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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...

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Autores principales: Günther, Moritz Philipp, Winker, Peter, Wudy, Stefan A., Brosig, Burkhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
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.
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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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