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Use of social adaptability index to explain self-care and diabetes outcomes

BACKGROUND: To examine whether the social adaptability index (SAI) alone or components of the index provide a better explanatory model for self-care and diabetes outcomes. METHODS: Six hundred fifteen patients were recruited from two primary care settings. A series of multiple linear regression mode...

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Autores principales: Campbell, Jennifer A., Walker, Rebekah J., Smalls, Brittany L., Egede, Leonard E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5477748/
https://www.ncbi.nlm.nih.gov/pubmed/28633668
http://dx.doi.org/10.1186/s12902-017-0185-3
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author Campbell, Jennifer A.
Walker, Rebekah J.
Smalls, Brittany L.
Egede, Leonard E.
author_facet Campbell, Jennifer A.
Walker, Rebekah J.
Smalls, Brittany L.
Egede, Leonard E.
author_sort Campbell, Jennifer A.
collection PubMed
description BACKGROUND: To examine whether the social adaptability index (SAI) alone or components of the index provide a better explanatory model for self-care and diabetes outcomes. METHODS: Six hundred fifteen patients were recruited from two primary care settings. A series of multiple linear regression models were run to assess (1) associations between the SAI and diabetes self-care/outcomes, and (2) associations between individual SAI indicator variables and diabetes self-care/outcomes. Separate models were run for each self-care behavior and outcome. Two models were run for each dependent variable to compare associations with the SAI and components of the index. RESULTS: The SAI has a significant association with the mental component of quality of life (0.23, p < 0.01). In adjusted analyses, the SAI score did not have a significant association with any of the self-care behaviors. Individual components from the index had significant associations between self-care and multiple SAI indicator variables. Significant associations also exist between outcomes and the individual SAI indicators for education and employment. CONCLUSIONS: In this population, the SAI has low explanatory power and few significant associations with diabetes self-care/outcomes. While the use of a composite index to predict outcomes within a diabetes population would have high utility, particularly for clinical settings, this SAI lacks statistical and clinical significance in a representative diabetes population. Based on these results, the index does not provide a good model fit and masks the relationship of individual components to diabetes self-care and outcomes. These findings suggest that five items alone are not adequate to explain or predict outcomes for patients with type 2 diabetes.
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spelling pubmed-54777482017-06-23 Use of social adaptability index to explain self-care and diabetes outcomes Campbell, Jennifer A. Walker, Rebekah J. Smalls, Brittany L. Egede, Leonard E. BMC Endocr Disord Research Article BACKGROUND: To examine whether the social adaptability index (SAI) alone or components of the index provide a better explanatory model for self-care and diabetes outcomes. METHODS: Six hundred fifteen patients were recruited from two primary care settings. A series of multiple linear regression models were run to assess (1) associations between the SAI and diabetes self-care/outcomes, and (2) associations between individual SAI indicator variables and diabetes self-care/outcomes. Separate models were run for each self-care behavior and outcome. Two models were run for each dependent variable to compare associations with the SAI and components of the index. RESULTS: The SAI has a significant association with the mental component of quality of life (0.23, p < 0.01). In adjusted analyses, the SAI score did not have a significant association with any of the self-care behaviors. Individual components from the index had significant associations between self-care and multiple SAI indicator variables. Significant associations also exist between outcomes and the individual SAI indicators for education and employment. CONCLUSIONS: In this population, the SAI has low explanatory power and few significant associations with diabetes self-care/outcomes. While the use of a composite index to predict outcomes within a diabetes population would have high utility, particularly for clinical settings, this SAI lacks statistical and clinical significance in a representative diabetes population. Based on these results, the index does not provide a good model fit and masks the relationship of individual components to diabetes self-care and outcomes. These findings suggest that five items alone are not adequate to explain or predict outcomes for patients with type 2 diabetes. BioMed Central 2017-06-20 /pmc/articles/PMC5477748/ /pubmed/28633668 http://dx.doi.org/10.1186/s12902-017-0185-3 Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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.
spellingShingle Research Article
Campbell, Jennifer A.
Walker, Rebekah J.
Smalls, Brittany L.
Egede, Leonard E.
Use of social adaptability index to explain self-care and diabetes outcomes
title Use of social adaptability index to explain self-care and diabetes outcomes
title_full Use of social adaptability index to explain self-care and diabetes outcomes
title_fullStr Use of social adaptability index to explain self-care and diabetes outcomes
title_full_unstemmed Use of social adaptability index to explain self-care and diabetes outcomes
title_short Use of social adaptability index to explain self-care and diabetes outcomes
title_sort use of social adaptability index to explain self-care and diabetes outcomes
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5477748/
https://www.ncbi.nlm.nih.gov/pubmed/28633668
http://dx.doi.org/10.1186/s12902-017-0185-3
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