Related Experiment Video
Updated: May 23, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Comparison of active-learning strategies for motivational interviewing skills, knowledge, and confidence in
Ana M Lupu1, Autumn L Stewart, Christine O'Neil
1Mylan School of Pharmacy, Duquesne University, 3501 Terrace Street, Pittsburgh, PA 15261, USA. alupu@pitt.edu
Objective:
To compare 3 strategies for pharmacy student learning of motivational interviewing skills, knowledge of motivational interviewing principles, and confidence in and attitudes toward their application.
Design:
Following a motivational interviewing lecture, first-year students were randomized to perform practice activities (written dialogue, peer role-play, or mock-patient counseling activities). Motivational interviewing skills, knowledge, confidence, and attitudes were measured.
Assessment:
All students demonstrated improvement in skills, knowledge, and confidence. Students in the mock-patient counseling group demonstrated significantly better motivational interviewing skills during practice and trended toward higher scores on the summative evaluation. They also demonstrated a significant improvement in knowledge compared with that of the written dialogue group during practice. Feedback at the end was generally positive, with students expressing recognition for the value of motivational interviewing.
Conclusions:
Students demonstrated their best performance of motivational interviewing during assessments using interactions with mock or standardized patients.
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