Adaptive Mobile Interventions to Reduce Cancer Risk Behaviors
For patients and families
In plain language
An automatic summary of structured registry data. It is an orientation aid, not a substitute for the official protocol or a physician assessment.
- What is being studied
- The protocol lists: Smartphone-based intervention messages.
- Who it may be relevant to
- Registry conditions: Smoking Cessation. Basic parameters: 18 years — 40 years · All.
- What needs checking
- Age, condition and sex are only basic indicators. Prior treatment, laboratory values and other mandatory requirements appear in the eligibility criteria below.
- Where it takes place
- United States
- Next step
- Save the trial, show it to the treating physician, and confirm current recruitment with the study center. Costs, documents and travel →
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Overview
Tobacco use remains the leading cause of preventable death, causing over 400,000 annual deaths in the United States alone. Smartphone-based interventions, particularly those leveraging real-time adaptive messaging, represent a promising yet underutilized approach to delivering personalized tobacco and cannabis treatment. The investigator's ongoing NCI funded micro-randomized trial (MRT; R01 CA246590) has shown initial feasibility in reducing smoking urges through situationally tailored cognitive-behavioral therapy (CBT) and mindfulness-based acceptance and commitment-based therapy (ACT) messages triggered by real-time contextual data (e.g., geolocation, momentary stress). To advance from a static MRT framework to a dynamic, data-driven just-in-time adaptive intervention (JITAI), this project aims to develop, test, and refine a reinforcement learning (RL) algorithm that can continuously adapt to user needs in real-time, enhancing treatment outcomes for various tobacco and cannabis products. To ensure optimal usability and engagement, the investigators will conduct user-centered testing with the developed RL-based intervention delivery in one cohort (N=7) over 45 days. This will include usability assessment via the System Usability Scale, analysis of app interaction metrics, and semi-structured interviews to gather feedback for refining message content, timing, and design.
Interventions
- Behavioral Smartphone-based intervention messages
Intervention messages will suggest strategies of coping with smoking urges in the moment.
Primary outcome measures
- Change in smoking urge as assessed by a single item [Time frame: 15 minutes after message delivery]
- Change in cigarettes smoked per day in past week as assessed by a single item [Time frame: Baseline, 45-day follow-up]
- System Usability as assessed by the System Usability Scale (SUS) [Time frame: 45-day follow-up]
Secondary outcome measures (12)
- Smoking since intervention message delivery as assessed by a single item [Time frame: 15 minutes after message delivery]
- Other tobacco product use since intervention message delivery as assessed by a single item [Time frame: 15 minutes after message delivery]
- Change in stress as assessed by a single item [Time frame: 15 minutes after message delivery]
- Change in negative affect as assessed by a single item [Time frame: 15 minutes after message delivery]
- Message helpfulness as assessed by a single item [Time frame: 15 minutes after message delivery]
- Activity completion as assessed by a single item [Time frame: 15 minutes after message delivery]
- Self-reported 7-day point prevalence abstinence as assessed by a single item [Time frame: 45-day follow-up]
- Change in cigarettes smoked as assessed by a single item [Time frame: Baseline, 45-day follow-up]
- Tobacco quit attempt as a assessed by a single item [Time frame: 45-day follow-up]
- Change in frequency and intensity of smoking urges as assessed by two items of the Mood and Physical Symptoms Scale (MPSS) [Time frame: Baseline, 45-day follow-up]
- Change in psychological flexibility as assessed by the CompACT-15 [Time frame: Baseline, 45-day follow-up]
- Change in smoking-specific experiential avoidance as assessed by the Avoidance and Inflexibility Scale (AIS) [Time frame: Baseline, 45-day follow-up]
Eligibility criteria
Inclusion criteria
- live in the U.S.;
- are between 18 and 40 years of age;
- own a smartphone with iOS and Android operating system and GPS capabilities;
- are carrying smartphone every day;
- are willing to participate in the study for 44 days and give the research team access to the phone GPS data;
- have smoked ≥100 cigarettes in the participant's life and currently smoke at least 3 cigarettes per day on 5 or more days of the week;
- are planning to quit smoking within the next 30 days.
Exclusion criteria
- None
Criteria are shown verbatim from the registry (in English). Final eligibility is always assessed by the study center.
Healthy volunteers: Yes
Study design
- Allocation
- N/A
- Model
- Single group
- Masking
- Open label
- Primary purpose
- Treatment
Study locations
United States · 1 center
- Johns Hopkins Bloomberg School of Public Health — Baltimore
Identifiers
NCT: NCT07585357 · IRB00033759