Evidence map›Paper›PMID 34206808›Full record

ArticleInternational journal of environmental research and public health2021

User Centered Virtual Coaching for Older Adults at Home Using SMART Goal Plans and I-Change Model.

Andoni Beristain Iraola, Roberto Álvarez Sánchez, Santiago Hors-Fraile, Despoina Petsani, Michail Timoleon, Unai Díaz-Orueta, Joanne Carroll, Louise Hopper, Gorka Epelde, Jon Kerexeta and 2 more

Erratum issuedAbstract read
In one paragraph

Article in International journal of environmental research and public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Trial
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  3. Article
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  6. eHealth Platforms to Promote Autonomous Life and Active Aging: A Scoping Review.International journal of environmental research and public health · 2022
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  7. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

12 authors.

Andoni Beristain IraolaDigital Health & Biomedical Technologies Department, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009 San Sebastián, Spain.ORCID 0000-0002-5452-2141
Roberto Álvarez SánchezDigital Health & Biomedical Technologies Department, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009 San Sebastián, Spain.ORCID 0000-0001-7164-9577
Santiago Hors-FraileSalumedia Labs, Research Division of Adhera Health, Inc., Palo Alto, CA 94304, USA.
Despoina PetsaniLab of Medical Physics and Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
Michail TimoleonLab of Medical Physics and Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
Unai Díaz-OruetaDepartment of Psychology, Maynooth University, Maynooth W23 F2H6, Co. Kildare R51, Ireland.
Joanne CarrollSchool of Psychology, Dublin City University, Dublin 9, Ireland.
Louise HopperSchool of Psychology, Dublin City University, Dublin 9, Ireland.
Gorka EpeldeDigital Health & Biomedical Technologies Department, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009 San Sebastián, Spain.
Jon KerexetaDigital Health & Biomedical Technologies Department, Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), Mikeletegi 57, 20009 San Sebastián, Spain.
Panagiotis D. Bamidis *Lab of Medical Physics and Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.
Evdokimos I. Konstantinidis *Lab of Medical Physics and Digital Innovation, School of Medicine, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

Healthy AgingMentoringTelemedicineGoalsMotivationdata visualizationfeature engineeringhealthy and active agingincremental machine learningself-managementvirtual coaching

Identifiers

PMID34206808
PMCPMC8297101

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.