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NCT Number: NCT07826884

Optimizing Chatbot Reminder Timing in a Chatbot Cessation Service: A Micro-Randomized Trial

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.

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Key information

Sex eligibility

All sexes

Study type

Interventional

Phase

Not applicable

Primary location

About this study

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.

Who can participate

Healthy volunteers accepted: No

Only the study team can determine whether someone qualifies for participation.

Inclusion criteria

  • 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))

Exclusion criteria

  • Have communication difficulties (either physical or cognitive) that prevent completion of the counselling and assessments
  • Having queries irrelevant to tobacco control

Treatment and study plan

Chatbot Cessation Service With Randomized Reminder Timing

Behavioral

The chatbot cessation service provides digital smoking cessation support through a chatbot platform. Participants receive routine chatbot-based cessation support, including scheduled weekly AI-generated reminders during the 12-week service period. Excluding the initial welcoming message, the timing of the remaining 11 weekly reminders will be repeatedly randomized at weekly decision points across predefined day-type and time-of-day conditions. The randomized component is limited to reminder delivery timing. All participants receive the same chatbot content and support.

Primary outcomes

  1. Meaningful engagement with chatbot within 24 hours after reminder delivery

    Time frame: 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.

Secondary outcomes

  1. Any chatbot reply within 24 hours after reminder delivery

    Time frame: Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period

    Whether participants provide any reply to the chatbot after receiving a randomized weekly reminder, as recorded by the chatbot system.

  2. Response latency after reminder delivery

    Time frame: Within 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period

    The time interval between randomized reminder delivery and the participant's first reply to the chatbot within 72 hours after reminder delivery, as recorded by the chatbot system.

  3. Extended meaningful engagement with chatbot after reminder delivery

    Time frame: Within 48 and 72 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 48 and 72 hours after receiving a randomized weekly reminder. Engagement will be automatically recorded by the chatbot system.

Study contacts

Contact information is provided by the study sponsor or research team.

Man Ping Wang

CONTACT

[email protected]

+852 3917 6636

Sponsors and collaborators

Lead sponsor

The University of Hong Kong

Other

Registry information

Official study title

A Micro-Randomized Trial to Optimize the Timing of Weekly Chatbot Reminders for User Engagement in a Chatbot Cessation Service

Important dates

Study start
2026
Primary completion
2027
Study completion
2027
First posted
Sep 17, 2026
Registry last updated
Sep 17, 2026

OpenTrials presents study information sourced from ClinicalTrials.gov. The official registry record should be consulted for the latest information.

View the official ClinicalTrials.gov record (opens in a new tab)

This listing is for discovery and informational purposes only. It is not medical advice, does not guarantee that a study is recruiting, and does not determine eligibility. Contact the study team and a qualified healthcare professional when considering participation.

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