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Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach

Background: Alcohol dependence is a complex psychological disorder whose phenomenology changes as the disorder progresses. Neuroscience has provided a variety of theories and evidence for the development, maintenance, and severity of addiction; however, clinically, it has been difficult to evaluate...

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Autores principales: Moallem, Nathasha R., Courtney, Kelly E., Bacio, Guadalupe A., Ray, Lara A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3725454/
https://www.ncbi.nlm.nih.gov/pubmed/23908635
http://dx.doi.org/10.3389/fpsyt.2013.00075
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author Moallem, Nathasha R.
Courtney, Kelly E.
Bacio, Guadalupe A.
Ray, Lara A.
author_facet Moallem, Nathasha R.
Courtney, Kelly E.
Bacio, Guadalupe A.
Ray, Lara A.
author_sort Moallem, Nathasha R.
collection PubMed
description Background: Alcohol dependence is a complex psychological disorder whose phenomenology changes as the disorder progresses. Neuroscience has provided a variety of theories and evidence for the development, maintenance, and severity of addiction; however, clinically, it has been difficult to evaluate alcohol use disorder (AUD) severity. Objective: This study seeks to evaluate and validate a data-driven approach to capturing alcohol severity in a community sample. Method: Participants were non-treatment seeking problem drinkers (n = 283). A structural equation modeling approach was used to (a) verify the latent factor structure of the indices of AUD severity; and (b) test the relationship between the AUD severity factor and measures of alcohol use, affective symptoms, and motivation to change drinking. Results: The model was found to fit well, with all chosen indices of AUD severity loading significantly and positively onto the severity factor. In addition, the paths from the alcohol use, motivation, and affective factors accounted for 68% of the variance in AUD severity. Greater AUD severity was associated with greater alcohol use, increased affective symptoms, and higher motivation to change. Conclusion: Unlike the categorical diagnostic criteria, the AUD severity factor is comprised of multiple quantitative dimensions of impairment observed across the progression of the disorder. The AUD severity factor was validated by testing it in relation to other outcomes such as alcohol use, affective symptoms, and motivation for change. Clinically, this approach to AUD severity can be used to inform treatment planning and ultimately to improve outcomes.
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spelling pubmed-37254542013-08-01 Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach Moallem, Nathasha R. Courtney, Kelly E. Bacio, Guadalupe A. Ray, Lara A. Front Psychiatry Psychiatry Background: Alcohol dependence is a complex psychological disorder whose phenomenology changes as the disorder progresses. Neuroscience has provided a variety of theories and evidence for the development, maintenance, and severity of addiction; however, clinically, it has been difficult to evaluate alcohol use disorder (AUD) severity. Objective: This study seeks to evaluate and validate a data-driven approach to capturing alcohol severity in a community sample. Method: Participants were non-treatment seeking problem drinkers (n = 283). A structural equation modeling approach was used to (a) verify the latent factor structure of the indices of AUD severity; and (b) test the relationship between the AUD severity factor and measures of alcohol use, affective symptoms, and motivation to change drinking. Results: The model was found to fit well, with all chosen indices of AUD severity loading significantly and positively onto the severity factor. In addition, the paths from the alcohol use, motivation, and affective factors accounted for 68% of the variance in AUD severity. Greater AUD severity was associated with greater alcohol use, increased affective symptoms, and higher motivation to change. Conclusion: Unlike the categorical diagnostic criteria, the AUD severity factor is comprised of multiple quantitative dimensions of impairment observed across the progression of the disorder. The AUD severity factor was validated by testing it in relation to other outcomes such as alcohol use, affective symptoms, and motivation for change. Clinically, this approach to AUD severity can be used to inform treatment planning and ultimately to improve outcomes. Frontiers Media S.A. 2013-07-29 /pmc/articles/PMC3725454/ /pubmed/23908635 http://dx.doi.org/10.3389/fpsyt.2013.00075 Text en Copyright © 2013 Moallem, Courtney, Bacio and Ray. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in other forums, provided the original authors and source are credited and subject to any copyright notices concerning any third-party graphics etc.
spellingShingle Psychiatry
Moallem, Nathasha R.
Courtney, Kelly E.
Bacio, Guadalupe A.
Ray, Lara A.
Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title_full Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title_fullStr Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title_full_unstemmed Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title_short Modeling Alcohol Use Disorder Severity: An Integrative Structural Equation Modeling Approach
title_sort modeling alcohol use disorder severity: an integrative structural equation modeling approach
topic Psychiatry
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3725454/
https://www.ncbi.nlm.nih.gov/pubmed/23908635
http://dx.doi.org/10.3389/fpsyt.2013.00075
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