Related Experiment Video
Updated: Aug 12, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Lifestyle change program engagement in real-world clinical practice: a mixed-methods analysis
Hsiao-Ching Huang1, Nina K Szwerinski1, Catherine Nasrallah1
1Sutter Health, Center for Health Systems Research, Palo Alto, CA 94301, USA.
Participant engagement in lifestyle change programs (LCPs) is key for weight loss. Motivation and self-efficacy influence engagement, while competing priorities and program factors affect withdrawal. Enhancements should consider flexibility and cultural relevance.
Area of Science:
- Behavioral Science
- Public Health
- Health Psychology
Background:
- Participant engagement is crucial for the success of lifestyle change programs (LCPs) in promoting weight loss.
- Understanding the challenges and facilitators of engagement in LCPs is vital for program improvement.
Purpose of the Study:
- To assess factors associated with participant engagement in real-world LCPs.
- To examine the reasons for withdrawal from LCPs using a mixed-methods approach.
Main Methods:
- A mixed-methods study combining electronic health records (EHR) data and semi-structured interviews.
- Multivariable logistic regression analyzed associations between baseline characteristics and engagement.
- Thematic analysis explored reasons for withdrawal from qualitative interview data.
Main Results:
- Higher engagement in LCPs was linked to older age, higher baseline weight, prior healthcare use, and absence of smoking or depression history.
- Non-Hispanic Black participants showed lower engagement compared to White participants.
- Key withdrawal themes included competing priorities, perceived program effectiveness, program characteristics, and facilitator factors.
Conclusions:
- Motivation and self-efficacy are significant drivers of LCP engagement.
- Future LCPs should offer flexible formats, address competing priorities, and enhance cultural relevance for diverse groups.
- Setting realistic participant goals is recommended to manage expectations and improve outcomes.
More Related Videos
11:21Methodology for Establishing a Community-Wide Life Laboratory for Capturing Unobtrusive and Continuous Remote Activity and Health Data
Published on: July 27, 2018
06:28E-Patient Counseling Trial E-PACO: Computer Based Education versus Nurse Counseling for Patients to Prepare for Colonoscopy
Published on: August 1, 2019
Related Concept Videos
Lifestyle Factors and Health
Benefits of Physical Activity
Physical activity, whether through structured exercise or casual activities like walking, biking, or dancing, is a cornerstone of a...
Study Designs in Epidemiology
Observational studies are those where the researcher does not intervene but rather observes natural variations. They include cross-sectional, cohort, and...
Community Based Intervention
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Levels of Health Promotion and Illness Prevention
In primary prevention, actions taken before disease onset prevent the disease from...
Models of Health Promotion and Illness Prevention II
The agent-host-environment model states that disease results...
Stress Prevention and Stress Management Techniques VI
Motivation and Self-Determination
Motivation, the driving force behind behavior, plays a pivotal role at every stage of the change process. The research...