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Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective
Cognitive screening tests such as the Mini-Mental State Examination are widely used in clinical routine to predict cognitive impairment. The raw test scores are often corrected for age and education, although documented poorer discrimination performance of corrected scores has challenged this practi...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825732/ https://www.ncbi.nlm.nih.gov/pubmed/36068941 http://dx.doi.org/10.1093/aje/kwac159 |
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author | Piccininni, Marco Rohmann, Jessica L Wechsung, Maximilian Logroscino, Giancarlo Kurth, Tobias |
author_facet | Piccininni, Marco Rohmann, Jessica L Wechsung, Maximilian Logroscino, Giancarlo Kurth, Tobias |
author_sort | Piccininni, Marco |
collection | PubMed |
description | Cognitive screening tests such as the Mini-Mental State Examination are widely used in clinical routine to predict cognitive impairment. The raw test scores are often corrected for age and education, although documented poorer discrimination performance of corrected scores has challenged this practice. Nonetheless, test correction persists, perhaps due to the seemingly counterintuitive nature of the underlying problem. We used a causal framework to inform the long-standing debate from a more intuitive angle. We illustrate and quantify the consequences of applying the age-education correction of cognitive tests on discrimination performance. In an effort to bridge theory and practical implementation, we computed differences in discrimination performance under plausible causal scenarios using Open Access Series of Imaging Studies (OASIS)-1 data. We show that when age and education are causal risk factors for cognitive impairment and independently also affect the test score, correcting test scores for age and education removes meaningful information, thereby diminishing discrimination performance. |
format | Online Article Text |
id | pubmed-9825732 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98257322023-01-10 Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective Piccininni, Marco Rohmann, Jessica L Wechsung, Maximilian Logroscino, Giancarlo Kurth, Tobias Am J Epidemiol Practice of Epidemiology Cognitive screening tests such as the Mini-Mental State Examination are widely used in clinical routine to predict cognitive impairment. The raw test scores are often corrected for age and education, although documented poorer discrimination performance of corrected scores has challenged this practice. Nonetheless, test correction persists, perhaps due to the seemingly counterintuitive nature of the underlying problem. We used a causal framework to inform the long-standing debate from a more intuitive angle. We illustrate and quantify the consequences of applying the age-education correction of cognitive tests on discrimination performance. In an effort to bridge theory and practical implementation, we computed differences in discrimination performance under plausible causal scenarios using Open Access Series of Imaging Studies (OASIS)-1 data. We show that when age and education are causal risk factors for cognitive impairment and independently also affect the test score, correcting test scores for age and education removes meaningful information, thereby diminishing discrimination performance. Oxford University Press 2022-09-06 /pmc/articles/PMC9825732/ /pubmed/36068941 http://dx.doi.org/10.1093/aje/kwac159 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Practice of Epidemiology Piccininni, Marco Rohmann, Jessica L Wechsung, Maximilian Logroscino, Giancarlo Kurth, Tobias Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title | Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title_full | Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title_fullStr | Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title_full_unstemmed | Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title_short | Should Cognitive Screening Tests Be Corrected for Age and Education? Insights From a Causal Perspective |
title_sort | should cognitive screening tests be corrected for age and education? insights from a causal perspective |
topic | Practice of Epidemiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9825732/ https://www.ncbi.nlm.nih.gov/pubmed/36068941 http://dx.doi.org/10.1093/aje/kwac159 |
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