Dhinagaran Dhakshenya Ardhithy, Sathish Thirunavukkarasu, Soong AiJia, Theng Yin-Leng, Best James, Tudor Car Lorainne
Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore, Singapore.
Population Health Research Institute, McMaster University, Hamilton, ON, Canada.
JMIR Form Res. 2021 Dec 3;5(12):e27956. doi: 10.2196/27956.
The rising incidence of chronic diseases is a growing concern, especially in Singapore, which is one of the high-income countries with the highest prevalence of diabetes. Interventions that promote healthy lifestyle behavior changes have been proven to be effective in reducing the progression of prediabetes to diabetes, but their in-person delivery may not be feasible on a large scale. Novel technologies such as conversational agents are a potential alternative for delivering behavioral interventions that promote healthy lifestyle behavior changes to the public.
The aim of this study is to assess the feasibility and acceptability of using a conversational agent promoting healthy lifestyle behavior changes in the general population in Singapore.
We performed a web-based, single-arm feasibility study. The participants were recruited through Facebook over 4 weeks. The Facebook Messenger conversational agent was used to deliver the intervention. The conversations focused on diet, exercise, sleep, and stress and aimed to promote healthy lifestyle behavior changes and improve the participants' knowledge of diabetes. Messages were sent to the participants four times a week (once for each of the 4 topics of focus) for 4 weeks. We assessed the feasibility of recruitment, defined as at least 75% (150/200) of our target sample of 200 participants in 4 weeks, as well as retention, defined as 33% (66/200) of the recruited sample completing the study. We also assessed the participants' satisfaction with, and usability of, the conversational agent. In addition, we performed baseline and follow-up assessments of quality of life, diabetes knowledge and risk perception, diet, exercise, sleep, and stress.
We recruited 37.5% (75/200) of the target sample size in 1 month. Of the 75 eligible participants, 60 (80%) provided digital informed consent and completed baseline assessments. Of these 60 participants, 56 (93%) followed the study through till completion. Retention was high at 93% (56/60), along with engagement, denoted by 50% (30/60) of the participants communicating with the conversational agent at each interaction. Acceptability, usability, and satisfaction were generally high. Preliminary efficacy of the intervention showed no definitive improvements in health-related behavior.
The delivery of a conversational agent for healthy lifestyle behavior change through Facebook Messenger was feasible and acceptable. We were unable to recruit our planned sample solely using the free options in Facebook. However, participant retention and conversational agent engagement rates were high. Our findings provide important insights to inform the design of a future randomized controlled trial.
慢性病发病率不断上升,这一问题日益受到关注,尤其是在新加坡,该国是糖尿病患病率最高的高收入国家之一。已证实,促进健康生活方式行为改变的干预措施在减少糖尿病前期进展为糖尿病方面是有效的,但面对面实施可能无法大规模开展。诸如对话代理等新技术是向公众提供促进健康生活方式行为改变的行为干预措施的潜在替代方案。
本研究旨在评估在新加坡普通人群中使用促进健康生活方式行为改变的对话代理的可行性和可接受性。
我们开展了一项基于网络的单臂可行性研究。通过脸书在4周内招募参与者。使用脸书信使对话代理来实施干预。对话聚焦于饮食、运动、睡眠和压力,旨在促进健康生活方式行为改变并提高参与者对糖尿病的认识。每周向参与者发送4次信息(针对4个重点主题各发送1次),持续4周。我们评估了招募的可行性,定义为在4周内达到目标样本200名参与者的至少75%(150/200),以及留存率,定义为完成研究的招募样本达到33%(66/200)。我们还评估了参与者对对话代理的满意度和可用性。此外,我们对生活质量、糖尿病知识和风险认知、饮食、运动、睡眠和压力进行了基线和随访评估。
我们在1个月内招募了目标样本量的37.5%(75/200)。在75名符合条件的参与者中,60名(80%)提供了数字知情同意并完成了基线评估。在这60名参与者中,56名(93%)完成了整个研究。留存率高达93%(56/60),参与度也较高,每次互动时有50%(30/60)的参与者与对话代理进行了交流。可接受性、可用性和满意度总体较高。干预的初步效果显示,与健康相关的行为没有明显改善。
通过脸书信使提供促进健康生活方式行为改变的对话代理是可行且可接受的。我们仅使用脸书中的免费选项无法招募到计划的样本。然而,参与者留存率和对话代理参与率较高。我们的研究结果为未来随机对照试验的设计提供了重要见解。