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Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions

AIMS: To present the novel application of combining continuously measured glucose with continuous accelerometer measured physical activity and sedentary behaviour data and discusses the principles used and challenges faced in combining and analysing these two sets of data in the context of diabetes...

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Autores principales: McMillan, Kathryn A, Kirk, Alison, Hewitt, Allan, MacRury, Sandra, Lennon, Marilyn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6453028/
https://www.ncbi.nlm.nih.gov/pubmed/31191946
http://dx.doi.org/10.1177/2055668318782805
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author McMillan, Kathryn A
Kirk, Alison
Hewitt, Allan
MacRury, Sandra
Lennon, Marilyn
author_facet McMillan, Kathryn A
Kirk, Alison
Hewitt, Allan
MacRury, Sandra
Lennon, Marilyn
author_sort McMillan, Kathryn A
collection PubMed
description AIMS: To present the novel application of combining continuously measured glucose with continuous accelerometer measured physical activity and sedentary behaviour data and discusses the principles used and challenges faced in combining and analysing these two sets of data in the context of diabetes management. METHODS: The background and rationale for exploring glucose, physical activity and sedentary behaviour in people with Type 2 diabetes is presented, the paper outlines the technologies used, the individual data extraction and finally the combined data analysis. A case study approach is used to illustrate the application of the combined data processing and analysis. RESULTS: The data analytic principles used could be transferred to different conditions where continuous data sets are being combined to help individuals or health professionals better manage and care for people with long term conditions. CONCLUSIONS: Future work should focus on generating validated techniques to visualise combined data sets and explore ways to present data back to the individual in an effective way to support health care management and rehabilitation.
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spelling pubmed-64530282019-06-12 Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions McMillan, Kathryn A Kirk, Alison Hewitt, Allan MacRury, Sandra Lennon, Marilyn J Rehabil Assist Technol Eng Special Collection: Wearable Technologies for Active Living and Rehabilitation: Original Research Article AIMS: To present the novel application of combining continuously measured glucose with continuous accelerometer measured physical activity and sedentary behaviour data and discusses the principles used and challenges faced in combining and analysing these two sets of data in the context of diabetes management. METHODS: The background and rationale for exploring glucose, physical activity and sedentary behaviour in people with Type 2 diabetes is presented, the paper outlines the technologies used, the individual data extraction and finally the combined data analysis. A case study approach is used to illustrate the application of the combined data processing and analysis. RESULTS: The data analytic principles used could be transferred to different conditions where continuous data sets are being combined to help individuals or health professionals better manage and care for people with long term conditions. CONCLUSIONS: Future work should focus on generating validated techniques to visualise combined data sets and explore ways to present data back to the individual in an effective way to support health care management and rehabilitation. SAGE Publications 2018-09-09 /pmc/articles/PMC6453028/ /pubmed/31191946 http://dx.doi.org/10.1177/2055668318782805 Text en © The Author(s) 2018 http://creativecommons.org/licenses/by-nc/4.0/ Creative Commons Non Commercial CC BY-NC: This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Special Collection: Wearable Technologies for Active Living and Rehabilitation: Original Research Article
McMillan, Kathryn A
Kirk, Alison
Hewitt, Allan
MacRury, Sandra
Lennon, Marilyn
Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title_full Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title_fullStr Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title_full_unstemmed Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title_short Methods for combining continuously measured glucose and activity data in people with Type 2 diabetes: Challenges and solutions
title_sort methods for combining continuously measured glucose and activity data in people with type 2 diabetes: challenges and solutions
topic Special Collection: Wearable Technologies for Active Living and Rehabilitation: Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6453028/
https://www.ncbi.nlm.nih.gov/pubmed/31191946
http://dx.doi.org/10.1177/2055668318782805
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