncbi.nlm.nih.gov/PMC6877119
Volume 28
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