Related Experiment Video
Updated: Jun 13, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Automating individualized coaching and authentic role-play practice for brief intervention training.
B Hayes-Roth1, R Saker, K Amano
1Lifelike Solutions Inc., 54 Marianna Lane, Atherton, CA 94027, USA. bhr@lifelikesolutions.com
STAR Workshop, a web-based training, significantly improved clinicians' ability to deliver brief interventions for alcohol abuse compared to other methods. This accessible training enhances clinical interviewing skills effectively.
Area of Science:
- Medical Education
- Behavioral Science
- Public Health
Background:
- Brief intervention is effective for alcohol abuse but requires accessible clinician training.
- Current training methods may lack cost-effectiveness and scalability.
Purpose of the Study:
- To evaluate STAR Workshop, a web-based system, for training the Engage for Change (E4C) brief intervention protocol.
- To compare STAR Workshop's efficacy against a web-based e-book and a no-treatment control group.
Main Methods:
- Medical and nursing students were assigned to STAR Workshop, e-book, or control conditions.
- Skill performance was assessed using written probes pre-training, post-training, and post-delay (2 weeks).
- Live phone interviews with a standardized patient were conducted post-delay to evaluate practical application.
Main Results:
- STAR Workshop participants demonstrated significantly better performance on skill probes than both other groups.
- Improvement from pre-training to post-training and post-delay probes was significantly greater for STAR Workshop users.
- STAR Workshop participants achieved significantly higher scores in post-delay standardized patient interviews.
Conclusions:
- STAR Workshop provides an accessible and cost-effective method for training clinicians in the E4C protocol for alcohol abuse brief intervention.
- The system shows potential for training other clinical interviewing protocols, improving healthcare delivery.
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