ObesityNCT04784585
Miro-randomized Trial for Optimizing a JITAI to Reduce Dietary Lapses in Obesity Treatment
A study testing JITAI Enhanced Education Intervention Option, JITAI Self-Efficacy Intervention Option and JITAI Motivation Intervention Option in people with Obesity, run by The Miriam Hospital at 1 site in United States.
Trial summary
This project targets dietary lapses (instances of nonadherence to dietary goals), a major cause of poor outcomes during behavioral obesity treatment, which is a recommended first-line intervention for cardiovascular disease. Read more about this study
- Who is it for?
- Ages 18 to 70 years
- Conditions the study is for
- Obesity
- What is being tested?
- JITAI Enhanced Education Intervention Option, JITAI Self-Efficacy Intervention Option and JITAI Motivation Intervention Option
- Type of treatment
- Lifestyle or therapy programme
- Could I receive a placebo?
- No, everyone receives an active treatment
- How many people
- 204 participants
- Where
- 1 siteUnited States
- Study dates
- 26 Oct 2021to 31 May 2026
- Phase
- Interventional
- Are there results?
- Not yet: the study is under way
Key requirements
Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.
- Ages 18 to 70 years
- All sexes
- No healthy volunteers
- Adult, Older adult
Who may be able to join
- Age 18-70
- Body mass index (BMI) between 25 and 50 kg/m-squared
- Diagnosis of one or more cardiovascular disease risk factors (prediabetes, type 2 diabetes, hypercholesterolemia, or hypertension)
- Able to walk 2 city blocks without stopping
Who cannot join
- Currently participating in another weight loss program
- Currently taking weight loss medication
- Lost > 5% of their body weight in the 6 months prior to enrolling
- Has been pregnant within the 6 months prior to enrolling
- Plans to become pregnant within 6 months of enrolling
- Has chest pain during periods of activity or rest, or loss of consciousness in the 12 months prior to enrolling
Show all 9Show fewer
- Has any medical condition that would affect the safety of participating in unsupervised physical activity
- Has history of bariatric surgery
- Has any condition that would result in inability to follow the study protocol, including terminal illness, substance abuse, eating disorder (not including Binge Eating Disorder) and untreated major psychiatric illness.
Trial locations and contacts
1 site in 1 country.
United States1 site
Weight Control and Diabetes Research Center
Providence, Rhode Island, 02903
About this study
Official title: Optimizing Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: A Micro-randomized Trial
This project targets dietary lapses (instances of nonadherence to dietary goals), a major cause of poor outcomes during behavioral obesity treatment, which is a recommended first-line intervention for cardiovascular disease. The investigators propose to conduct a micro-randomized trial (MRT) to empirically optimize a smartphone-based just-in-time adaptive intervention (JITAI) that monitors risk and intervenes on lapses as needed. By evaluating the immediate, proximal effect of four theory-driven interventions on lapse behavior, the project will: (a) produce a scalable, finalized JITAI that has the greatest potential to show clear clinical impact in future trials; and (b) inform the development of more sophisticated theoretical models of adherence behavior more broadly. Therefore, this study has three goals. First the investigators aim to compare the effects of delivering any intervention to no intervention on the occurrence of lapse. Second, the investigators aim to compare the effects of specific theory-driven interventions to one another to determine which ones are best for preventing lapses. Within this second aim, the investigators also aim to examine other factors that may influence the effectiveness of interventions (e.g., time, location). Lastly, the investigators will use the data from this MRT to customize intervention delivery in future versions of this JITAI
Patients will be recruited through various methods including advertisements in local media, targeted online advertising, advertisements in medical and minority communities, and direct mailers. All participants will receive a well-established 3-month online obesity treatment program, with 3 months of no-treatment follow-up. In conjunction, they will use a smartphone-based JITAI consisting of: 1) repeated daily surveys assess lapses and relevant triggers; 2) a machine learning algorithm that uses information from the surveys to determine real-time lapse risk; \& 3) interventions to counter lapse risk. When an individual is at risk for lapsing she will be randomly assigned to no intervention, a generic risk alert, or one of 4 theory-driven interventions with interactive skills training. The outcome of interest will be the occurrence (or lack thereof) of dietary lapse, as measured both subjectively (i.e., reported by the participant in the daily surveys) and objectively (i.e., via wrist-based intake monitoring), in the hours following randomization initiated by heightened lapse risk.
Read the detailed description
The purpose of the 6-month micro-randomized Trial (MRT) is to optimize a just-in-time adaptive intervention (JITAI) for dietary lapses by evaluating the effects of 4 theory-driven interventions on the proximal outcome of dietary lapse as compared to active and inactive comparators. The proposed JITAI has been extensively piloted, and will now be executed using a well-known NIH-funded mobile platform (PiLR Health). Prior to commencement of the main trial, a small group of participants will be recruited to iteratively pilot the below-described procedures for 3 months. These data are for piloting/testing only and will not be used in the analysis of primary outcomes. Participants in the main trial (N=159) will receive 3 months of online behavioral obesity treatment (BOT) + JITAI followed by 3 months of JITAI-only. The MRT includes sequential randomization to intervention options each time the JITAI identifies heightened lapse risk. The primary outcome is dietary lapse (assessed via repeated surveys called ecological momentary assessments [EMA]). The secondary outcome is objectively-measured eating characteristics (via wrist-watch device at assessments). The investigators will also assess contextual moderators (i.e., location, time of day, active BOT/follow-up, trigger type) for the study's exploratory aim. JITAI engagement, satisfaction, and weight will be used for descriptive purposes.
Participants will be recruited on a rolling basis (~6-7 participants/month) until the target N=159 is reached. Participants will be recruited via advertisements in local media (e.g. newspapers, radio) and targeted online advertising (e.g., Google AdWords); flyers and advertisements posted in waiting rooms and exam rooms in primary care offices, informational materials made available as part of the health and wellness program for employees in the Lifespan heath system and hospital network (an approach used in a previous trials); and direct mailings. Minority participation will be increased via ads in newspapers with high circulation in minority communities. Recruitment flyers will also be sent to agencies serving minority groups. The investigators will use online advertisements on local websites that are popular with men and minority groups. The investigators consistently find that these approaches maximize minority and male recruitment.
All following procedures described will be offered both in-person at the research center, or remotely via the video chat forum Zoom. The remote option is in response to the COVID-19 pandemic. Participants who choose to attend in-person assessments will use self-report screening procedures consistent with hospital policy to ensure that the participant has not been recently or is currently ill. Rigorous sanitization procedures will be used for equipment and office space pre- and post-assessment.
Interested individuals will be initially screened for eligibility via REDCap, a Lifespan secure website. If a participant appears to be eligible based on their survey responses, they will receive a follow-up call from the research team to confirm eligibility, describe the study in more detail, and schedule an orientation meeting. If they are not eligible, they will receive a message indicating that they are not eligible for the study and directed to contact us if they wish to receive referrals for other weight loss programs. Those who are eligible will be invited to an orientation, either in-person at the research center or via the online video chat forum Zoom, where the study will be described and informed consent obtained. Individuals who decide to complete the orientation via Zoom will be sent a consent form to their home address before the call. Only after the consent form is signed and returned will any further study procedures be completed. If consent is not given, participant contact information will be immediately removed from the system. After consent is obtained, participants will complete baseline questionnaires, either by paper surveys or using Lifespan's secure REDCap website, and they will complete self-reported logs of what they eat and drink and EMA for 1 week before their baseline assessment. If a participant elects to use a paper questionnaire and does not wish to be present at the research center, the questionnaire will be sent to the participant's home address. Participants must complete >70% of EMA surveys and 7 days of dietary self-monitoring to move forward with the remainder of study procedures.
Following consent and successful completion of baseline procedures, participants will attend a "kick-off" session (either in-person or remotely) to assist them in using the intervention tools. Participants will be given access to an online BOT (described further in the Intervention section) for 3 months, with an additional 3-month no treatment follow-up. They will also be asked to use the JITAI for the entire 6-month study period. The JITAI operates through PiLR Health, and will utilize ecological momentary assessment (EMA) to repeatedly assess lapse triggers and dietary lapses. The EMA survey responses are immediately uploaded to a HIPAA-compliant server, where a previously-validated predictive algorithm determines if the participant may be at risk for a lapse based on what they reported. When a participant is determined to be at risk for a lapse after completing an EMA survey, the PiLR Health system server will micro-randomize the delivery of intervention. The randomization is independent of prior randomizations and the participants' responses to previously delivered interventions for lapse. Based on the investigator's prior research developing this JITAI, the algorithm predicts heightened states of lapse risk approximately once per day. The once/day estimate is representative of an average across participants and the investigators have demonstrated there is substantial individual variability to these data; heightened states of lapse risk can range from 2.75/week to 12/week and fluctuate over time. As such, while the estimated average is once per day, the prediction algorithm within the proposed JITAI ensures that intervention is provided in exact moments of individual need - which is not static within or between individuals - thus reducing participant burden and improving potency of intervention. The study methods are therefore a considerable improvement to providing general daily reminders. Based on these data, intervention options will be randomized an average of 180 times for each participant. The theory-driven intervention conditions, which have empirical support, include: (a) education to promote awareness of lapse triggers; (b) self-efficacy; (c) motivation; \& (d) self-regulation skills. Given the primary aim of comparing the immediate, proximal effect of intervention (as compared to no intervention), interventions will be randomized based on the following probabilities: 0.4 no intervention (inactive control), 0.12 to generic risk alerts (active control), 0.12 to Enhanced Education, 0.12 to Self-efficacy, 0.12 to Autonomous Motivation, and 0.12 to Self-regulation. As such, a given participant will receive no intervention at approximately 72 randomization points over the study and 107 (~21-22 each) randomization points will be divided equally among the remaining 5 intervention options. All JITAI interventions are described in the Intervention section
In addition to data they are providing through the JITAI, participants will complete 3 total assessments with a research assistant (who does not need to be blinded due to sequential randomization) at baseline, 3, and 6 months. During the baseline assessment, height, weight, demographic information and weight history will be collected either by a study staff, cellular scale, or self-report. Objective data collection will be the priority, so if a participant elects to attend their assessment via Zoom, cellular scales may be mailed to the participant's home address. Participants will be asked to wear a wrist-watch device (called an Actigraph) to measure eating behavior for two weeks following the baseline appointment. The participant will be given the Actigraph device in-person during the baseline assessment, or by mail to their home address if they choose to attend the assessment via Zoom (the device will be mailed back to the study team or dropped off in-person). Also, during the baseline assessment, participants will be provided with a calorie and physical activity goal, overview of the program, and tutorial for using the smartphone app and online program. The participants will be asked to complete similar assessments at 3 months and 6 months.
- Conditions
- Obesity
- Being tested
- JITAI Enhanced Education Intervention Option, JITAI Self-Efficacy Intervention Option, JITAI Motivation Intervention Option, JITAI Self-Regulation Intervention Option, JITAI Generic Risk Alert Intervention Option (Active Comparator)
- Keywords
- diet, digital health, ecological momentary assessment, just-in-time adaptive intervention
- Medical subject headings
- Obesity
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
JITAI Enhanced Education Intervention OptionBehavioural
The JITAI "Enhanced Education" intervention option seeks to: 1) enhance understanding of personal health-behavior links, 2) improve health literacy by checking the adequacy of participant understanding, and 3) remind participant of important elements of Behavioral Obesity Treatment (BOT) dietary goals.
JITAI Self-Efficacy Intervention OptionBehavioural
The JITAI "Self-Efficacy" intervention option is based on a previously established self-efficacy intervention for weight loss, which is a multi-component intervention for increasing self-efficacy. To provide variety in this intervention option and limit time spent in a single intervention, components are split into independent modules that either prompt: 1) attainable intention setting related to dietary adherence (e.g., "I will focus on eating mostly fruits/vegetables in my next meal/snack in order to take back control of my eating"); 2) barrier identification for adhering to dietary goals along with a brief problem-solving exercise; 3) devising a small self-reward; OR 4) self-assessment of thoughts/behaviors that could interfere with dietary adherence in the next several hours with coping strategies (e.g., stimulus control, social support).
JITAI Motivation Intervention OptionBehavioural
The JITAI "Motivation" intervention option contains independent modules that either: 1) guide participants in identifying values related to weight control (e.g., longevity, quality of life, being a role model) and connect those values to their behavior in the current moment.; 2) use a collaborative non-judgmental approach to explore the consequences of letting barriers drive behavior (e.g., "Take a moment to consider the effect on your longevity if you let your preference for sweets determine your behavior."); 3) prompt participants to identify reasons for change, thereby eliciting "change talk"; OR 4) engage participants in a brief self-assessment of motivation for dietary adherence (i.e., "On a scale of 1-10, how important to you is it to stick to your dietary goals today").
JITAI Self-Regulation Intervention OptionBehavioural
The JITAI "Self-Regulation" intervention option prompts self-monitoring and self-awareness efforts via: 1) advising participants to record everything that they eat before they eat it, with attention to eating in the subsequent few hours; 2) using the "traffic light" model to enhance awareness of dietary intake. This module provides the traffic light categories of foods (i.e., green=healthiest choices, yellow=sometimes choices, and red=rare choices), and asks participants to check-off foods that they intend to eat vs. stay away from in the next few hours; 3) advising participants to track portion sizes carefully and provide a portion size guide that is available to them until the following EMA survey; OR 4) providing a tutorial on noticing hunger/satiety cues and slowing down rate of eating, with an experiential exercise for use during their next eating episode.
JITAI Generic Risk Alert Intervention Option (Active Comparator)Behavioural
The JITAI "Risk Alert" intervention option informs the participant that the JITAI algorithm has determined heightened lapse risk in the following 2-3 hours (i.e., "We have detected that your risk of lapsing from your weight loss diet is higher than usual and may require attention.").
Online Behavioral Obesity TreatmentBehavioural
The online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period.
JITAI No Treatment Intervention OptionBehavioural
No notification or intervention is delivered to the participant when JITAI predicts dietary lapse risk
| Study group | Role | What they receive |
|---|---|---|
| Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention | Experimental | Participants in an online behavioral obesity treatment also receive a Just-in-Time Adaptive Intervention (JITAI) smartphone app to use during the study period. Within the JITAI smartphone app, participants are asked to complete check-in surveys up to 6 times per day. Each time a participant completes a check-in survey, the system evaluates whether the participant may be at risk for a dietary lapse based on the investigators' previously-validated predictive machine learning algorithm. If the participant is at risk for a dietary lapse, they are randomized to receive 1 of 6 potential intervention options (detailed in Intervention column). The primary outcome of interest is whether or not participants reported a dietary lapse at the check-in survey following intervention randomization. Receives: Behavioral: JITAI Enhanced Education Intervention Option; Behavioral: JITAI Self-Efficacy Intervention Option; Behavioral: JITAI Motivation Intervention Option; Behavioral: JITAI Self-Regulation Intervention Option; Behavioral: JITAI Generic Risk Alert Intervention Option (Active Comparator); Behavioral: Online Behavioral Obesity Treatment; Behavioral: JITAI No Treatment Intervention Option |
What is being measured
The primary outcome is the main question the study is designed to answer.
Dietary Lapses
Dietary lapses will be assessed via ecological momentary assessment (EMA) embedded within the JITAI. Participants receive EMA surveys 6x per day and each survey asks about dietary lapses since completing the prior survey.
Measured: up to 6 months
Secondary outcomes (4)
Objectively-measured Eating Frequency
Wrist-based accelerometers will measure how frequently a participant eats throughout their daily life
Measured: Daily for 2 weeks after each assessment period
Objectively-measured Eating Duration
Wrist-based accelerometers will measure the length, in minutes, of eating episodes.
Measured: Daily for 2 weeks after each assessment period
Objectively-measured Eating Rate
Wrist-based accelerometers will measure the rate of eating (seconds per bite).
Measured: Daily for 2 weeks after each assessment period
Objectively-measured Estimated Caloric Intake
Wrist-based accelerometers will measure the number of bites taken during an eating episode, which can then be used to estimate caloric intake.
Measured: Daily for 2 weeks after each assessment period
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted5 Mar 2021
- Study start26 Oct 2021
- Primary completion31 May 2026 (estimated)
- Study completion31 May 2026 (estimated)
Resources
- Official record on ClinicalTrials.govThe registry entry this page is built from, with its full change history.
- Publications (1)Papers the sponsor has linked to this study.
- Other trials for ObesityStudies of the same condition, open and under way.
- What the trial phases meanHow a treatment moves from first tests in people to approval.
More details
For doctors and researchers: how the study is designed, who runs it, and its registry IDs.
Study design
- Study type
- Interventional
- Phase
- Phase N/A
- Primary purpose
- Treatment
- Allocation
- Not applicable
- Intervention model
- Single group
- Model description
- The interventional model is a micro-randomized trial, which involves within-subjects randomization at individual moments of high lapse risk as determined by the investigators' previously-validated predictive machine learning algorithm. In prior work, participants are at high lapse risk \~7x/week and so the investigators anticipate that randomization will occur \>100 times for each participant over the 6-month study period.
- Masking
- None (open label)
- Enrolment
- 204 participants (actual)
Sponsor and investigators
- Lead sponsor
- The Miriam Hospital
- Sponsor type
- University, hospital or other
- Collaborators
- National Heart, Lung, and Blood Institute (NHLBI)
- Responsible party
- Principal investigator, Stephanie Goldstein, The Miriam Hospital
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT04784585
- Sponsor's protocol ID
- R01HL153543
- Other IDs
- R01HL153543
- Status last verified
- May 2026
- First submitted
- 25 Feb 2021
- Last updated
- 22 May 2026
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
Publications
Goldstein SP, Zhang F, Klasnja P, Hoover A, Wing RR, Thomas JG. Optimizing a Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: Protocol for a Microrandomized Trial. JMIR Res Protoc. 2021 Dec 6;10(12):e33568. doi: 10.2196/33568.
PubMed 34874892
Study at a glance
From the registry record, last updated by the sponsor on 22 May 2026. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Optimizing Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: A Micro-randomized Trial
- ClinicalTrials.gov ID
- NCT04784585
- Acronym / sponsor ID
- R01HL153543
- Conditions
- Obesity
- Keywords
- diet, digital health, ecological momentary assessment, just-in-time adaptive intervention
- Study type
- Interventional
- Recruitment status
- Active, not recruiting
- Enrolment
- 204 participants (actual)
- Lead sponsor
- The Miriam HospitalUniversity, hospital or other
- Collaborators
- National Heart, Lung, and Blood Institute (NHLBI)
- Study start
- 26 Oct 2021 (actual)
- Primary completion
- 31 May 2026 (estimated)
- Study completion
- 31 May 2026 (estimated)
- First posted
- 5 Mar 2021 (actual)
- Results
- Not posted in the source record
Clinical summary
The research question as the sponsor registered it. This describes what the study plans to test, not what it found.
This project targets dietary lapses (instances of nonadherence to dietary goals), a major cause of poor outcomes during behavioral obesity treatment, which is a recommended first-line intervention for cardiovascular disease. The investigators propose to conduct a micro-randomized trial (MRT) to empirically optimize a smartphone-based just-in-time adaptive intervention (JITAI) that monitors risk and intervenes on lapses as needed. By evaluating the immediate, proximal effect of four theory-driven interventions on lapse behavior, the project will: (a) produce a scalable, finalized JITAI that has the greatest potential to show clear clinical impact in future trials; and (b) inform the development of more sophisticated theoretical models of adherence behavior more broadly. Therefore, this study has three goals. First the investigators aim to compare the effects of delivering any intervention to no intervention on the occurrence of lapse. Second, the investigators aim to compare the effects of specific theory-driven interventions to one another to determine which ones are best for preventing lapses. Within this second aim, the investigators also aim to examine other factors that may influence the effectiveness of interventions (e.g., time, location). Lastly, the investigators will use the data from this MRT to customize intervention delivery in future versions of this JITAI
Patients will be recruited through various methods including advertisements in local media, targeted online advertising, advertisements in medical and minority communities, and direct mailers. All participants will receive a well-established 3-month online obesity treatment program, with 3 months of no-treatment follow-up. In conjunction, they will use a smartphone-based JITAI consisting of: 1) repeated daily surveys assess lapses and relevant triggers; 2) a machine learning algorithm that uses information from the surveys to determine real-time lapse risk; \& 3) interventions to counter lapse risk. When an individual is at risk for lapsing she will be randomly assigned to no intervention, a generic risk alert, or one of 4 theory-driven interventions with interactive skills training. The outcome of interest will be the occurrence (or lack thereof) of dietary lapse, as measured both subjectively (i.e., reported by the participant in the daily surveys) and objectively (i.e., via wrist-based intake monitoring), in the hours following randomization initiated by heightened lapse risk.
Detailed description
The purpose of the 6-month micro-randomized Trial (MRT) is to optimize a just-in-time adaptive intervention (JITAI) for dietary lapses by evaluating the effects of 4 theory-driven interventions on the proximal outcome of dietary lapse as compared to active and inactive comparators. The proposed JITAI has been extensively piloted, and will now be executed using a well-known NIH-funded mobile platform (PiLR Health). Prior to commencement of the main trial, a small group of participants will be recruited to iteratively pilot the below-described procedures for 3 months. These data are for piloting/testing only and will not be used in the analysis of primary outcomes. Participants in the main trial (N=159) will receive 3 months of online behavioral obesity treatment (BOT) + JITAI followed by 3 months of JITAI-only. The MRT includes sequential randomization to intervention options each time the JITAI identifies heightened lapse risk. The primary outcome is dietary lapse (assessed via repeated surveys called ecological momentary assessments [EMA]). The secondary outcome is objectively-measured eating characteristics (via wrist-watch device at assessments). The investigators will also assess contextual moderators (i.e., location, time of day, active BOT/follow-up, trigger type) for the study's exploratory aim. JITAI engagement, satisfaction, and weight will be used for descriptive purposes.
Participants will be recruited on a rolling basis (~6-7 participants/month) until the target N=159 is reached. Participants will be recruited via advertisements in local media (e.g. newspapers, radio) and targeted online advertising (e.g., Google AdWords); flyers and advertisements posted in waiting rooms and exam rooms in primary care offices, informational materials made available as part of the health and wellness program for employees in the Lifespan heath system and hospital network (an approach used in a previous trials); and direct mailings. Minority participation will be increased via ads in newspapers with high circulation in minority communities. Recruitment flyers will also be sent to agencies serving minority groups. The investigators will use online advertisements on local websites that are popular with men and minority groups. The investigators consistently find that these approaches maximize minority and male recruitment.
All following procedures described will be offered both in-person at the research center, or remotely via the video chat forum Zoom. The remote option is in response to the COVID-19 pandemic. Participants who choose to attend in-person assessments will use self-report screening procedures consistent with hospital policy to ensure that the participant has not been recently or is currently ill. Rigorous sanitization procedures will be used for equipment and office space pre- and post-assessment.
Interested individuals will be initially screened for eligibility via REDCap, a Lifespan secure website. If a participant appears to be eligible based on their survey responses, they will receive a follow-up call from the research team to confirm eligibility, describe the study in more detail, and schedule an orientation meeting. If they are not eligible, they will receive a message indicating that they are not eligible for the study and directed to contact us if they wish to receive referrals for other weight loss programs. Those who are eligible will be invited to an orientation, either in-person at the research center or via the online video chat forum Zoom, where the study will be described and informed consent obtained. Individuals who decide to complete the orientation via Zoom will be sent a consent form to their home address before the call. Only after the consent form is signed and returned will any further study procedures be completed. If consent is not given, participant contact information will be immediately removed from the system. After consent is obtained, participants will complete baseline questionnaires, either by paper surveys or using Lifespan's secure REDCap website, and they will complete self-reported logs of what they eat and drink and EMA for 1 week before their baseline assessment. If a participant elects to use a paper questionnaire and does not wish to be present at the research center, the questionnaire will be sent to the participant's home address. Participants must complete >70% of EMA surveys and 7 days of dietary self-monitoring to move forward with the remainder of study procedures.
Following consent and successful completion of baseline procedures, participants will attend a "kick-off" session (either in-person or remotely) to assist them in using the intervention tools. Participants will be given access to an online BOT (described further in the Intervention section) for 3 months, with an additional 3-month no treatment follow-up. They will also be asked to use the JITAI for the entire 6-month study period. The JITAI operates through PiLR Health, and will utilize ecological momentary assessment (EMA) to repeatedly assess lapse triggers and dietary lapses. The EMA survey responses are immediately uploaded to a HIPAA-compliant server, where a previously-validated predictive algorithm determines if the participant may be at risk for a lapse based on what they reported. When a participant is determined to be at risk for a lapse after completing an EMA survey, the PiLR Health system server will micro-randomize the delivery of intervention. The randomization is independent of prior randomizations and the participants' responses to previously delivered interventions for lapse. Based on the investigator's prior research developing this JITAI, the algorithm predicts heightened states of lapse risk approximately once per day. The once/day estimate is representative of an average across participants and the investigators have demonstrated there is substantial individual variability to these data; heightened states of lapse risk can range from 2.75/week to 12/week and fluctuate over time. As such, while the estimated average is once per day, the prediction algorithm within the proposed JITAI ensures that intervention is provided in exact moments of individual need - which is not static within or between individuals - thus reducing participant burden and improving potency of intervention. The study methods are therefore a considerable improvement to providing general daily reminders. Based on these data, intervention options will be randomized an average of 180 times for each participant. The theory-driven intervention conditions, which have empirical support, include: (a) education to promote awareness of lapse triggers; (b) self-efficacy; (c) motivation; \& (d) self-regulation skills. Given the primary aim of comparing the immediate, proximal effect of intervention (as compared to no intervention), interventions will be randomized based on the following probabilities: 0.4 no intervention (inactive control), 0.12 to generic risk alerts (active control), 0.12 to Enhanced Education, 0.12 to Self-efficacy, 0.12 to Autonomous Motivation, and 0.12 to Self-regulation. As such, a given participant will receive no intervention at approximately 72 randomization points over the study and 107 (~21-22 each) randomization points will be divided equally among the remaining 5 intervention options. All JITAI interventions are described in the Intervention section
In addition to data they are providing through the JITAI, participants will complete 3 total assessments with a research assistant (who does not need to be blinded due to sequential randomization) at baseline, 3, and 6 months. During the baseline assessment, height, weight, demographic information and weight history will be collected either by a study staff, cellular scale, or self-report. Objective data collection will be the priority, so if a participant elects to attend their assessment via Zoom, cellular scales may be mailed to the participant's home address. Participants will be asked to wear a wrist-watch device (called an Actigraph) to measure eating behavior for two weeks following the baseline appointment. The participant will be given the Actigraph device in-person during the baseline assessment, or by mail to their home address if they choose to attend the assessment via Zoom (the device will be mailed back to the study team or dropped off in-person). Also, during the baseline assessment, participants will be provided with a calorie and physical activity goal, overview of the program, and tutorial for using the smartphone app and online program. The participants will be asked to complete similar assessments at 3 months and 6 months.
Study design
- Primary purpose
- Treatment
- Allocation
- Not applicable
- Intervention model
- Single group
- Masking
- None (open label)
- Number of arms
- 1
- Model description
- The interventional model is a micro-randomized trial, which involves within-subjects randomization at individual moments of high lapse risk as determined by the investigators' previously-validated predictive machine learning algorithm. In prior work, participants are at high lapse risk ~7x/week and so the investigators anticipate that randomization will occur >100 times for each participant over the 6-month study period.
| Arm | Type | Receives |
|---|---|---|
| Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention | Experimental | Behavioral: JITAI Enhanced Education Intervention Option, Behavioral: JITAI Self-Efficacy Intervention Option, Behavioral: JITAI Motivation Intervention Option, Behavioral: JITAI Self-Regulation Intervention Option, Behavioral: JITAI Generic Risk Alert Intervention Option (Active Comparator), Behavioral: Online Behavioral Obesity Treatment, Behavioral: JITAI No Treatment Intervention OptionParticipants in an online behavioral obesity treatment also receive a Just-in-Time Adaptive Intervention (JITAI) smartphone app to use during the study period. Within the JITAI smartphone app, participants are asked to complete check-in surveys up to 6 times per day. Each time a participant completes a check-in survey, the system evaluates whether the participant may be at risk for a dietary lapse based on the investigators' previously-validated predictive machine learning algorithm. If the participant is at risk for a dietary lapse, they are randomized to receive 1 of 6 potential intervention options (detailed in Intervention column). The primary outcome of interest is whether or not participants reported a dietary lapse at the check-in survey following intervention randomization. |
Who may qualify
- Ages
- 18 to 70 years
- Sex
- All
- Healthy volunteers
- Not accepted
- Age groups
- Adult, Older adult
Key inclusion criteria (4 listed)
- Age 18-70
- Body mass index (BMI) between 25 and 50 kg/m-squared
- Diagnosis of one or more cardiovascular disease risk factors (prediabetes, type 2 diabetes, hypercholesterolemia, or hypertension)
- Able to walk 2 city blocks without stopping
Key exclusion criteria (9 listed)
- Currently participating in another weight loss program
- Currently taking weight loss medication
- Lost > 5% of their body weight in the 6 months prior to enrolling
- Has been pregnant within the 6 months prior to enrolling
- Plans to become pregnant within 6 months of enrolling
Eligibility is decided by the study team after screening; this overview does not establish that a patient qualifies. Full inclusion and exclusion criteria.
Interventions
| Intervention | Type | Arms |
|---|---|---|
| JITAI Enhanced Education Intervention OptionThe JITAI "Enhanced Education" intervention option seeks to: 1) enhance understanding of personal health-behavior links, 2) improve health literacy by checking the adequacy of participant understanding, and 3) remind participant of important elements of Behavioral Obesity Treatment (BOT) dietary goals. | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| JITAI Self-Efficacy Intervention OptionThe JITAI "Self-Efficacy" intervention option is based on a previously established self-efficacy intervention for weight loss, which is a multi-component intervention for increasing self-efficacy. To provide variety in this intervention option and limit time spent in a single intervention, components are split into independent modules that either prompt: 1) attainable intention setting related to dietary adherence (e.g., "I will focus on eating mostly fruits/vegetables in my next meal/snack in order to take back control of my eating"); 2) barrier identification for adhering to dietary goals along with a brief problem-solving exercise; 3) devising a small self-reward; OR 4) self-assessment of thoughts/behaviors that could interfere with dietary adherence in the next several hours with coping strategies (e.g., stimulus control, social support). | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| JITAI Motivation Intervention OptionThe JITAI "Motivation" intervention option contains independent modules that either: 1) guide participants in identifying values related to weight control (e.g., longevity, quality of life, being a role model) and connect those values to their behavior in the current moment.; 2) use a collaborative non-judgmental approach to explore the consequences of letting barriers drive behavior (e.g., "Take a moment to consider the effect on your longevity if you let your preference for sweets determine your behavior."); 3) prompt participants to identify reasons for change, thereby eliciting "change talk"; OR 4) engage participants in a brief self-assessment of motivation for dietary adherence (i.e., "On a scale of 1-10, how important to you is it to stick to your dietary goals today"). | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| JITAI Self-Regulation Intervention OptionThe JITAI "Self-Regulation" intervention option prompts self-monitoring and self-awareness efforts via: 1) advising participants to record everything that they eat before they eat it, with attention to eating in the subsequent few hours; 2) using the "traffic light" model to enhance awareness of dietary intake. This module provides the traffic light categories of foods (i.e., green=healthiest choices, yellow=sometimes choices, and red=rare choices), and asks participants to check-off foods that they intend to eat vs. stay away from in the next few hours; 3) advising participants to track portion sizes carefully and provide a portion size guide that is available to them until the following EMA survey; OR 4) providing a tutorial on noticing hunger/satiety cues and slowing down rate of eating, with an experiential exercise for use during their next eating episode. | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| JITAI Generic Risk Alert Intervention Option (Active Comparator)The JITAI "Risk Alert" intervention option informs the participant that the JITAI algorithm has determined heightened lapse risk in the following 2-3 hours (i.e., "We have detected that your risk of lapsing from your weight loss diet is higher than usual and may require attention."). | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| Online Behavioral Obesity TreatmentThe online BOT consists of: (a) 12 weekly multimedia lessons for training in behavioral weight loss skills; (b) online tools for self-monitoring weight, diet, and physical activity; and (c) weekly automated text-based feedback on progress to date. Participants are given a goal of losing 1-2lbs per week to achieve a total weight loss of ≥10% of initial body weight. Participants are prescribed a calorie goal of 1200-1800 kcal/day tailored on initial weight. Participants are given guidelines to follow a lowfat or Mediterranean diet to meet the prescribed calorie goal. Participants are given a physical activity goal tailored on initial activity level that gradually increases to 200 min/wk of activity, emphasizing brisk walking as the primary form of activity. They also receive a primer in self-monitoring weight, diet, and physical activity. Participants are instructed to self-monitor and follow the prescribed diet for the 6-month study period. | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
| JITAI No Treatment Intervention OptionNo notification or intervention is delivered to the participant when JITAI predicts dietary lapse risk | Behavioural | Behavioral Obesity Treatment with Just-in-Time Adaptive Intervention |
Primary outcome
Dietary Lapses
Time frame: up to 6 months
Dietary lapses will be assessed via ecological momentary assessment (EMA) embedded within the JITAI. Participants receive EMA surveys 6x per day and each survey asks about dietary lapses since completing the prior survey.
4 secondary outcomes
Objectively-measured Eating Frequency
Time frame: Daily for 2 weeks after each assessment period
Objectively-measured Eating Duration
Time frame: Daily for 2 weeks after each assessment period
Objectively-measured Eating Rate
Time frame: Daily for 2 weeks after each assessment period
Objectively-measured Estimated Caloric Intake
Time frame: Daily for 2 weeks after each assessment period
Results and safety
This study is still under way. Results are not available in the source record yet.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 22 May 2026.
- Derived from this study: PubMed 34874892Goldstein SP, Zhang F, Klasnja P, Hoover A, Wing RR, Thomas JG. Optimizing a Just-in-Time Adaptive Intervention to Improve Dietary Adherence in Behavioral Obesity Treatment: Protocol for a Microrandomized Trial. JMIR Res Protoc. 2021 Dec 6;10(12):e33568. doi: 10.2196/33568.
Related trials for Obesity
Not yet recruiting
Transcutaneous Auricular Vagus Nerve Stimulation Combined With Lifestyle Intervention for Visceral Fat Reduction in Adults With Overweight or Obesity
Overweight, Obesity
Not yet recruitingObservational study
Assessing the Impact of Perceptions of Unpredictability on Objective Measures of Food Consumption and Metabolism
Healthy Volunteer, Obestity
RecruitingPhase 1/2
HS235 Study in Overweight and Obese Participants With Combined Pre and Post-Capillary Pulmonary Hypertension Due to Heart Failure With Preserved Ejection Fraction
Pulmonary Hypertension, Heart Failure With Preserved Ejection Fraction
Not yet recruitingPhase 3
ELEVATE-LIVER: A Study to Test Whether Survodutide Helps Improve Heart Structure and Function in People With Overweight or Obesity and Fatty Liver Disease
Obesity, Metabolic Dysfunction-associated Steatotic Liver Disease
Not yet recruitingObservational study
A Natural History of Genetic and Environmental Predictors of Pubertal Timing Among Youth With Obesity
Obesity
Referral and contact
AzTrials does not enrol participants or take referrals. Contact the study team or a site listed below; they decide who can take part. This study is not recruiting at the moment.
The record lists no contact. Use the official record to reach the sponsor.
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
A study testing JITAI Enhanced Education Intervention Option, JITAI Self-Efficacy Intervention Option and JITAI Motivation Intervention Option in people with Obesity, run by The Miriam Hospital at 1 site in United States.
The full registered description is in the About this study section and the official record.
Who may be eligible to take part?
The sponsor lists 4 inclusion and 9 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.
Is this clinical trial currently recruiting?
The record says: under way, not looking for participants, as of the sponsor's last update on 22 May 2026. Status can change between updates, so confirm with the study contact before making plans.
Where is the study taking place?
The record lists 1 site in United States. Whether a site is taking part right now should be confirmed with that site. See every site.
What are the possible benefits and risks?
They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.
Are results available for this study?
This study is still under way. Results are not available in the source record yet.
How can a doctor refer a patient or contact the research team?
The record lists no contact. The official record names the sponsor, who can be asked directly. AzTrials does not enrol participants or take referrals.
What does the primary outcome measure?
Dietary Lapses (time frame: up to 6 months). It is what the study was designed to measure, not a finding.
Where can I read the original study information?
On the ClinicalTrials.gov record for NCT04784585, which also lists 1 linked publication.
Does a listing mean the treatment is approved or proven to work?
No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.
How often is this information updated?
AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 22 May 2026.