Motivational Bias
Drive-Reduction Theory: Push Theory of Motivation
Incentive Theory: Pull Theory of Motivation
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Updated: Apr 14, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
Published on: December 23, 2025
Majken T Wingo1, Kris G Thomas2, Warren G Thompson3
1Department of Medicine, Division of Primary Care Internal Medicine, Mayo Clinic College of Medicine, 200 First Street SW, Rochester, MN, 55905, USA. wingo.majken@mayo.edu.
A new instructional design improved medical residents' motivation to learn. However, this enhanced format did not significantly increase knowledge test scores compared to standard methods.
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