Overweight and ObesityNudgeNCT03836391
Precision Public Health: Enhancing Connections to Develop Just-in-Time Adaptive Intervention Strategies
A study testing Nudge in people with Overweight and Obesity and Overweight, run by University of North Carolina, Chapel Hill at 1 site in United States.
Trial summary
The purpose of this pilot study is to examine the effects of different types of just-in-time intervention messages on daily meeting dietary, activity, and weighing goals in a sample of young adults participating in a mobile-based weight loss program. Read more about this study
- Who is it for?
- Ages 18 to 35 yearsHealthy volunteers can take part
- Conditions the study is for
- Overweight and Obesity, Overweight, Obesity
- What is being tested?
- Nudge
- Type of treatment
- Lifestyle or therapy programme
- Could I receive a placebo?
- No, everyone receives an active treatment
- How many people
- 53 participants
- Where
- 1 siteUnited States
- Study dates
- 12 Feb 2019to 16 Sep 2019
- Phase
- Interventional
- Are there results?
- None posted in the registry
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 35 years
- All sexes
- Healthy volunteers accepted
- Adult
Who may be able to join
- Age 18-35
- BMI of 25-40 kg/m²
- Not adhering to the US physical activity guidelines of at least 150 moderate-to-vigorous intensity activity minutes/week
- English-speaking and writing
- No pre-existing medical condition(s) that preclude adherence to an unsupervised exercise program, diabetes treated with insulin, history of heart attack or stroke, current treatment for cancer, or inability to walk for exercise
- Has an iPhone with iOS 11 (or willing to download it) with internet access and text messaging plan
- Has home wireless access compatible with Fitbit Aria 2 scale (802.11b/g/n)
Who cannot join
- Current participation in another physical activity or weight control program
- Currently pregnant, pregnant in last 6 months, or planning pregnancy in next 3 months
- Report a heart condition, chest pain during periods of activity or rest, loss of consciousness, joint or bone problems, or prescription medicine usage for blood pressure or heart condition on the Physical Activity Readiness Questionnaire (PAR-Q)
- Health or psychological diagnoses that preclude participation in a prescribed dietary and exercise program, including diagnosis of schizophrenia or bipolar disorder, hospitalization for a psychiatric diagnosis in the past year, diagnosis of alcohol or substance abuse
- Occupation requires primarily night shift work
- Owns and uses a physical activity tracker
Show all 9Show fewer
- Moving out of area in next 4 months
- Out of town for a week or more during study period
- Not willing to attend two study visits
Trial locations and contacts
1 site in 1 country.
United States1 site
Department of Health Behavior, University of North Carolina, Chapel Hill
Chapel Hill, North Carolina, 27599
About this study
The purpose of this pilot study is to examine the effects of different types of just-in-time intervention messages on daily meeting dietary, activity, and weighing goals in a sample of young adults participating in a mobile-based weight loss program.
Read the detailed description
Public health interventions typically rely on a set schedule of intervention delivery. Advances in technology and computer tailoring allow us to go from a "one size fits all" approach to one that uses digital health data to deliver "just-in-time adaptive interventions," or JITAIs, that can vary the timing, dose, and content of intervention messages to individuals. This pilot study is a micro-randomized trial that evaluates the effects of various intervention message options delivered in JIT moments on meeting dietary, activity, and weighing goals among young adults in a mobile-based weight loss program.
The Nudge study is a 12-week mobile health weight loss program delivered via a native smartphone application. Individuals are asked to track their red foods (high-calorie, high-fat foods) in the app daily and meet their personalized red foods goal, wear a Fitbit daily and meet their daily active minutes goal, and weigh daily on their WiFi-enabled scale. Up to 4 times each day, participants are randomized to receive or not receive intervention messages in order to examine the effects of these intervention message types on meeting daily weighing goals, red food goals, and activity goals. This is a within-subjects design in which each participant serves as their own control, and data is analyzed at the person-day level.
- Conditions
- Overweight and Obesity, Overweight, Obesity
- Being tested
- Nudge
- Keywords
- Mobile health, Physical activity, Nutrition, Self-monitoring, Smartphone app, Digital health tools
- Medical subject headings
- Overweight, Obesity, Motor Activity
What participants receive
What participants receive. In a randomised study each person is assigned to one group by chance.
NudgeBehavioural
Nudge is a smartphone-app-based micro-randomized trial that tests the effect of 7 intervention message types based on behavior change techniques on daily goal attainment. Participants have three daily goals: weigh daily, red foods goal, and active minutes goal.
| Study group | Role | What they receive |
|---|---|---|
| Nudge Intervention | Experimental | Each of 7 intervention message options has specific decision rules (including weighed/not weighed and progress toward daily dietary and activity goals) that make a participant eligible to receive a specific intervention type at a specific time (decision points).
At each decision point (early morning, morning, midday, and evening), the system evaluates which intervention options a participant is eligible to receive, and randomly chooses one intervention option from that list. Then the participant is randomly assigned to either receive or not receive that intervention message (with a 50-50 probability). Receives: Behavioral: Nudge |
What is being measured
The primary outcome is the main question the study is designed to answer.
Percent of person-days with same-day weighing
Percent who weighed after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Percent of person-days with next-day weighing
Percent who weighed the day after the message randomization (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Percent of person-days met active minutes goal on same day
Percent who met active minutes goal after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Percent of person-days met active minutes goal on next day
Percent who met active minutes goal the day after the message randomization (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Percent of person-days met red foods goal on same day
Percent who met red foods goal after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Percent of person-days met red foods goal on next day
Percent who met red foods goal the day after the message randomization (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Secondary outcomes (3)
Number of active minutes
Total number of active minutes on the day of message randomization (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Proximal effect of message on total red foods today
Total number of red foods on the day of message randomization (at the participant-day level) across the 12-week study
Measured: from Baseline to Week 12
Mean weight change
Mean weight change across participants
Measured: from Baseline to Week 12
Timeline
From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.
- First posted11 Feb 2019
- Study start12 Feb 2019
- Primary completion16 Sep 2019
- Study completion16 Sep 2019
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 Overweight and ObesityStudies of the same condition, open and under way.
- More trials run by University of North Carolina, Chapel HillThe sponsor's other registered studies.
- 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
- Each participant-time point is randomized between intervention message or no intervention message
- Masking
- None (open label)
- Enrolment
- 53 participants (actual)
Sponsor and investigators
- Lead sponsor
- University of North Carolina, Chapel Hill
- Sponsor type
- University, hospital or other
- Responsible party
- Sponsor
- Investigators
- Deborah F Tate, PhD, Principal investigator, University of North Carolina, Chapel HillCarmina G Valle, PhD, Principal investigator, University of North Carolina, Chapel Hill
IDs, dates and publications
- ClinicalTrials.gov ID
- NCT03836391
- Sponsor's protocol ID
- 16-0775
- Acronym
- Nudge
- Status last verified
- Nov 2019
- First submitted
- 7 Feb 2019
- Last updated
- 13 Nov 2019
- Results posted
- No
- Data monitoring committee
- No
- FDA-regulated drug
- No
- FDA-regulated device
- No
- Individual data sharing
- No
Publications
Valle CG, Nezami BT, O'Shea NG, Hatley KE, Tate DF. Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults. Digit Health. 2025 Jul 6;11:20552076251353267. doi: 10.1177/20552076251353267. eCollection 2025 Jan-Dec.
PubMed 40631347
Study at a glance
From the registry record, last updated by the sponsor on 13 Nov 2019. Recruitment status is as the sponsor reported it: confirm with the study team.
- Official title
- Precision Public Health: Enhancing Connections to Develop Just-in-Time Adaptive Intervention Strategies
- ClinicalTrials.gov ID
- NCT03836391
- Acronym / sponsor ID
- Nudge / 16-0775
- Conditions
- Overweight and Obesity, Overweight, Obesity
- Keywords
- Mobile health, Physical activity, Nutrition, Self-monitoring, Smartphone app, Digital health tools
- Study type
- Interventional
- Recruitment status
- Completed
- Enrolment
- 53 participants (actual)
- Lead sponsor
- University of North Carolina, Chapel HillUniversity, hospital or other
- Study start
- 12 Feb 2019 (actual)
- Primary completion
- 16 Sep 2019 (actual)
- Study completion
- 16 Sep 2019 (actual)
- First posted
- 11 Feb 2019 (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.
The purpose of this pilot study is to examine the effects of different types of just-in-time intervention messages on daily meeting dietary, activity, and weighing goals in a sample of young adults participating in a mobile-based weight loss program.
Detailed description
Public health interventions typically rely on a set schedule of intervention delivery. Advances in technology and computer tailoring allow us to go from a "one size fits all" approach to one that uses digital health data to deliver "just-in-time adaptive interventions," or JITAIs, that can vary the timing, dose, and content of intervention messages to individuals. This pilot study is a micro-randomized trial that evaluates the effects of various intervention message options delivered in JIT moments on meeting dietary, activity, and weighing goals among young adults in a mobile-based weight loss program.
The Nudge study is a 12-week mobile health weight loss program delivered via a native smartphone application. Individuals are asked to track their red foods (high-calorie, high-fat foods) in the app daily and meet their personalized red foods goal, wear a Fitbit daily and meet their daily active minutes goal, and weigh daily on their WiFi-enabled scale. Up to 4 times each day, participants are randomized to receive or not receive intervention messages in order to examine the effects of these intervention message types on meeting daily weighing goals, red food goals, and activity goals. This is a within-subjects design in which each participant serves as their own control, and data is analyzed at the person-day level.
Study design
- Primary purpose
- Treatment
- Allocation
- Not applicable
- Intervention model
- Single group
- Masking
- None (open label)
- Number of arms
- 1
- Model description
- Each participant-time point is randomized between intervention message or no intervention message
| Arm | Type | Receives |
|---|---|---|
| Nudge Intervention | Experimental | Behavioral: NudgeEach of 7 intervention message options has specific decision rules (including weighed/not weighed and progress toward daily dietary and activity goals) that make a participant eligible to receive a specific intervention type at a specific time (decision points). At each decision point (early morning, morning, midday, and evening), the system evaluates which intervention options a participant is eligible to receive, and randomly chooses one intervention option from that list. Then the participant is randomly assigned to either receive or not receive that intervention message (with a 50-50 probability). |
Who may qualify
- Ages
- 18 to 35 years
- Sex
- All
- Healthy volunteers
- Accepted
- Age groups
- Adult
Key inclusion criteria (7 listed)
- Age 18-35
- BMI of 25-40 kg/m²
- Not adhering to the US physical activity guidelines of at least 150 moderate-to-vigorous intensity activity minutes/week
- English-speaking and writing
- No pre-existing medical condition(s) that preclude adherence to an unsupervised exercise program, diabetes treated with insulin, history of heart attack or stroke, current treatment for cancer, or inability to walk for exercise
Key exclusion criteria (9 listed)
- Current participation in another physical activity or weight control program
- Currently pregnant, pregnant in last 6 months, or planning pregnancy in next 3 months
- Report a heart condition, chest pain during periods of activity or rest, loss of consciousness, joint or bone problems, or prescription medicine usage for blood pressure or heart condition on the Physical Activity Readiness Questionnaire (PAR-Q)
- Health or psychological diagnoses that preclude participation in a prescribed dietary and exercise program, including diagnosis of schizophrenia or bipolar disorder, hospitalization for a psychiatric diagnosis in the past year, diagnosis of alcohol or substance abuse
- Occupation requires primarily night shift work
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 |
|---|---|---|
| NudgeNudge is a smartphone-app-based micro-randomized trial that tests the effect of 7 intervention message types based on behavior change techniques on daily goal attainment. Participants have three daily goals: weigh daily, red foods goal, and active minutes goal. | Behavioural | Nudge Intervention |
Primary outcome
Percent of person-days with same-day weighing
Time frame: from Baseline to Week 12
Percent who weighed after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Percent of person-days with next-day weighing
Time frame: from Baseline to Week 12
Percent who weighed the day after the message randomization (at the participant-day level) across the 12-week study
Percent of person-days met active minutes goal on same day
Time frame: from Baseline to Week 12
Percent who met active minutes goal after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Percent of person-days met active minutes goal on next day
Time frame: from Baseline to Week 12
Percent who met active minutes goal the day after the message randomization (at the participant-day level) across the 12-week study
Percent of person-days met red foods goal on same day
Time frame: from Baseline to Week 12
Percent who met red foods goal after the message randomization time until the end of the day (at the participant-day level) across the 12-week study
Percent of person-days met red foods goal on next day
Time frame: from Baseline to Week 12
Percent who met red foods goal the day after the message randomization (at the participant-day level) across the 12-week study
3 secondary outcomes
Number of active minutes
Time frame: from Baseline to Week 12
Proximal effect of message on total red foods today
Time frame: from Baseline to Week 12
Mean weight change
Time frame: from Baseline to Week 12
Results and safety
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
Research links
- Official record on ClinicalTrials.govLast updated by the sponsor 13 Nov 2019.
- Derived from this study: PubMed 40631347Valle CG, Nezami BT, O'Shea NG, Hatley KE, Tate DF. Outcomes of a pilot microrandomized trial of just-in-time adaptive intervention messages nudging weight-related behaviors in young adults. Digit Health. 2025 Jul 6;11:20552076251353267. doi: 10.1177/20552076251353267. eCollection 2025 Jan-Dec.
- Individual participant dataSharing planned: No
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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.
Deborah F Tate, PhD principal investigator
University of North Carolina, Chapel Hill
Carmina G Valle, PhD principal investigator
University of North Carolina, Chapel Hill
1 site in 1 country: see every site and its status.
Questions about this trial
What is this clinical trial studying?
A study testing Nudge in people with Overweight and Obesity and Overweight, run by University of North Carolina, Chapel Hill 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 7 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: finished, as of the sponsor's last update on 13 Nov 2019. 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?
The study is completed, but results are not available in the source record. That does not mean the treatment did or did not work.
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?
Percent of person-days with same-day weighing (time frame: from Baseline to Week 12). The study lists 6 primary outcomes in all. 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 NCT03836391, 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 13 Nov 2019.