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Updated: May 24, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Teaching motivational interviewing to primary care staff in the Veterans Health Administration
Michael A Cucciare1, Nicole Ketroser, Paula Wilbourne
1Center for Health Care Evaluation, Veterans Affairs Palo Alto Health Care System, 795 Willow Road (152), Menlo Park, CA 94025, USA. michael.cucciare@va.gov
Background:
The Veterans Health Administration (VHA) is implementing the patient-centered medical home (PCMH) model of primary care which emphasizes patient-centered care and the promotion of healthy lifestyle changes. Motivational Interviewing (MI) is effective for promoting various health behaviors, thus a training protocol for primary care staff was implemented in a VHA health care setting.
Objectives:
We examined the effect of the training protocol on MI knowledge, confidence in ability to use MI-related skills and apply them to written vignettes, perceived comfort level and skill in lifestyle counseling, and job-related burnout.
Design:
Training was provided by experts in MI. The training protocol consisted of three sessions--one half day in-person workshop followed by a 60-minute virtual training, followed by a second workshop. Each of the sessions were spaced two weeks apart and introduced trainees to the theory, principles, and skills of using MI in health care settings.
Participants:
All primary care staff at the Veterans Affairs Palo Alto Health Care System were invited to participate.
Measurements:
Trainees completed a short set of questionnaires immediately before and immediately after the training.
Results:
We found support for our primary hypotheses related to knowledge, confidence, and written responses to the vignettes. Changes in perceived comfort level and skill in lifestyle counseling, and job-related burnout were not observed.
Conclusions:
Training primary care staff in MI is likely to become increasingly common as health care systems transition to the PCMH model of care. Therefore, it is important for health care systems to have low-cost methods for evaluating the effectiveness of such trainings. This study is a first step in developing a brief written assessment with the potential of measuring change in a range of behaviors and skills consistent with MI.
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