Cargando…
Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect
BACKGROUND: The Nine-Questions Depression-Rating Scale (9Q) has been developed as an alternative assessment tool for assessing the severity of depressive symptoms in Thai adults. The traditional unweighted sum scoring approach does not account for differences in the loadings of the items on the actu...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555165/ https://www.ncbi.nlm.nih.gov/pubmed/36224520 http://dx.doi.org/10.1186/s12874-022-01744-0 |
_version_ | 1784806849114013696 |
---|---|
author | Kawilapat, Suttipong Maneeton, Benchalak Maneeton, Narong Prasitwattanaseree, Sukon Kongsuk, Thoranin Arunpongpaisal, Suwanna Leejongpermpoon, Jintana Sukhawaha, Supattra Traisathit, Patrinee |
author_facet | Kawilapat, Suttipong Maneeton, Benchalak Maneeton, Narong Prasitwattanaseree, Sukon Kongsuk, Thoranin Arunpongpaisal, Suwanna Leejongpermpoon, Jintana Sukhawaha, Supattra Traisathit, Patrinee |
author_sort | Kawilapat, Suttipong |
collection | PubMed |
description | BACKGROUND: The Nine-Questions Depression-Rating Scale (9Q) has been developed as an alternative assessment tool for assessing the severity of depressive symptoms in Thai adults. The traditional unweighted sum scoring approach does not account for differences in the loadings of the items on the actual severity. Therefore, we developed an Item Response Theory (IRT)-based weighted sum scoring approach to provide a scoring method that is more precise than the unweighted sum score. METHODS: Secondary data from a study on the criterion-related validity of the 9Q in the northern Thai dialect was used in this study. All participants were interviewed to obtain demographic data and screened/evaluated for major depressive disorder and the severity of the associated depressive symptoms, followed by diagnosis by a psychiatrist for major depressive disorder. IRT models were used to estimate the discrimination and threshold parameters. Differential item functioning (DIF) of responses to each item between males and females was compared using likelihood-ratio tests. The IRT-based weighed sum scores of the individual items are defined as the linear combination of individual response weighted with the discrimination and threshold parameters divided by the plausible maximum score based on the graded-response model (GRM) for the 9Q score (9Q-GRM) or the nominal-response model (NRM) for categorical combinations of the intensity and frequency of symptoms from the 9Q responses (9QSF-NRM). The performances of the two scoring procedures were compared using relative precision. RESULTS: Of the 1,355 participants, 1,000 and 355 participants were randomly selected for the developmental and validation group for the IRT-based weighted scoring, respectively. the gender-related DIF were presented for items 2 and 5 for the 9Q-GRM, while most items (except for items 3 and 6) for the 9QSF-NRM, which could be used to separately estimate the parameters between genders. The 9Q-GRM model accounting for DIF had a higher precision (16.7%) than the unweighted sum-score approach. DISCUSSION: Our findings suggest that weighted sum scoring with the IRT parameters can improve the scoring when using 9Q to measure the severity of the depressive symptoms in Thai adults. Accounting for DIF between the genders resulted in higher precision for IRT-based weighted scoring. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12874-022-01744-0. |
format | Online Article Text |
id | pubmed-9555165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-95551652022-10-13 Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect Kawilapat, Suttipong Maneeton, Benchalak Maneeton, Narong Prasitwattanaseree, Sukon Kongsuk, Thoranin Arunpongpaisal, Suwanna Leejongpermpoon, Jintana Sukhawaha, Supattra Traisathit, Patrinee BMC Med Res Methodol Research BACKGROUND: The Nine-Questions Depression-Rating Scale (9Q) has been developed as an alternative assessment tool for assessing the severity of depressive symptoms in Thai adults. The traditional unweighted sum scoring approach does not account for differences in the loadings of the items on the actual severity. Therefore, we developed an Item Response Theory (IRT)-based weighted sum scoring approach to provide a scoring method that is more precise than the unweighted sum score. METHODS: Secondary data from a study on the criterion-related validity of the 9Q in the northern Thai dialect was used in this study. All participants were interviewed to obtain demographic data and screened/evaluated for major depressive disorder and the severity of the associated depressive symptoms, followed by diagnosis by a psychiatrist for major depressive disorder. IRT models were used to estimate the discrimination and threshold parameters. Differential item functioning (DIF) of responses to each item between males and females was compared using likelihood-ratio tests. The IRT-based weighed sum scores of the individual items are defined as the linear combination of individual response weighted with the discrimination and threshold parameters divided by the plausible maximum score based on the graded-response model (GRM) for the 9Q score (9Q-GRM) or the nominal-response model (NRM) for categorical combinations of the intensity and frequency of symptoms from the 9Q responses (9QSF-NRM). The performances of the two scoring procedures were compared using relative precision. RESULTS: Of the 1,355 participants, 1,000 and 355 participants were randomly selected for the developmental and validation group for the IRT-based weighted scoring, respectively. the gender-related DIF were presented for items 2 and 5 for the 9Q-GRM, while most items (except for items 3 and 6) for the 9QSF-NRM, which could be used to separately estimate the parameters between genders. The 9Q-GRM model accounting for DIF had a higher precision (16.7%) than the unweighted sum-score approach. DISCUSSION: Our findings suggest that weighted sum scoring with the IRT parameters can improve the scoring when using 9Q to measure the severity of the depressive symptoms in Thai adults. Accounting for DIF between the genders resulted in higher precision for IRT-based weighted scoring. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12874-022-01744-0. BioMed Central 2022-10-12 /pmc/articles/PMC9555165/ /pubmed/36224520 http://dx.doi.org/10.1186/s12874-022-01744-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Kawilapat, Suttipong Maneeton, Benchalak Maneeton, Narong Prasitwattanaseree, Sukon Kongsuk, Thoranin Arunpongpaisal, Suwanna Leejongpermpoon, Jintana Sukhawaha, Supattra Traisathit, Patrinee Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title | Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title_full | Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title_fullStr | Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title_full_unstemmed | Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title_short | Comparison of unweighted and item response theory-based weighted sum scoring for the Nine-Questions Depression-Rating Scale in the Northern Thai Dialect |
title_sort | comparison of unweighted and item response theory-based weighted sum scoring for the nine-questions depression-rating scale in the northern thai dialect |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9555165/ https://www.ncbi.nlm.nih.gov/pubmed/36224520 http://dx.doi.org/10.1186/s12874-022-01744-0 |
work_keys_str_mv | AT kawilapatsuttipong comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT maneetonbenchalak comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT maneetonnarong comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT prasitwattanasereesukon comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT kongsukthoranin comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT arunpongpaisalsuwanna comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT leejongpermpoonjintana comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT sukhawahasupattra comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect AT traisathitpatrinee comparisonofunweightedanditemresponsetheorybasedweightedsumscoringfortheninequestionsdepressionratingscaleinthenorthernthaidialect |