Overweight and Obesity Clinical Trial
Official title:
Control Systems Engineering to Address the Problem of Weight Loss Maintenance: A System Identification Experiment to Model Behavioral & Psychosocial Factors Measured by Ecological Momentary Assessment
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.
Status | Recruiting |
Enrollment | 180 |
Est. completion date | December 31, 2027 |
Est. primary completion date | December 31, 2027 |
Accepts healthy volunteers | No |
Gender | All |
Age group | 18 Years to 70 Years |
Eligibility | 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 |
Country | Name | City | State |
---|---|---|---|
United States | Miriam Hospital Weight Control and Diabetes Resarch Center | Providence | Rhode Island |
Lead Sponsor | Collaborator |
---|---|
The Miriam Hospital | National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) |
United States,
Type | Measure | Description | Time frame | Safety issue |
---|---|---|---|---|
Primary | Weight change | This will be measured throughout the system identification experiment using a consumer scale with internet connectivity. | Every day during the 52-week system identification experiment | |
Secondary | Intervention engagement | Intervention engagement will be measured by the smartphone application that delivers intervention. Engagement is defined as the count of clicks to open intervention resources. | Every day during the 52-week system identification experiment | |
Secondary | Weight Locus of Control | Mean scale score of questionnaire items adapted from the Multidimensional Health Locus of Control scale for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Perceived Benefit of Weight Control | Mean scale score of questionnaire items adapted from the Beliefs about Dietary Compliance Scale and the Exercise Benefits/Barriers scale for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Weight Control Strategies Intentions and Implementation | Mean scale score of questionnaire items adapted from the Weight Control Strategies scale for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Hunger and Cravings | Mean scale score of questionnaire items adapted from the Three Factor Eating Questionnaire for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Affect | Mean scale score of questionnaire items adapted from the Profile of Mood States and Positive and Negative Affect States for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Stress | Mean scale score of questionnaire items adapted from Cohen's Stress Scale for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Self-efficacy | Mean scale score of questionnaire items adapted from the short-form Weight Efficacy Lifestyle Questionnaire for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Sleep | Wrist-worn accelerometer-measured sleep timing, duration & quality. | Every day during the 52-week system identification experiment | |
Secondary | Social Support | Mean scale score of questionnaire items adapted from the short-form Multidimensional Scale of Perceived Social Support for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Physical Activity | Wrist-worn accelerometer-measured minutes per day of physical activity. | Every day during the 52-week system identification experiment | |
Secondary | Dysregulated Eating | Mean scale score of questionnaire items adapted from the Three Factor Eating Questionnaire for smartphone administration. | Every day during the 52-week system identification experiment | |
Secondary | Dietary Lapse | Count of self-reported instances of unintended eating, eating larger portions than one intended, and eating foods that one intended to avoid | Every day during the 52-week system identification experiment |
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