Menrva Research Group, Schools of Mechatronic Systems Engineering and Engineering Science, Simon Fraser University, Metro Vancouver, BC, Canada.
Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada.
JMIR Mhealth Uhealth. 2023 May 25;11:e39649. doi: 10.2196/39649.
In recent years, there has been a rise in the use of conversational agents for lifestyle medicine, in particular for weight-related behaviors and cardiometabolic risk factors. Little is known about the effectiveness and acceptability of and engagement with conversational and virtual agents as well as the applicability of these agents for metabolic syndrome risk factors such as an unhealthy dietary intake, physical inactivity, diabetes, and hypertension.
This review aimed to get a greater understanding of the virtual agents that have been developed for cardiometabolic risk factors and to review their effectiveness.
A systematic review of PubMed and MEDLINE was conducted to review conversational agents for cardiometabolic risk factors, including chatbots and embodied avatars.
A total of 50 studies were identified. Overall, chatbots and avatars appear to have the potential to improve weight-related behaviors such as dietary intake and physical activity. There were limited studies on hypertension and diabetes. Patients seemed interested in using chatbots and avatars for modifying cardiometabolic risk factors, and adherence was acceptable across the studies, except for studies of virtual agents for diabetes. However, there is a need for randomized controlled trials to confirm this finding. As there were only a few clinical trials, more research is needed to confirm whether conversational coaches may assist with cardiovascular disease and diabetes, and physical activity.
Conversational coaches may regulate cardiometabolic risk factors; however, quality trials are needed to expand the evidence base. A future chatbot could be tailored to metabolic syndrome specifically, targeting all the areas covered in the literature, which would be novel.
近年来,人们越来越多地使用会话代理来进行生活方式医学,特别是针对与体重相关的行为和心血管代谢风险因素。对于会话代理和虚拟代理的有效性、可接受性以及参与度,以及这些代理对于代谢综合征风险因素(如不健康的饮食摄入、身体活动不足、糖尿病和高血压)的适用性,我们知之甚少。
本综述旨在更深入地了解针对心血管代谢风险因素开发的虚拟代理,并对其有效性进行综述。
对 PubMed 和 MEDLINE 进行系统综述,以综述针对心血管代谢风险因素的会话代理,包括聊天机器人和具身化的虚拟形象。
共确定了 50 项研究。总体而言,聊天机器人和虚拟形象似乎有可能改善与体重相关的行为,如饮食摄入和身体活动。关于高血压和糖尿病的研究有限。患者似乎有兴趣使用聊天机器人和虚拟形象来改变心血管代谢风险因素,并且在研究中接受度都可接受,除了针对糖尿病的虚拟代理研究。然而,需要进行随机对照试验来证实这一发现。由于仅有少数临床试验,因此需要更多的研究来确认会话教练是否可以协助控制心血管疾病和糖尿病以及身体活动。
会话教练可能会调节心血管代谢风险因素;然而,需要进行高质量的试验来扩大证据基础。未来的聊天机器人可以针对代谢综合征进行定制,针对文献中涵盖的所有领域,这将是新颖的。