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Updated: Jun 8, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Teaching community program clinicians motivational interviewing using expert and train-the-trainer strategies
Steve Martino1, Samuel A Ball, Charla Nich
1Department of Psychiatry, Yale University School of Medicine, New Haven, CT, USA. steve.martino@yale.edu
Expert-led and train-the-trainer approaches significantly improved clinicians' motivational interviewing (MI) skills compared to self-study. Both methods proved effective for teaching MI in community settings.
Area of Science:
- Addiction Treatment Research
- Clinical Psychology
- Health Services Research
Background:
- Motivational Interviewing (MI) is an evidence-based practice for behavior change.
- Effective training strategies are crucial for disseminating MI to clinicians.
- Community treatment programs require scalable and effective training methods.
Purpose of the Study:
- To compare the effectiveness of expert-led (EX) and train-the-trainer (TT) strategies against self-study (SS) for teaching MI to clinicians.
- To evaluate the impact of different training modalities on MI adherence and competence.
Main Methods:
- Randomized controlled trial involving 92 clinicians across 12 community treatment programs in Connecticut.
- EX and TT groups received skill-building workshops and monthly supervision; SS group received only training materials.
- Assessments of MI adherence, competence, and performance standards were conducted at multiple time points.
Main Results:
- Both EX and TT strategies significantly enhanced clinician MI adherence and competence compared to SS.
- A higher percentage of clinicians in EX and TT conditions met clinical trial standards for MI performance.
- Minimal differences were observed between the expert-led and train-the-trainer approaches.
Conclusions:
- Workshops combined with supervision are effective for training community clinicians in MI.
- The train-the-trainer approach offers a feasible and effective strategy for disseminating evidence-based treatments.
- These findings support the scalability of MI training in real-world clinical settings.
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