Cargando…

When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory

BACKGROUND: There is a need for accurate and efficient assessment tools that cover a range of mental health and psychosocial problems. Existing, lengthy self-report assessments may reduce accuracy due to respondent fatigue. Using data from a sample of adults enrolled in a psychotherapy randomized tr...

Descripción completa

Detalles Bibliográficos
Autores principales: Haroz, Emily E., Kane, Jeremy C., Nguyen, Amanda J., Bass, Judith K., Murray, Laura K., Bolton, Paul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cambridge University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003529/
https://www.ncbi.nlm.nih.gov/pubmed/32076573
http://dx.doi.org/10.1017/gmh.2019.30
_version_ 1783494552944902144
author Haroz, Emily E.
Kane, Jeremy C.
Nguyen, Amanda J.
Bass, Judith K.
Murray, Laura K.
Bolton, Paul
author_facet Haroz, Emily E.
Kane, Jeremy C.
Nguyen, Amanda J.
Bass, Judith K.
Murray, Laura K.
Bolton, Paul
author_sort Haroz, Emily E.
collection PubMed
description BACKGROUND: There is a need for accurate and efficient assessment tools that cover a range of mental health and psychosocial problems. Existing, lengthy self-report assessments may reduce accuracy due to respondent fatigue. Using data from a sample of adults enrolled in a psychotherapy randomized trial in Thailand and a cross-sectional sample of adolescents in Zambia, we leveraged Item Response Theory (IRT) methods to create brief, psychometrically sound, mental health measures. METHODS: We used graded-response models to refine scales by identifying and removing poor performing items that were not well correlated with the underlying trait, and by identifying well-performing items at varying levels of a latent trait to assist in screening or monitoring purposes. RESULTS: In Thailand, the original 17-item depression scale was shortened to seven items and the 30-item Posttraumatic Stress Scale (PTS) was shortened to 10. In Zambia, the Child Posttraumatic Stress Scale (CPSS) was shortened from 17 items to six. Shortened scales in both settings retained the strength of their psychometric properties. When examining longitudinal intervention effects in Thailand, effect sizes were comparable in magnitude for the shortened and standard versions. CONCLUSIONS: Using Item Response Theory (IRT) we created shortened valid measures that can be used to help guide clinical decisions and function as longitudinal research tools. The results of this analysis demonstrate the reliability and validity of shortened scales in each of the two settings and an approach that can be generalized more broadly to help improve screening, monitoring, and evaluation of mental health and psychosocial programs globally.
format Online
Article
Text
id pubmed-7003529
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Cambridge University Press
record_format MEDLINE/PubMed
spelling pubmed-70035292020-02-19 When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory Haroz, Emily E. Kane, Jeremy C. Nguyen, Amanda J. Bass, Judith K. Murray, Laura K. Bolton, Paul Glob Ment Health (Camb) Original Research Paper BACKGROUND: There is a need for accurate and efficient assessment tools that cover a range of mental health and psychosocial problems. Existing, lengthy self-report assessments may reduce accuracy due to respondent fatigue. Using data from a sample of adults enrolled in a psychotherapy randomized trial in Thailand and a cross-sectional sample of adolescents in Zambia, we leveraged Item Response Theory (IRT) methods to create brief, psychometrically sound, mental health measures. METHODS: We used graded-response models to refine scales by identifying and removing poor performing items that were not well correlated with the underlying trait, and by identifying well-performing items at varying levels of a latent trait to assist in screening or monitoring purposes. RESULTS: In Thailand, the original 17-item depression scale was shortened to seven items and the 30-item Posttraumatic Stress Scale (PTS) was shortened to 10. In Zambia, the Child Posttraumatic Stress Scale (CPSS) was shortened from 17 items to six. Shortened scales in both settings retained the strength of their psychometric properties. When examining longitudinal intervention effects in Thailand, effect sizes were comparable in magnitude for the shortened and standard versions. CONCLUSIONS: Using Item Response Theory (IRT) we created shortened valid measures that can be used to help guide clinical decisions and function as longitudinal research tools. The results of this analysis demonstrate the reliability and validity of shortened scales in each of the two settings and an approach that can be generalized more broadly to help improve screening, monitoring, and evaluation of mental health and psychosocial programs globally. Cambridge University Press 2020-01-09 /pmc/articles/PMC7003529/ /pubmed/32076573 http://dx.doi.org/10.1017/gmh.2019.30 Text en © The Author(s) 2019 http://creativecommons.org/licenses/by/4.0/ http://creativecommons.org/licenses/by/4.0/This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted re-use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Research Paper
Haroz, Emily E.
Kane, Jeremy C.
Nguyen, Amanda J.
Bass, Judith K.
Murray, Laura K.
Bolton, Paul
When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title_full When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title_fullStr When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title_full_unstemmed When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title_short When less is more: reducing redundancy in mental health and psychosocial instruments using Item Response Theory
title_sort when less is more: reducing redundancy in mental health and psychosocial instruments using item response theory
topic Original Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003529/
https://www.ncbi.nlm.nih.gov/pubmed/32076573
http://dx.doi.org/10.1017/gmh.2019.30
work_keys_str_mv AT harozemilye whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory
AT kanejeremyc whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory
AT nguyenamandaj whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory
AT bassjudithk whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory
AT murraylaurak whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory
AT boltonpaul whenlessismorereducingredundancyinmentalhealthandpsychosocialinstrumentsusingitemresponsetheory