Outcomes in Mental Health Counseling From Conversational Content With Transformer-Based Machine Learning
JAMA Network Open2024Vol. 7(1), pp. e2352590–e2352590
Citations Over TimeTop 10% of 2024 papers
Zac E. Imel, Michael Tanana, Christina S. Soma, Thomas D. Hull, Brian T. Pace, Sarah C. Stanco, Torrey A. Creed, Theresa B. Moyers, David C. Atkins
Abstract
This quality improvement study found associations between therapist interventions, clinical content, and client-reported outcomes. Consistent with traditional forms of counseling, higher amounts of supportive counseling were associated with improved outcomes. These findings suggest that machine learning-based evaluations of content may increase the scale and specificity of psychotherapy research.
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