ArticleJMIR formative research2022
Use and Effect of Embodied Conversational Agents for Improving Eating Behavior and Decreasing Loneliness Among Community-Dwelling Older Adults: Randomized Controlled Trial.
Article in JMIR formative research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04510883 (Usage and Health Effects of Embodied Conversational Agents Among Older Adults), which is not on this map. Cited by 9 papers, 6 of them syntheses that pooled it.
What it found
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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.
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.
Usage and Health Effects of Embodied Conversational Agents Among Older Adults
Who cites it
9 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Usability and User Experience Assessment of Health Care Conversational Agents Using Validated Subjective Instruments: Systematic Review and Comparative Analysis.JMIR human factors · 2026Pooled it
- Interventions against loneliness and social isolation in older adults- a systematic review.BMC public health · 2026Pooled it
- Autonomous conversational agents for loneliness, social isolation, depression, and anxiety in older people without cognitive impairment: Systematic review and meta-analysis.Psychological medicine · 2026Pooled it
- Interactive Conversational Agents to Improve Dietary Behaviors for Health Promotion: Mixed Systematic Review.Journal of medical Internet research · 2025Pooled it
- Conversational agent-based interventions for lifestyle behavior modification in older adults: a systematic review.Systematic reviews · 2025Pooled it
- Efficacy of relational agents for loneliness across age groups: a systematic review and meta-analysis.BMC public health · 2024Pooled it
- Remote Virtual Interactive Agents for Older Adults: Exploring Its Science via Network Analysis and Systematic Review.Healthcare (Basel, Switzerland) · 2025Review
- Leveraging Chatbots to Combat Health Misinformation for Older Adults: Participatory Design Study.JMIR formative research · 2024Article
- Qualitative Analysis of Conversational Chatbots to Alleviate Loneliness in Older Adults as a Strategy for Emotional Health.Healthcare (Basel, Switzerland) · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundEmbodied conversational agents (ECAs) have been proposed as a promising interaction modality for the delivery of programs focused on promoting lifestyle changes. However, it is not understood what factors influence the health effects of ECAs or their use.
objectiveWe aimed to (1) identify whether ECAs could persuade community-dwelling older adults to change their dietary behavior and whether ECA use could decrease loneliness, (2) test the pathways to these effects, and (3) understand factors influencing the use of ECAs.
methodsA randomized controlled trial was conducted. The intervention group received access to the PACO service for 8 weeks. The waitlist group started PACO use after waiting for 4 weeks. Two primary outcomes (eating behavior and loneliness) were assessed via online questionnaires at intake, upon joining the waitlist, after 4 weeks, and after 8 weeks. The third primary outcome (use) was assessed via data logs. Secondary outcomes were measured at the same time points, via questionnaires or an optional interview.
resultsIn total, 32 participants completed the intervention. We found a significant correlation between use in minutes on the one hand, and perceived usefulness (r=0.39, P=.03) and enjoyment on the other (r=0.38, P=.03). However, these did not predict use in the full regression model (F
conclusionsOur study did not provide any concluding evidence about factors that are linked to the use or health effects of ECAs. Future service design could benefit from either creating a functional design catering to the predominant stage in the precaution adoption process model of the targeted population, or by personalizing the service based on an intake in which the end user's stage is determined.
trial registrationClinicalTrials.gov NCT04510883; https://clinicaltrials.gov/ct2/show/NCT04510883. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): RR2-10.2196/22186.
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