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Project MARS: Mobile-Assistance for Regulating Smoking

Novel Use of mHealth Data to Identify States of Vulnerability and Receptivity to JITAIs

Status
Completed
Phases
Unknown
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT04376489
Acronym
MARS
Enrollment
114
Registered
2020-05-06
Start date
2020-08-27
Completion date
2023-10-20
Last updated
2026-08-31

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Current Smoker, Tobacco Smoking

Brief summary

This study aims to investigate approaches to capitalize on states of vulnerability and receptivity to deliver real-time self-regulation prompts among smokers.

Detailed description

Investigate approaches to capitalize on states of vulnerability and receptivity to deliver real-time self-regulation prompts. Investigate whether, what type, and under what conditions (e.g., current state of vulnerability and/or receptivity) a prompt to engage the individual in self-regulatory activities via mobile app increases engagement, hence reduces vulnerability. The proposed research will help build a comprehensive conceptual, technical, and empirical foundation necessary to develop effective Just-in-Time-Adaptive-Interventions (JITAIs) based on dynamic models of vulnerability and receptivity. In the micro-randomized trial (MRT), Ecological momentary assessments (EMAs) assessed proximal engagement with self-regulatory strategies, substance use, and other contextual factors after each micro-randomization.

Interventions

BEHAVIORALMessages recommending low effort strategies (participants experiencing negative affect & cigarettes are available)

Participants receive messages tailored for situations when they experiencing negative affect \& cigarettes are available.

BEHAVIORALMessages recommending low effort strategies (participants not experiencing negative affect & cigarettes are available)

Participants receive messages tailored for situations when they are not experiencing negative affect \& cigarettes are available.

BEHAVIORALMessages recommending low effort strategies (participants experiencing negative affect & cigarettes are not available)

Participants receive messages tailored for situations when they are experiencing negative affect \& cigarettes are not available.

BEHAVIORALMessages recommending low effort strategies (participants not experiencing negative affect & cigarettes are not available)

Generic messages for situations when participants are neither experiencing negative affect nor cigarettes are available.

BEHAVIORALMessages recommending low effort strategies (when participants did not complete the 2-question survey)

Generic messages for situations when participants are neither experiencing negative affect nor cigarettes are available.

BEHAVIORALMore effortful activity: Moodsurf

Smart phone app that teaches participants a mindfulness-based technique in which participant "surf" the mood.

BEHAVIORALMore effortful activity: Meditate

Smart phone app that teaches participants a mindfulness-based meditation designed for smoking cessation.

BEHAVIORALMore effortful activity: Joy

Smart phone app that teaches participants to practice breathing exercise.

BEHAVIORALMore effortful activity: Imagine

Smart phone app that teaches participants to use their imagination to explore and manage their thoughts and feelings.

BEHAVIORALMore effortful activity: Notice

Smart phone app that teaches participants to accept their thoughts and feelings.

Sponsors

University of Utah
Lead SponsorOTHER
University of Michigan
CollaboratorOTHER
National Cancer Institute (NCI)
CollaboratorNIH

Study design

Allocation
RANDOMIZED
Intervention model
SINGLE_GROUP
Primary purpose
OTHER
Masking
NONE

Intervention model description

Micro-Randomized Trial (MRT) in the development of data-driven behavioral interventions.

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
Yes

Inclusion criteria

* 18 years of age or older * Current smoker with an average of at least 3 cigarettes/day * Motivated to quit within the next 30 days * Valid home address in Utah, Nevada, and Arizona * Functioning telephone number and access to reliable wifi * Can speak, read, and write in English * At least marginal health literacy (as determined by 45 or greater on REALM literacy test)

Exclusion criteria

* Contraindication for nicotine patch or gum * Current use of tobacco cessation medications or other aids (i.e. buproprion) * Pregnancy or lactation (as self-reported)

Design outcomes

Primary

MeasureTime frameDescription
Proportion of Randomized Decision Points in Which Participant Reported Proximal Engagement by Randomized Assignment1 hour following micro-randomizationWithin-person randomization occurred (2:1:1) up to 6 times daily for 10 days to (a) no intervention prompt (b) prompt to engage with a low effort strategy or (c) prompt to engage with a more effortful strategy. Proximal Engagement (PE) with strategies is a binary indicator of engagement, coded as 1 (engaged) if the participant answered "Yes" to at least one of the three items below and as 0 (not engaged) if they answered "No" to all three items below. The three EMA items used to operationalize PE were: 1. "Think about the most recent tip or activity recommended by MARS. Did you use it in the last hour?" (Yes or No); 2. "In the last hour, did you use any other tip or activity recommended by MARS?" (Yes or No); 3. "In the last hour, did you use any other tip or activity not included in MARS?" (Yes or No). Proportions were first determined for each participant, then averaged across participants. There were up to 60 decision points per participant.
Proportion of Randomized Decision Points in Which the Participant Reported Proximal Engagement by Randomized Assignment.1 hour following micro-randomizationWithin-person randomization occurred (2:1:1) up to 6 times daily for 10 days to (a) no intervention prompt (b) prompt to engage with a low effort strategy or (c) prompt to engage with a more effortful strategy. Proximal Engagement (PE) with strategies is a binary indicator of engagement, coded as 1 (engaged) if the participant answered "Yes" to at least one of the three items below and as 0 (not engaged) if they answered "No" to all three items below. The three EMA items used to operationalize PE were: 1. "Think about the most recent tip or activity recommended by MARS. Did you use it in the last hour?" (Yes or No); 2. "In the last hour, did you use any other tip or activity recommended by MARS?" (Yes or No); 3. "In the last hour, did you use any other tip or activity not included in MARS?" (Yes or No). Proportions were first determined for each participant, then averaged across participants. There were up to 60 decision points per participant.

Secondary

MeasureTime frameDescription
Proximal Cigarette Useapproximately 1 hour following the decision pointProximal Cigarette Use (PCU) was assessed with the EMA item, "Since the last assessment, did you use any of the following (check all that apply): Cigarettes; Vape pen, JUUL, or e-cigarettes; Cigars, cigarillos, or little cigars; Smokeless tobacco/snus/dissolvable tobacco; Marijuana/Cannabis; Alcohol; None." A binary indicator of Proximal Cigarette Use was created, coded as 1 if the response included "Cigarettes" and 0 otherwise. This outcome measure reports the proportion that reported PCU at 1 hour following micro-randomization. The intent of this Outcome Measures is to report overall PCU use according to participant's self-reported engagement with self-regulatory strategies.
Proximal Nicotine-Containing Non-Cessation Product (NCNCP) Useapproximately 1 hour following the decision pointProximal Nicotine-Containing Non-Cessation Product Use (NCNCP) was assessed with the EMA item, "Since the last assessment, did you use any of the following (check all that apply): Cigarettes; Vape pen, JUUL, or e-cigarettes; Cigars, cigarillos, or little cigars; Smokeless tobacco/snus/dissolvable tobacco; Marijuana/Cannabis; Alcohol; None." A binary indicator of Proximal NCNCP Use was created, coded as 1 if the response included "Cigarettes", "Vape pen, JUUL, or e-cigarette," "Cigars, cigarillos, or little cigars," or "Smokeless tobacco/snus/dissolvable tobacco," and 0 otherwise. This outcome measure will report the proportion that reported NCNCP Use at 1 hour following micro-randomization.
Proximal Tobacco Product Use (PTPU) Useapproximately 1 hour following the decision pointProximal Nicotine-Containing Non-Cessation Product Use (PTPU) was assessed with the EMA item, "Since the last assessment, did you use any of the following (check all that apply): Cigarettes; Vape pen, JUUL, or e-cigarettes; Cigars, cigarillos, or little cigars; Smokeless tobacco/snus/dissolvable tobacco; Marijuana/Cannabis; Alcohol; None." A binary indicator of PTPU was created, coded as 1 if the response included "Cigarettes", "Cigars, cigarillos, or little cigars," or "Smokeless tobacco/snus/dissolvable tobacco," and 0 otherwise. This outcome measure will report the proportion that reported PTPU at 1 hour following micro-randomization.

Countries

United States

Contacts

PRINCIPAL_INVESTIGATORDavid Wetter, PhD

University of Utah

PRINCIPAL_INVESTIGATORInbal Nahum-Shani, PhD

University of Michigan

Baseline characteristics

Characteristic
Age, Continuous43.8 years
STANDARD_DEVIATION 11.5
Ethnicity (NIH/OMB)
Hispanic or Latino
30 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
81 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants
Income
$100,000 and greater:
10 Participants
Income
$10,000 - $19,999:
13 Participants
Income
$20,000 - $29,999:
17 Participants
Income
$30,000 - $39,999:
8 Participants
Income
$40,000 - $49,999:
10 Participants
Income
$50,000 - $59,999:
9 Participants
Income
$60,000 - $69,999:
8 Participants
Income
$70,000 - $79,999:
5 Participants
Income
$80,000 - $89,999:
3 Participants
Income
$90,000 - $99,999:
3 Participants
Income
Did not disclose:
10 Participants
Income
Less than or equal to $9,999:
15 Participants
Partner Status
Did not disclose
4 Participants
Partner Status
Does Not Have Partner
60 Participants
Partner Status
Has Partner
47 Participants
Race (NIH/OMB)
American Indian or Alaska Native
2 Participants
Race (NIH/OMB)
Asian
0 Participants
Race (NIH/OMB)
Black or African American
39 Participants
Race (NIH/OMB)
More than one race
6 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants
Race (NIH/OMB)
White
64 Participants
Region of Enrollment
United States
111 participants
Sex: Female, Male
Female
71 Participants
Sex: Female, Male
Male
40 Participants
Tobacco History13.7 number of cigarettes smoked per day
STANDARD_DEVIATION 7.97

Adverse events

Event typeEG000
affected / at risk
deaths
Total, all-cause mortality
1 / 114
other
Total, other adverse events
2 / 114
serious
Total, serious adverse events
0 / 114

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Sep 1, 2026