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New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context
Background. In questing for a more refined quantitative research approach, we revisited vector autoregressive (VAR) modeling for the analysis of time series data in the context of the so far poorly explored concept of family dynamics surrounding instable diabetes type 1 (or brittle diabetes). Method...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655046/ https://www.ncbi.nlm.nih.gov/pubmed/26634215 http://dx.doi.org/10.1155/2016/6437452 |
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author | Günther, Moritz Philipp Winker, Peter Wudy, Stefan A. Brosig, Burkhard |
author_facet | Günther, Moritz Philipp Winker, Peter Wudy, Stefan A. Brosig, Burkhard |
author_sort | Günther, Moritz Philipp |
collection | PubMed |
description | Background. In questing for a more refined quantitative research approach, we revisited vector autoregressive (VAR) modeling for the analysis of time series data in the context of the so far poorly explored concept of family dynamics surrounding instable diabetes type 1 (or brittle diabetes). Method. We adopted a new approach to VAR analysis from econometrics referred to as the optimized multivariate lag selection process and applied it to a set of raw data previously analyzed through standard approaches. Results. We illustrated recurring psychosomatic circles of cause and effect relationships between emotional and somatic parameters surrounding glycemic control of the child's diabetes and the affective states of all family members. Conclusion. The optimized multivariate lag selection process allowed for more specific, dynamic, and statistically reliable results (increasing R (2) tenfold in explaining glycemic variability), which were derived from a larger window of past explanatory variables (lags). Such highly quantitative versus historic more qualitative approaches to case study analysis of psychosomatics surrounding diabetes in adolescents were reflected critically. |
format | Online Article Text |
id | pubmed-4655046 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-46550462015-12-02 New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context Günther, Moritz Philipp Winker, Peter Wudy, Stefan A. Brosig, Burkhard J Diabetes Res Research Article Background. In questing for a more refined quantitative research approach, we revisited vector autoregressive (VAR) modeling for the analysis of time series data in the context of the so far poorly explored concept of family dynamics surrounding instable diabetes type 1 (or brittle diabetes). Method. We adopted a new approach to VAR analysis from econometrics referred to as the optimized multivariate lag selection process and applied it to a set of raw data previously analyzed through standard approaches. Results. We illustrated recurring psychosomatic circles of cause and effect relationships between emotional and somatic parameters surrounding glycemic control of the child's diabetes and the affective states of all family members. Conclusion. The optimized multivariate lag selection process allowed for more specific, dynamic, and statistically reliable results (increasing R (2) tenfold in explaining glycemic variability), which were derived from a larger window of past explanatory variables (lags). Such highly quantitative versus historic more qualitative approaches to case study analysis of psychosomatics surrounding diabetes in adolescents were reflected critically. Hindawi Publishing Corporation 2016 2015-11-08 /pmc/articles/PMC4655046/ /pubmed/26634215 http://dx.doi.org/10.1155/2016/6437452 Text en Copyright © 2016 Moritz Philipp Günther et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Günther, Moritz Philipp Winker, Peter Wudy, Stefan A. Brosig, Burkhard New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title | New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title_full | New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title_fullStr | New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title_full_unstemmed | New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title_short | New Methods in Exploring Old Topics: Case Studying Brittle Diabetes in the Family Context |
title_sort | new methods in exploring old topics: case studying brittle diabetes in the family context |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4655046/ https://www.ncbi.nlm.nih.gov/pubmed/26634215 http://dx.doi.org/10.1155/2016/6437452 |
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