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User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model
Preventive care and telemedicine are expected to play an important role in reducing the impact of an increasingly aging global population while increasing the number of healthy years. Virtual coaching is a promising research area to support this process. This paper presents a user-centered virtual c...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297101/ https://www.ncbi.nlm.nih.gov/pubmed/34206808 http://dx.doi.org/10.3390/ijerph18136868 |
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author | Beristain Iraola, Andoni Álvarez Sánchez, Roberto Hors-Fraile, Santiago Petsani, Despoina Timoleon, Michail Díaz-Orueta, Unai Carroll, Joanne Hopper, Louise Epelde, Gorka Kerexeta, Jon Bamidis, Panagiotis D. Konstantinidis, Evdokimos I. |
author_facet | Beristain Iraola, Andoni Álvarez Sánchez, Roberto Hors-Fraile, Santiago Petsani, Despoina Timoleon, Michail Díaz-Orueta, Unai Carroll, Joanne Hopper, Louise Epelde, Gorka Kerexeta, Jon Bamidis, Panagiotis D. Konstantinidis, Evdokimos I. |
author_sort | Beristain Iraola, Andoni |
collection | PubMed |
description | Preventive care and telemedicine are expected to play an important role in reducing the impact of an increasingly aging global population while increasing the number of healthy years. Virtual coaching is a promising research area to support this process. This paper presents a user-centered virtual coach for older adults at home to promote active and healthy aging and independent living. It supports behavior change processes for improving on cognitive, physical, social interaction and nutrition areas using specific, measurable, achievable, relevant, and time-limited (SMART) goal plans, following the I-Change behavioral change model. Older adults select and personalize which goal plans to join from a catalog designed by domain experts. Intervention delivery adapts to user preferences and minimizes intrusiveness in the user’s daily living using a combination of a deterministic algorithm and incremental machine learning model. The home becomes an augmented reality environment, using a combination of projectors, cameras, microphones and support sensors, where common objects are used for projection and sensed. Older adults interact with this virtual coach in their home in a natural way using speech and body gestures on projected user interfaces with common objects at home. This paper presents the concept from the older adult and the caregiver perspectives. Then, it focuses on the older adult view, describing the tools and processes available to foster a positive behavior change process, including a discussion about the limitations of the current implementation. |
format | Online Article Text |
id | pubmed-8297101 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82971012021-07-23 User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model Beristain Iraola, Andoni Álvarez Sánchez, Roberto Hors-Fraile, Santiago Petsani, Despoina Timoleon, Michail Díaz-Orueta, Unai Carroll, Joanne Hopper, Louise Epelde, Gorka Kerexeta, Jon Bamidis, Panagiotis D. Konstantinidis, Evdokimos I. Int J Environ Res Public Health Article Preventive care and telemedicine are expected to play an important role in reducing the impact of an increasingly aging global population while increasing the number of healthy years. Virtual coaching is a promising research area to support this process. This paper presents a user-centered virtual coach for older adults at home to promote active and healthy aging and independent living. It supports behavior change processes for improving on cognitive, physical, social interaction and nutrition areas using specific, measurable, achievable, relevant, and time-limited (SMART) goal plans, following the I-Change behavioral change model. Older adults select and personalize which goal plans to join from a catalog designed by domain experts. Intervention delivery adapts to user preferences and minimizes intrusiveness in the user’s daily living using a combination of a deterministic algorithm and incremental machine learning model. The home becomes an augmented reality environment, using a combination of projectors, cameras, microphones and support sensors, where common objects are used for projection and sensed. Older adults interact with this virtual coach in their home in a natural way using speech and body gestures on projected user interfaces with common objects at home. This paper presents the concept from the older adult and the caregiver perspectives. Then, it focuses on the older adult view, describing the tools and processes available to foster a positive behavior change process, including a discussion about the limitations of the current implementation. MDPI 2021-06-26 /pmc/articles/PMC8297101/ /pubmed/34206808 http://dx.doi.org/10.3390/ijerph18136868 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Beristain Iraola, Andoni Álvarez Sánchez, Roberto Hors-Fraile, Santiago Petsani, Despoina Timoleon, Michail Díaz-Orueta, Unai Carroll, Joanne Hopper, Louise Epelde, Gorka Kerexeta, Jon Bamidis, Panagiotis D. Konstantinidis, Evdokimos I. User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title | User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title_full | User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title_fullStr | User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title_full_unstemmed | User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title_short | User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model |
title_sort | user centered virtual coaching for older adults at home using smart goal plans and i-change model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8297101/ https://www.ncbi.nlm.nih.gov/pubmed/34206808 http://dx.doi.org/10.3390/ijerph18136868 |
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