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Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification

Suicide is a leading cause of death worldwide. Although research has made strides in better defining suicidal behaviors, there has been less focus on accurate measurement. Currently, the widespread use of self-report, single-item questions to assess suicide ideation, plans and attempts may contribut...

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Detalles Bibliográficos
Autores principales: Millner, Alexander J., Lee, Michael D., Nock, Matthew K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4619664/
https://www.ncbi.nlm.nih.gov/pubmed/26496707
http://dx.doi.org/10.1371/journal.pone.0141606
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author Millner, Alexander J.
Lee, Michael D.
Nock, Matthew K.
author_facet Millner, Alexander J.
Lee, Michael D.
Nock, Matthew K.
author_sort Millner, Alexander J.
collection PubMed
description Suicide is a leading cause of death worldwide. Although research has made strides in better defining suicidal behaviors, there has been less focus on accurate measurement. Currently, the widespread use of self-report, single-item questions to assess suicide ideation, plans and attempts may contribute to measurement problems and misclassification. We examined the validity of single-item measurement and the potential for statistical errors. Over 1,500 participants completed an online survey containing single-item questions regarding a history of suicidal behaviors, followed by questions with more precise language, multiple response options and narrative responses to examine the validity of single-item questions. We also conducted simulations to test whether common statistical tests are robust against the degree of misclassification produced by the use of single-items. We found that 11.3% of participants that endorsed a single-item suicide attempt measure engaged in behavior that would not meet the standard definition of a suicide attempt. Similarly, 8.8% of those who endorsed a single-item measure of suicide ideation endorsed thoughts that would not meet standard definitions of suicide ideation. Statistical simulations revealed that this level of misclassification substantially decreases statistical power and increases the likelihood of false conclusions from statistical tests. Providing a wider range of response options for each item reduced the misclassification rate by approximately half. Overall, the use of single-item, self-report questions to assess the presence of suicidal behaviors leads to misclassification, increasing the likelihood of statistical decision errors. Improving the measurement of suicidal behaviors is critical to increase understanding and prevention of suicide.
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spelling pubmed-46196642015-10-29 Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification Millner, Alexander J. Lee, Michael D. Nock, Matthew K. PLoS One Research Article Suicide is a leading cause of death worldwide. Although research has made strides in better defining suicidal behaviors, there has been less focus on accurate measurement. Currently, the widespread use of self-report, single-item questions to assess suicide ideation, plans and attempts may contribute to measurement problems and misclassification. We examined the validity of single-item measurement and the potential for statistical errors. Over 1,500 participants completed an online survey containing single-item questions regarding a history of suicidal behaviors, followed by questions with more precise language, multiple response options and narrative responses to examine the validity of single-item questions. We also conducted simulations to test whether common statistical tests are robust against the degree of misclassification produced by the use of single-items. We found that 11.3% of participants that endorsed a single-item suicide attempt measure engaged in behavior that would not meet the standard definition of a suicide attempt. Similarly, 8.8% of those who endorsed a single-item measure of suicide ideation endorsed thoughts that would not meet standard definitions of suicide ideation. Statistical simulations revealed that this level of misclassification substantially decreases statistical power and increases the likelihood of false conclusions from statistical tests. Providing a wider range of response options for each item reduced the misclassification rate by approximately half. Overall, the use of single-item, self-report questions to assess the presence of suicidal behaviors leads to misclassification, increasing the likelihood of statistical decision errors. Improving the measurement of suicidal behaviors is critical to increase understanding and prevention of suicide. Public Library of Science 2015-10-23 /pmc/articles/PMC4619664/ /pubmed/26496707 http://dx.doi.org/10.1371/journal.pone.0141606 Text en © 2015 Millner 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Millner, Alexander J.
Lee, Michael D.
Nock, Matthew K.
Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title_full Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title_fullStr Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title_full_unstemmed Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title_short Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification
title_sort single-item measurement of suicidal behaviors: validity and consequences of misclassification
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4619664/
https://www.ncbi.nlm.nih.gov/pubmed/26496707
http://dx.doi.org/10.1371/journal.pone.0141606
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