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Promoting Physical Activity Through Conversational Agents: Mixed Methods Systematic Review
- Source :
- Journal of Medical Internet Research
- Publication Year :
- 2021
- Publisher :
- JMIR Publications Inc., 2021.
-
Abstract
- BackgroundRegular physical activity (PA) is crucial for well-being; however, healthy habits are difficult to create and maintain. Interventions delivered via conversational agents (eg, chatbots or virtual agents) are a novel and potentially accessible way to promote PA. Thus, it is important to understand the evolving landscape of research that uses conversational agents.ObjectiveThis mixed methods systematic review aims to summarize the usability and effectiveness of conversational agents in promoting PA, describe common theories and intervention components used, and identify areas for further development.MethodsWe conducted a mixed methods systematic review. We searched seven electronic databases (PsycINFO, PubMed, Embase, CINAHL, ACM Digital Library, Scopus, and Web of Science) for quantitative, qualitative, and mixed methods studies that conveyed primary research on automated conversational agents designed to increase PA. The studies were independently screened, and their methodological quality was assessed using the Mixed Methods Appraisal Tool by 2 reviewers. Data on intervention impact and effectiveness, treatment characteristics, and challenges were extracted and analyzed using parallel-results convergent synthesis and narrative summary.ResultsIn total, 255 studies were identified, 7.8% (20) of which met our inclusion criteria. The methodological quality of the studies was varied. Overall, conversational agents had moderate usability and feasibility. Those that were evaluated through randomized controlled trials were found to be effective in promoting PA. Common challenges facing interventions were repetitive program content, high attrition, technical issues, and safety and privacy concerns.ConclusionsConversational agents hold promise for PA interventions. However, there is a lack of rigorous research on long-term intervention effectiveness and patient safety. Future interventions should be based on evidence-informed theories and treatment approaches and should address users’ desires for program variety, natural language processing, delivery via mobile devices, and safety and privacy concerns.
- Subjects :
- behavior change
Applied psychology
digital health
Psychological intervention
physical activity
Health Informatics
Review
PsycINFO
CINAHL
computer.software_genre
Patient safety
health behavior
Humans
Dialog system
Exercise
mobile health
mHealth
Natural Language Processing
mobile phone
conversational agent
business.industry
Communication
chatbot
Usability
Digital health
Computers, Handheld
eHealth
virtual agent
Psychology
business
Delivery of Health Care
computer
Subjects
Details
- ISSN :
- 14388871
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- Journal of Medical Internet Research
- Accession number :
- edsair.doi.dedup.....fc529eb26f315997c15407dcd7ee4ebf
- Full Text :
- https://doi.org/10.2196/25486