A systematic review of artificial intelligence chatbots for promoting physical activity, healthy diet, and weight loss

International Journal of Behavioral Nutrition and Physical Activity

Yoo Jung Oh¹  Jingwen Zhang²  Yoshimi Fukuoka³  Min-Lin Fang⁴ 

[1] Department of Communication, University of California Davis, Davis, USA;Department of Communication, University of California Davis, Davis, USA;Department of Public Health Sciences, University of California Davis, Davis, USA;Department of Physiological Nursing, UCSF, San Francisco, USA;Education and Research Services, University of California, San Francisco (UCSF) Library, UCSF, San Francisco, USA;

关键词: Artificial intelligence;    Chatbot;    Conversational agent;    Physical activity;    Weight loss;    Weight maintenance;    Diet;    Nutrition;    Sedentary behavior;    Systematic review;   

DOI  :  10.1186/s12966-021-01224-6

来源: Springer

【 摘 要 】

BackgroundThis systematic review aimed to evaluate AI chatbot characteristics, functions, and core conversational capacities and investigate whether AI chatbot interventions were effective in changing physical activity, healthy eating, weight management behaviors, and other related health outcomes.MethodsIn collaboration with a medical librarian, six electronic bibliographic databases (PubMed, EMBASE, ACM Digital Library, Web of Science, PsycINFO, and IEEE) were searched to identify relevant studies. Only randomized controlled trials or quasi-experimental studies were included. Studies were screened by two independent reviewers, and any discrepancy was resolved by a third reviewer. The National Institutes of Health quality assessment tools were used to assess risk of bias in individual studies. We applied the AI Chatbot Behavior Change Model to characterize components of chatbot interventions, including chatbot characteristics, persuasive and relational capacity, and evaluation of outcomes.ResultsThe database search retrieved 1692 citations, and 9 studies met the inclusion criteria. Of the 9 studies, 4 were randomized controlled trials and 5 were quasi-experimental studies. Five out of the seven studies suggest chatbot interventions are promising strategies in increasing physical activity. In contrast, the number of studies focusing on changing diet and weight status was limited. Outcome assessments, however, were reported inconsistently across the studies. Eighty-nine and thirty-three percent of the studies specified a name and gender (i.e., woman) of the chatbot, respectively. Over half (56%) of the studies used a constrained chatbot (i.e., rule-based), while the remaining studies used unconstrained chatbots that resemble human-to-human communication.ConclusionChatbots may improve physical activity, but we were not able to make definitive conclusions regarding the efficacy of chatbot interventions on physical activity, diet, and weight management/loss. Application of AI chatbots is an emerging field of research in lifestyle modification programs and is expected to grow exponentially. Thus, standardization of designing and reporting chatbot interventions is warranted in the near future.Systematic review registrationInternational Prospective Register of Systematic Reviews (PROSPERO): CRD42020216761.

【 授权许可】

CC BY