A Micro-Randomized Trial to Optimize the Timing of Weekly Chatbot Reminders for User Engagement in a Chatbot Cessation Service
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 入组人数
- 350
- 试验地点
- 1
- 主要终点
- Meaningful engagement with chatbot within 24 hours after reminder delivery
研究概览
简要总结
The goal of this study is to learn whether the timing of weekly chatbot reminders affects user engagement with the chatbot cessation service. Participants enrolled in the routine chatbot cessation service will be included in a micro-randomized trial. The delivery timing of weekly reminders will be randomly assigned across different day types and times of day during the 12-week chatbot cessation service period. The study will use routine chatbot system records to evaluate engagement after reminder delivery, including whether participants respond to the chatbot and how quickly they re-engage with the service.
详细描述
Sustained user engagement remains a challenge in digital smoking cessation interventions. In this chatbot cessation service, routine weekly AI-generated reminders are used to encourage users to re-engage with chatbot-based smoking cessation support during the 12-week service period. However, the optimal timing for delivering these reminders remains uncertain. This study is an embedded micro-randomized trial conducted within the existing chatbot cessation service. The aim of this study is to evaluate whether the timing of weekly chatbot reminders influences short-term user engagement and to identify optimal reminder delivery schedules. Participants enrolled in the routine chatbot cessation service will be included in the micro-randomized trial through an opt-out approach. The trial will not introduce any additional intervention components, measurements, or study visits beyond the existing chatbot cessation service and follow-up assessments. Participation in the micro-randomized trial will only affect the timing of routine weekly reminders. During the 12-week chatbot cessation service period, excluding the initial welcoming message, the delivery timing of 11 weekly reminders will be randomized across predefined day-type and time-of-day conditions. Reminder strategy will remain unchanged. The primary proximal outcome is meaningful engagement with the chatbot within 24 hours after reminder delivery, as recorded by the chatbot system. Secondary outcomes include reply status, response latency, and meaningful engagement within 48 and 72 hours after reminder delivery. Meaningful engagement is defined as user messages relevant to smoking cessaation. The findings from this study will provide evidence to optimize the timing of routine chatbot reminders and inform future development of optimized reminder strategies and adaptive digital smoking cessation interventions.
研究设计
- 研究类型
- Interventional
- 分配方式
- Na
- 干预模型
- Single Group
- 主要目的
- Health Services Research
- 盲法
- None
入排标准
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Able to communicate in Chinese (Cantonese)
- •Have access to or are willing to use WhatsApp to access the chatbot cessation service
- •Used any tobacco in the past 30 days (including all types of tobacco products such as cigarette, shisha, electronic cigarettes, and heat-not-burn (HNB))
排除标准
- •Have communication difficulties (either physical or cognitive) that prevent completion of the counselling and assessments
- •Having queries irrelevant to tobacco control
研究组 & 干预措施
Chatbot Cessation Service With Randomized Reminder Timing
Participants will receive the routine chatbot-based smoking cessation service for 12 weeks. Within the service, the delivery timing of weekly chatbot reminders will be repeatedly randomized at weekly decision points across predefined day-type and time-of-day conditions using a micro-randomized trial design. The reminder content and chatbot support provided to participants will remain consistent.
干预措施: Chatbot Cessation Service With Randomized Reminder Timing (Behavioral)
结局指标
主要结局
Meaningful engagement with chatbot within 24 hours after reminder delivery
时间窗: Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
Meaningful engagement is defined as any reply regarding smoking cessation excluding emoji and simple message like "Hi" within 24 hours after receiving a randomized weekly reminder. Engagement will be automatically recorded by the chatbot system.
次要结局
- Any chatbot reply within 24 hours after reminder delivery(Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period)
- Response latency after reminder delivery(Within 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period)
- Extended meaningful engagement with chatbot after reminder delivery(Within 48 and 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period)
研究者
Prof. Wang Man-Ping
Professor
The University of Hong Kong
