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Concept Development and Use of an Automated Food Intake and Eating Behavior Assessment Method
Published on: February 19, 2021
Interactive Conversational Agents to Improve Dietary Behaviors for Health Promotion: Mixed Systematic Review
Samira Amil1,2,3,4, Marie-Pierre Gagnon3,4,5, Alexandra Bédard1
1Centre Nutrition, santé et société (NUTRISS) - INAF, Université Laval, Pavillon des Services, 2440, boulevard Hochelaga, Office 2729-P, Quebec, QC, G1V 0A6, Canada, 1 418 656-2131 ext. 405564.
Conversational agents (CAs) show potential for improving dietary behaviors, increasing fruit/vegetable intake, and aiding weight loss. Refinements are needed to enhance engagement and address challenges for chronic disease prevention.
Area of Science:
- Digital health interventions
- Behavioral science
- Public health
Background:
- Chronic diseases are a leading cause of death, driven by lifestyle factors like poor diet and inactivity.
- Digital interventions, particularly conversational agents (CAs), offer personalized support for health behavior change.
- Limited evidence exists on the effectiveness of CAs for improving dietary behaviors and preventing chronic diseases.
Purpose of the Study:
- To evaluate the effectiveness of CAs in improving dietary behaviors.
- To describe CA features, functions, and conversational capabilities.
- To assess CA impact on nutritional knowledge, usability, acceptability, user experience, and engagement.
Main Methods:
- Systematic review of 5 databases (MEDLINE, CINAHL, Embase, Web of Science, PsycINFO) for studies since 2013.
- Included studies focused on CA use for dietary behavior change; assessed using the Mixed Methods Appraisal Tool.
- Narrative synthesis of quantitative and qualitative findings from 10 studies.
Main Results:
- Improvements in fruit/vegetable intake and Mediterranean diet adherence were observed.
- Enhanced nutritional knowledge was reported; effects on other dietary components were mixed.
- Modest weight loss and increased physical activity were noted in some studies; usability was generally positive.
Conclusions:
- Conversational agents demonstrate promise for improving dietary behaviors and supporting weight management.
- Variability in outcomes, attrition, and limited social support highlight areas for improvement.
- Future research should focus on larger samples, longer follow-up, and enhanced engagement strategies for chronic disease prevention.
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