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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2017
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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. |
format | Online Article Text |
id | pubmed-5477748 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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