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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Main Authors: Alexander J Millner, Michael D Lee, Matthew K Nock
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4619664?pdf=render
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spelling doaj-2f77b0e7b10f4d8eaa69f04e69dda1092020-11-24T21:56:04ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-011010e014160610.1371/journal.pone.0141606Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification.Alexander J MillnerMichael D LeeMatthew K NockSuicide 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.http://europepmc.org/articles/PMC4619664?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Alexander J Millner
Michael D Lee
Matthew K Nock
spellingShingle Alexander J Millner
Michael D Lee
Matthew K Nock
Single-Item Measurement of Suicidal Behaviors: Validity and Consequences of Misclassification.
PLoS ONE
author_facet Alexander J Millner
Michael D Lee
Matthew K Nock
author_sort Alexander J Millner
title 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_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_sort single-item measurement of suicidal behaviors: validity and consequences of misclassification.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
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.
url http://europepmc.org/articles/PMC4619664?pdf=render
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