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Related Experiment Video

Updated: Jun 19, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
07:14

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models

Published on: December 23, 2025

A behavior change model for internet interventions.

Lee M Ritterband1, Frances P Thorndike, Daniel J Cox

  • 1Department of Psychiatry and Neurobehavioral Sciences, Behavioral Health and Technology, University of Virginia Health System, PO Box 801075, Charlottesville, VA 22908, USA. LEER@virginia.edu

Annals of Behavioral Medicine : a Publication of the Society of Behavioral Medicine
|October 6, 2009
PubMed
Summary

This study proposes a nine-step model for internet interventions to guide development and explain behavior change. Effective online health programs can improve symptoms and maintain positive health behaviors.

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Last Updated: Jun 19, 2026

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models
07:14

Virtual Agent for Real-Time Motivational Interviewing by Integrating Adaptive Nonverbal Behavior and Language Models

Published on: December 23, 2025

Area of Science:

  • Behavioral Medicine
  • Health Informatics
  • Digital Health

Background:

  • The internet is integral to modern healthcare, offering interactive and tailored user content.
  • Behavioral medicine researchers utilize the internet for developing comprehensive treatment programs.
  • A lack of theoretical grounding and overarching models hinders current internet interventions.

Purpose of the Study:

  • To propose a model for guiding the development of future internet interventions.
  • To predict and explain behavior changes resulting from internet interventions.
  • To elucidate symptom improvement linked to online health programs.

Main Methods:

  • A theoretical model is proposed, outlining nine nonlinear steps for internet intervention effectiveness.
  • The model considers user, environmental, and website factors influencing adherence and use.
  • Mechanisms of change and treatment maintenance are incorporated into the model.

Main Results:

  • Effective internet interventions lead to behavior change and symptom improvement through a nine-step process.
  • User adherence and website use are influenced by environmental factors, support, and site characteristics.
  • Sustained improvements are achieved through treatment maintenance following initial intervention.

Conclusions:

  • A scientific framework is essential for developing feasible and informed internet interventions.
  • The proposed model provides a basis for testable internet intervention research.
  • Establishing a theoretical foundation will solidify internet interventions as a recognized treatment modality.