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Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30
PURPOSE: Goldberg’s General Health Questionnaire (GHQ) items are frequently used to assess psychological distress but no study to date has investigated the GHQ-30’s potential for adaptive administration. In computerized adaptive testing (CAT) items are matched optimally to the targeted distress leve...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4889635/ https://www.ncbi.nlm.nih.gov/pubmed/26687370 http://dx.doi.org/10.1007/s00127-015-1157-4 |
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author | Stochl, Jan Böhnke, Jan R. Pickett, Kate E. Croudace, Tim J. |
author_facet | Stochl, Jan Böhnke, Jan R. Pickett, Kate E. Croudace, Tim J. |
author_sort | Stochl, Jan |
collection | PubMed |
description | PURPOSE: Goldberg’s General Health Questionnaire (GHQ) items are frequently used to assess psychological distress but no study to date has investigated the GHQ-30’s potential for adaptive administration. In computerized adaptive testing (CAT) items are matched optimally to the targeted distress level of respondents instead of relying on fixed-length versions of instruments. We therefore calibrate GHQ-30 items and report a simulation study exploring the potential of this instrument for adaptive administration in a longitudinal setting. METHODS: GHQ-30 responses of 3445 participants with 2 completed assessments (baseline, 7-year follow-up) in the UK Health and Lifestyle Survey were calibrated using item response theory. Our simulation study evaluated the efficiency of CAT administration of the items, cross-sectionally and longitudinally, with different estimators, item selection methods, and measurement precision criteria. RESULTS: To yield accurate distress measurements (marginal reliability at least 0.90) nearly all GHQ-30 items need to be administered to most survey respondents in general population samples. When lower accuracy is permissible (marginal reliability of 0.80), adaptive administration saves approximately 2/3 of the items. For longitudinal applications, change scores based on the complete set of GHQ-30 items correlate highly with change scores from adaptive administrations. CONCLUSIONS: The rationale for CAT-GHQ-30 is only supported when the required marginal reliability is lower than 0.9, which is most likely to be the case in cross-sectional and longitudinal studies assessing mean changes in populations. Precise measurement of psychological distress at the individual level can be achieved, but requires the deployment of all 30 items. |
format | Online Article Text |
id | pubmed-4889635 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-48896352016-06-17 Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 Stochl, Jan Böhnke, Jan R. Pickett, Kate E. Croudace, Tim J. Soc Psychiatry Psychiatr Epidemiol Original Paper PURPOSE: Goldberg’s General Health Questionnaire (GHQ) items are frequently used to assess psychological distress but no study to date has investigated the GHQ-30’s potential for adaptive administration. In computerized adaptive testing (CAT) items are matched optimally to the targeted distress level of respondents instead of relying on fixed-length versions of instruments. We therefore calibrate GHQ-30 items and report a simulation study exploring the potential of this instrument for adaptive administration in a longitudinal setting. METHODS: GHQ-30 responses of 3445 participants with 2 completed assessments (baseline, 7-year follow-up) in the UK Health and Lifestyle Survey were calibrated using item response theory. Our simulation study evaluated the efficiency of CAT administration of the items, cross-sectionally and longitudinally, with different estimators, item selection methods, and measurement precision criteria. RESULTS: To yield accurate distress measurements (marginal reliability at least 0.90) nearly all GHQ-30 items need to be administered to most survey respondents in general population samples. When lower accuracy is permissible (marginal reliability of 0.80), adaptive administration saves approximately 2/3 of the items. For longitudinal applications, change scores based on the complete set of GHQ-30 items correlate highly with change scores from adaptive administrations. CONCLUSIONS: The rationale for CAT-GHQ-30 is only supported when the required marginal reliability is lower than 0.9, which is most likely to be the case in cross-sectional and longitudinal studies assessing mean changes in populations. Precise measurement of psychological distress at the individual level can be achieved, but requires the deployment of all 30 items. Springer Berlin Heidelberg 2015-12-21 2016 /pmc/articles/PMC4889635/ /pubmed/26687370 http://dx.doi.org/10.1007/s00127-015-1157-4 Text en © The Author(s) 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Original Paper Stochl, Jan Böhnke, Jan R. Pickett, Kate E. Croudace, Tim J. Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title | Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title_full | Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title_fullStr | Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title_full_unstemmed | Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title_short | Computerized adaptive testing of population psychological distress: simulation-based evaluation of GHQ-30 |
title_sort | computerized adaptive testing of population psychological distress: simulation-based evaluation of ghq-30 |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4889635/ https://www.ncbi.nlm.nih.gov/pubmed/26687370 http://dx.doi.org/10.1007/s00127-015-1157-4 |
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