MedPath

Control Systems Engineering for Weight Loss Maintenance

Phase 2
Recruiting
Conditions
Overweight and Obesity
Interventions
Behavioral: Intervention Targeting Stress and Emotion Regulation
Behavioral: Intervention Targeting Motivation and Self-efficacy for Weight Management
Behavioral: Intervention for Normalization of Eating
Behavioral: Intervention Targeting Physical Activity and Sleep
Registration Number
NCT06244888
Lead Sponsor
The Miriam Hospital
Brief Summary

This project capitalizes on principles of control systems engineering to build a dynamical model that predicts weight change during weight loss maintenance using behavioral, psychosocial, and environmental indicators evaluated in a system identification experiment. A 6-month behavioral obesity treatment will be administered to produce weight loss. Participants losing at least 3% of initial body weight will be followed for an additional 12 months via daily smartphone surveys that incorporates passive sensing to objectively monitor key behaviors. Survey data pertaining to behavioral, psychosocial, and environmental indicators will be used to develop a controller algorithm that can predict when an individual is entering a heightened period of risk for regain and why risk is elevated. Interventions targeting key risk indicators will be randomly administered during the system ID experiment. Survey and passive sensing data documenting the effects of the interventions will likewise drive development of the controller algorithm, allowing it to determine which interventions are most likely to counter risk of regain.

Detailed Description

Not available

Recruitment & Eligibility

Status
RECRUITING
Sex
All
Target Recruitment
180
Inclusion Criteria
  • English language fluent and literate at the 6th grade level
  • Body mass index (BMI) between 25 and 50 kg/m-squared
  • Able to walk 2 city blocks without stopping
  • Owns a smartphone
Exclusion Criteria
  • Report of a heart condition, chest pain during periods of activity or rest, or loss of consciousness in the 12 months prior to enrolling.
  • Currently participating in another weight loss program
  • Currently taking weight loss medication
  • Has lost ≥5% of body weight in the 6 months prior to enrolling
  • Has been pregnant within the 6 months prior to enrolling
  • Plans to become pregnant within 18 months of enrolling
  • Any medical condition that would affect the safety of participating in unsupervised physical activity
  • Any condition that would result in inability to follow the study protocol, including terminal illness and untreated major psychiatric illness

Study & Design

Study Type
INTERVENTIONAL
Study Design
SINGLE_GROUP
Arm && Interventions
GroupInterventionDescription
System IdentificationIntervention Targeting Stress and Emotion RegulationAll participants who lose at least 3% of their initial body weight will be asked to participate in a system identification experiment every day for 52 weeks.
System IdentificationIntervention for Normalization of EatingAll participants who lose at least 3% of their initial body weight will be asked to participate in a system identification experiment every day for 52 weeks.
System IdentificationIntervention Targeting Motivation and Self-efficacy for Weight ManagementAll participants who lose at least 3% of their initial body weight will be asked to participate in a system identification experiment every day for 52 weeks.
System IdentificationIntervention Targeting Physical Activity and SleepAll participants who lose at least 3% of their initial body weight will be asked to participate in a system identification experiment every day for 52 weeks.
Primary Outcome Measures
NameTimeMethod
Weight changeEvery day during the 52-week system identification experiment

This will be measured throughout the system identification experiment using a consumer scale with internet connectivity.

Secondary Outcome Measures
NameTimeMethod
Weight Locus of ControlEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Multidimensional Health Locus of Control scale for smartphone administration.

AffectEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Profile of Mood States and Positive and Negative Affect States for smartphone administration.

Self-efficacyEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the short-form Weight Efficacy Lifestyle Questionnaire for smartphone administration.

Intervention engagementEvery day during the 52-week system identification experiment

Intervention engagement will be measured by the smartphone application that delivers intervention. Engagement is defined as the count of clicks to open intervention resources.

Weight Control Strategies Intentions and ImplementationEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Weight Control Strategies scale for smartphone administration.

Dysregulated EatingEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Three Factor Eating Questionnaire for smartphone administration.

SleepEvery day during the 52-week system identification experiment

Wrist-worn accelerometer-measured sleep timing, duration \& quality.

Perceived Benefit of Weight ControlEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Beliefs about Dietary Compliance Scale and the Exercise Benefits/Barriers scale for smartphone administration.

Hunger and CravingsEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the Three Factor Eating Questionnaire for smartphone administration.

StressEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from Cohen's Stress Scale for smartphone administration.

Social SupportEvery day during the 52-week system identification experiment

Mean scale score of questionnaire items adapted from the short-form Multidimensional Scale of Perceived Social Support for smartphone administration.

Physical ActivityEvery day during the 52-week system identification experiment

Wrist-worn accelerometer-measured minutes per day of physical activity.

Dietary LapseEvery day during the 52-week system identification experiment

Count of self-reported instances of unintended eating, eating larger portions than one intended, and eating foods that one intended to avoid

Trial Locations

Locations (1)

Miriam Hospital Weight Control and Diabetes Resarch Center

🇺🇸

Providence, Rhode Island, United States

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