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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...

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Autores principales: Piccininni, Marco, Rohmann, Jessica L, Wechsung, Maximilian, Logroscino, Giancarlo, Kurth, Tobias
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
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.
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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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