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Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study
BACKGROUND: The Multiple Sclerosis Quality of Life-54 (MSQOL-54) is one of the most commonly-used MS-specific health-related quality of life (HRQOL) measures. It is a multidimensional, MS-specific HRQOL inventory, which includes the generic SF-36 core items, supplemented with 18 MS-targeted items. A...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10291804/ https://www.ncbi.nlm.nih.gov/pubmed/37357308 http://dx.doi.org/10.1186/s12955-023-02152-8 |
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author | Giordano, Andrea Testa, Silvia Bassi, Marta Cilia, Sabina Bertolotto, Antonio Quartuccio, Maria Esmeralda Pietrolongo, Erika Falautano, Monica Grobberio, Monica Niccolai, Claudia Allegri, Beatrice Viterbo, Rosa Gemma Confalonieri, Paolo Giovannetti, Ambra Mara Cocco, Eleonora Grasso, Maria Grazia Lugaresi, Alessandra Ferriani, Elisa Nocentini, Ugo Zaffaroni, Mauro De Livera, Alysha Jelinek, George Solari, Alessandra Rosato, Rosalba |
author_facet | Giordano, Andrea Testa, Silvia Bassi, Marta Cilia, Sabina Bertolotto, Antonio Quartuccio, Maria Esmeralda Pietrolongo, Erika Falautano, Monica Grobberio, Monica Niccolai, Claudia Allegri, Beatrice Viterbo, Rosa Gemma Confalonieri, Paolo Giovannetti, Ambra Mara Cocco, Eleonora Grasso, Maria Grazia Lugaresi, Alessandra Ferriani, Elisa Nocentini, Ugo Zaffaroni, Mauro De Livera, Alysha Jelinek, George Solari, Alessandra Rosato, Rosalba |
author_sort | Giordano, Andrea |
collection | PubMed |
description | BACKGROUND: The Multiple Sclerosis Quality of Life-54 (MSQOL-54) is one of the most commonly-used MS-specific health-related quality of life (HRQOL) measures. It is a multidimensional, MS-specific HRQOL inventory, which includes the generic SF-36 core items, supplemented with 18 MS-targeted items. Availability of an adaptive short version providing immediate item scoring may improve instrument usability and validity. However, multidimensional computerized adaptive testing (MCAT) has not been previously applied to MSQOL-54 items. We thus aimed to apply MCAT to the MSQOL-54 and assess its performance. METHODS: Responses from a large international sample of 3669 MS patients were assessed. We calibrated 52 (of the 54) items using bifactor graded response model (10 group factors and one general HRQOL factor). Then, eight simulations were run with different termination criteria: standard errors (SE) for the general factor and group factors set to different values, and change in factor estimates from one item to the next set at < 0.01 for both the general and the group factors. Performance of the MCAT was assessed by the number of administered items, root mean square difference (RMSD), and correlation. RESULTS: Eight items were removed due to local dependency. The simulation with SE set to 0.32 (general factor), and no SE thresholds (group factors) provided satisfactory performance: the median number of administered items was 24, RMSD was 0.32, and correlation was 0.94. CONCLUSIONS: Compared to the full-length MSQOL-54, the simulated MCAT required fewer items without losing precision for the general HRQOL factor. Further work is needed to add/integrate/revise MSQOL-54 items in order to make the calibration and MCAT performance efficient also on group factors, so that the MCAT version may be used in clinical practice and research. |
format | Online Article Text |
id | pubmed-10291804 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102918042023-06-27 Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study Giordano, Andrea Testa, Silvia Bassi, Marta Cilia, Sabina Bertolotto, Antonio Quartuccio, Maria Esmeralda Pietrolongo, Erika Falautano, Monica Grobberio, Monica Niccolai, Claudia Allegri, Beatrice Viterbo, Rosa Gemma Confalonieri, Paolo Giovannetti, Ambra Mara Cocco, Eleonora Grasso, Maria Grazia Lugaresi, Alessandra Ferriani, Elisa Nocentini, Ugo Zaffaroni, Mauro De Livera, Alysha Jelinek, George Solari, Alessandra Rosato, Rosalba Health Qual Life Outcomes Research BACKGROUND: The Multiple Sclerosis Quality of Life-54 (MSQOL-54) is one of the most commonly-used MS-specific health-related quality of life (HRQOL) measures. It is a multidimensional, MS-specific HRQOL inventory, which includes the generic SF-36 core items, supplemented with 18 MS-targeted items. Availability of an adaptive short version providing immediate item scoring may improve instrument usability and validity. However, multidimensional computerized adaptive testing (MCAT) has not been previously applied to MSQOL-54 items. We thus aimed to apply MCAT to the MSQOL-54 and assess its performance. METHODS: Responses from a large international sample of 3669 MS patients were assessed. We calibrated 52 (of the 54) items using bifactor graded response model (10 group factors and one general HRQOL factor). Then, eight simulations were run with different termination criteria: standard errors (SE) for the general factor and group factors set to different values, and change in factor estimates from one item to the next set at < 0.01 for both the general and the group factors. Performance of the MCAT was assessed by the number of administered items, root mean square difference (RMSD), and correlation. RESULTS: Eight items were removed due to local dependency. The simulation with SE set to 0.32 (general factor), and no SE thresholds (group factors) provided satisfactory performance: the median number of administered items was 24, RMSD was 0.32, and correlation was 0.94. CONCLUSIONS: Compared to the full-length MSQOL-54, the simulated MCAT required fewer items without losing precision for the general HRQOL factor. Further work is needed to add/integrate/revise MSQOL-54 items in order to make the calibration and MCAT performance efficient also on group factors, so that the MCAT version may be used in clinical practice and research. BioMed Central 2023-06-25 /pmc/articles/PMC10291804/ /pubmed/37357308 http://dx.doi.org/10.1186/s12955-023-02152-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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 Giordano, Andrea Testa, Silvia Bassi, Marta Cilia, Sabina Bertolotto, Antonio Quartuccio, Maria Esmeralda Pietrolongo, Erika Falautano, Monica Grobberio, Monica Niccolai, Claudia Allegri, Beatrice Viterbo, Rosa Gemma Confalonieri, Paolo Giovannetti, Ambra Mara Cocco, Eleonora Grasso, Maria Grazia Lugaresi, Alessandra Ferriani, Elisa Nocentini, Ugo Zaffaroni, Mauro De Livera, Alysha Jelinek, George Solari, Alessandra Rosato, Rosalba Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title | Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title_full | Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title_fullStr | Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title_full_unstemmed | Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title_short | Applying multidimensional computerized adaptive testing to the MSQOL-54: a simulation study |
title_sort | applying multidimensional computerized adaptive testing to the msqol-54: a simulation study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10291804/ https://www.ncbi.nlm.nih.gov/pubmed/37357308 http://dx.doi.org/10.1186/s12955-023-02152-8 |
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