- ICH GCP
- 미국 임상 시험 레지스트리
- 임상시험 NCT07826884
Optimizing Chatbot Reminder Timing in a Chatbot Cessation Service: A Micro-Randomized Trial
2026년 9월 16일 업데이트: Prof. Wang Man-Ping, The University of Hong Kong
A Micro-Randomized Trial to Optimize the Timing of Weekly Chatbot Reminders for User Engagement in a Chatbot Cessation Service
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.
연구 개요
상세 설명
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.
연구 유형
중재적
등록 (추정된)
350
단계
- 해당 없음
연락처 및 위치
이 섹션에서는 연구를 수행하는 사람들의 연락처 정보와 이 연구가 수행되는 장소에 대한 정보를 제공합니다.
연구 연락처
- 이름: Man Ping Wang
- 전화번호: +852 3917 6636
- 이메일: mpwang@hku.hk
연구 장소
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Hong Kong, 홍콩
- School of Nursing, The University of Hong Kong
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연락하다:
- Man Ping Wang
- 전화번호: +852 3917 6636
- 이메일: mpwang@hku.hk
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참여기준
연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.
자격 기준
공부할 수 있는 나이
- 어린이
- 성인
- 고령자
건강한 자원 봉사자를 받아들입니다
아니
설명
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
공부 계획
이 섹션에서는 연구 설계 방법과 연구가 측정하는 내용을 포함하여 연구 계획에 대한 세부 정보를 제공합니다.
연구는 어떻게 설계됩니까?
디자인 세부사항
- 주 목적: 건강 서비스 연구
- 할당: 해당 없음
- 중재 모델: 단일 그룹 할당
- 마스킹: 없음(오픈 라벨)
무기와 개입
참가자 그룹 / 팔 |
개입 / 치료 |
|---|---|
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실험적: 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.
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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.
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연구는 무엇을 측정합니까?
주요 결과 측정
결과 측정 |
측정값 설명 |
기간 |
|---|---|---|
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Meaningful engagement with chatbot within 24 hours after reminder delivery
기간: Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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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.
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Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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2차 결과 측정
결과 측정 |
측정값 설명 |
기간 |
|---|---|---|
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Any chatbot reply within 24 hours after reminder delivery
기간: Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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Whether participants provide any reply to the chatbot after receiving a randomized weekly reminder, as recorded by the chatbot system.
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Within 24 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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Response latency after reminder delivery
기간: Within 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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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.
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Within 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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Extended meaningful engagement with chatbot after reminder delivery
기간: Within 48 and 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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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.
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Within 48 and 72 hours after each randomized reminder delivery during the 12-week chatbot cessation service period
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공동 작업자 및 조사자
여기에서 이 연구와 관련된 사람과 조직을 찾을 수 있습니다.
연구 기록 날짜
이 날짜는 ClinicalTrials.gov에 대한 연구 기록 및 요약 결과 제출의 진행 상황을 추적합니다. 연구 기록 및 보고된 결과는 공개 웹사이트에 게시되기 전에 특정 품질 관리 기준을 충족하는지 확인하기 위해 국립 의학 도서관(NLM)에서 검토합니다.
연구 주요 날짜
연구 시작 (추정된)
2026년 9월 28일
기본 완료 (추정된)
2027년 10월 31일
연구 완료 (추정된)
2027년 12월 31일
연구 등록 날짜
최초 제출
2026년 9월 11일
QC 기준을 충족하는 최초 제출
2026년 9월 16일
처음 게시됨 (실제)
2026년 9월 17일
연구 기록 업데이트
마지막 업데이트 게시됨 (실제)
2026년 9월 17일
QC 기준을 충족하는 마지막 업데이트 제출
2026년 9월 16일
마지막으로 확인됨
2026년 9월 1일
추가 정보
이 정보는 변경 없이 clinicaltrials.gov 웹사이트에서 직접 가져온 것입니다. 귀하의 연구 세부 정보를 변경, 제거 또는 업데이트하도록 요청하는 경우 register@clinicaltrials.gov. 문의하십시오. 변경 사항이 clinicaltrials.gov에 구현되는 즉시 저희 웹사이트에도 자동으로 업데이트됩니다. .