Adaptive Health Coaching Technology for Tailored Interventions

Recent advances in sensor and communications technology have enabled scalable methods for providing continuity of care to the home for patients with chronic conditions and older adults wanting to age in place. In this article we describe our framework for a health coaching platform with a dynamic us...

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Bibliographic Details
Main Authors: Holly Jimison, Michael Shapiro, Misha Pavel
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:International Journal of Environmental Research and Public Health
Subjects:
Online Access:https://www.mdpi.com/1660-4601/18/5/2761
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spelling doaj-49c594669a4c409092a4e64921a305662021-03-10T00:02:31ZengMDPI AGInternational Journal of Environmental Research and Public Health1661-78271660-46012021-03-01182761276110.3390/ijerph18052761Adaptive Health Coaching Technology for Tailored InterventionsHolly Jimison0Michael Shapiro1Misha Pavel2Khoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USAKhoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USAKhoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USARecent advances in sensor and communications technology have enabled scalable methods for providing continuity of care to the home for patients with chronic conditions and older adults wanting to age in place. In this article we describe our framework for a health coaching platform with a dynamic user model that enables tailored health coaching messages. We have shown that this can improve coach efficiency without a loss of message quality. We also discovered many lessons for coaching technology, most demonstrating the need for more coach input on sample message content, perhaps even requiring that individual coaches be able to modify the message database directly. Overall, coaches felt that the structure of the automated message generation was useful in remembering what to say, easy to edit if necessary and especially helpful for training new health coaches.https://www.mdpi.com/1660-4601/18/5/2761health coachingtechnologytailored messaging
collection DOAJ
language English
format Article
sources DOAJ
author Holly Jimison
Michael Shapiro
Misha Pavel
spellingShingle Holly Jimison
Michael Shapiro
Misha Pavel
Adaptive Health Coaching Technology for Tailored Interventions
International Journal of Environmental Research and Public Health
health coaching
technology
tailored messaging
author_facet Holly Jimison
Michael Shapiro
Misha Pavel
author_sort Holly Jimison
title Adaptive Health Coaching Technology for Tailored Interventions
title_short Adaptive Health Coaching Technology for Tailored Interventions
title_full Adaptive Health Coaching Technology for Tailored Interventions
title_fullStr Adaptive Health Coaching Technology for Tailored Interventions
title_full_unstemmed Adaptive Health Coaching Technology for Tailored Interventions
title_sort adaptive health coaching technology for tailored interventions
publisher MDPI AG
series International Journal of Environmental Research and Public Health
issn 1661-7827
1660-4601
publishDate 2021-03-01
description Recent advances in sensor and communications technology have enabled scalable methods for providing continuity of care to the home for patients with chronic conditions and older adults wanting to age in place. In this article we describe our framework for a health coaching platform with a dynamic user model that enables tailored health coaching messages. We have shown that this can improve coach efficiency without a loss of message quality. We also discovered many lessons for coaching technology, most demonstrating the need for more coach input on sample message content, perhaps even requiring that individual coaches be able to modify the message database directly. Overall, coaches felt that the structure of the automated message generation was useful in remembering what to say, easy to edit if necessary and especially helpful for training new health coaches.
topic health coaching
technology
tailored messaging
url https://www.mdpi.com/1660-4601/18/5/2761
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AT michaelshapiro adaptivehealthcoachingtechnologyfortailoredinterventions
AT mishapavel adaptivehealthcoachingtechnologyfortailoredinterventions
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