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Assessing individual-level change in dementia research: a review of methodologies
BACKGROUND: Whether in the context of monitoring disease progression or in assessing the effects of interventions, a major challenge in dementia research is determining when an individual has undergone meaningful change in symptoms and other relevant outcomes such as cognitive test performance. The...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7811223/ https://www.ncbi.nlm.nih.gov/pubmed/33451358 http://dx.doi.org/10.1186/s13195-021-00768-w |
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author | Murray, Aja Louise Vollmer, Marlena Deary, Ian J. Muniz-Terrera, Graciela Booth, Tom |
author_facet | Murray, Aja Louise Vollmer, Marlena Deary, Ian J. Muniz-Terrera, Graciela Booth, Tom |
author_sort | Murray, Aja Louise |
collection | PubMed |
description | BACKGROUND: Whether in the context of monitoring disease progression or in assessing the effects of interventions, a major challenge in dementia research is determining when an individual has undergone meaningful change in symptoms and other relevant outcomes such as cognitive test performance. The challenge lies in differentiating genuine improvement or deterioration from change in scores due to random and systematic error. BODY: In this review, we discuss the advantages and limitations of available methods for assessing individual-level change in the context of key challenges, including imperfect and differential reliability of scores, and practice effects. We discuss indices of reliable change and the use of composite and item response theory (IRT) scores. CONCLUSION: We conclude that IRT-based approaches hold particular promise because they have the flexibility to accommodate solutions to a wide range of issues that influence the accuracy of judgements of meaningful change. We close by discussing the practical implications of adopting IRT-based approaches. |
format | Online Article Text |
id | pubmed-7811223 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-78112232021-01-18 Assessing individual-level change in dementia research: a review of methodologies Murray, Aja Louise Vollmer, Marlena Deary, Ian J. Muniz-Terrera, Graciela Booth, Tom Alzheimers Res Ther Review BACKGROUND: Whether in the context of monitoring disease progression or in assessing the effects of interventions, a major challenge in dementia research is determining when an individual has undergone meaningful change in symptoms and other relevant outcomes such as cognitive test performance. The challenge lies in differentiating genuine improvement or deterioration from change in scores due to random and systematic error. BODY: In this review, we discuss the advantages and limitations of available methods for assessing individual-level change in the context of key challenges, including imperfect and differential reliability of scores, and practice effects. We discuss indices of reliable change and the use of composite and item response theory (IRT) scores. CONCLUSION: We conclude that IRT-based approaches hold particular promise because they have the flexibility to accommodate solutions to a wide range of issues that influence the accuracy of judgements of meaningful change. We close by discussing the practical implications of adopting IRT-based approaches. BioMed Central 2021-01-15 /pmc/articles/PMC7811223/ /pubmed/33451358 http://dx.doi.org/10.1186/s13195-021-00768-w Text en © The Author(s) 2021 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/. The Creative Commons Public Domain Dedication waiver (http://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 | Review Murray, Aja Louise Vollmer, Marlena Deary, Ian J. Muniz-Terrera, Graciela Booth, Tom Assessing individual-level change in dementia research: a review of methodologies |
title | Assessing individual-level change in dementia research: a review of methodologies |
title_full | Assessing individual-level change in dementia research: a review of methodologies |
title_fullStr | Assessing individual-level change in dementia research: a review of methodologies |
title_full_unstemmed | Assessing individual-level change in dementia research: a review of methodologies |
title_short | Assessing individual-level change in dementia research: a review of methodologies |
title_sort | assessing individual-level change in dementia research: a review of methodologies |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7811223/ https://www.ncbi.nlm.nih.gov/pubmed/33451358 http://dx.doi.org/10.1186/s13195-021-00768-w |
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