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Updated: Jun 9, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Linking a motivational interviewing curriculum to the chronic care model
Sharone A Abramowitz1, Davida Flattery, Karena Franses
1Primary Care Internal Medicine, Alameda County Medical Center, Highland Hospital, Oakland, CA 94602, USA. sabramowitz@acmedctr.org
Internal medicine residents received training in motivational interviewing (MI) and self-management support (SMS) to improve health behavior counseling. This curriculum enhanced residents' confidence and patient collaboration in managing chronic diseases.
Area of Science:
- Medical Education
- Primary Care
- Behavioral Science
Background:
- Internal medicine residents often lack training in health behavior counseling due to educational priorities and systemic barriers.
- Effective patient counseling is crucial for managing chronic diseases exacerbated by unhealthy lifestyle choices.
Purpose of the Study:
- To develop and pilot a curriculum linking motivational interviewing (MI) training to the self-management support (SMS) component of the chronic care model for primary care residents.
- To address the gap in resident training for effective health behavior counseling.
Main Methods:
- A three-module curriculum was implemented for 30 primary care residents, integrating the chronic care model with MI skills for SMS.
- Training included case-based instruction, role-playing, and clinical observation, reinforced in practice.
- A qualitative assessment evaluated the curriculum's feasibility and impact on resident confidence and patient interaction.
Main Results:
- Residents reported increased confidence in discussing health behavior change with patients.
- Faculty observed improved resident collaboration with patients and enhanced patient readiness for self-management goal setting.
- The curriculum was deemed feasible to develop and implement.
Conclusions:
- A curriculum linking MI and SMS within the chronic care model is feasible and can be reinforced in clinical settings.
- This training may enhance residents' skills in health behavior counseling and patient engagement in chronic disease management.
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