AIMC Topic: Therapeutic Alliance
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Does the Digital Therapeutic Alliance Exist? Integrative Review.
JMIR mental health
Feb 7, 2025
BACKGROUND: Mental health disorders significantly impact global populations, prompting the rise of digital mental health interventions, such as artificial intelligence (AI)-powered chatbots, to address gaps in access to care. This review explores the...
Predicting working alliance in psychotherapy: A multi-modal machine learning approach.
Psychotherapy research : journal of the Society for Psychotherapy Research
Jan 1, 2025
OBJECTIVE: Session-by-session tracking of the working alliance enables clinicians to detect alliance deterioration and intervene accordingly, which has shown to improve treatment outcome, and reduce dropout. Despite this, regular use of alliance self...
Predicting personalized process-outcome associations in psychotherapy using machine learning approaches-A demonstration.
Psychotherapy research : journal of the Society for Psychotherapy Research
Mar 26, 2019
Personalized treatment methods have shown great promise in efficacy studies across many fields of medicine and mental health. Little is known, however, about their utility in process-outcome research. This study is the first to apply personalized tr...
COMPASS: Computational mapping of patient-therapist alliance strategies with language modeling.
Translational psychiatry
May 15, 2025
The therapeutic working alliance is a critical predictor of psychotherapy success. Traditionally, working alliance assessment relies on questionnaires completed by both therapists and patients. In this paper, we present COMPASS, a novel framework to ...
Machine learning and natural language processing in psychotherapy research: Alliance as example use case.
Journal of counseling psychology
Jul 1, 2020
Artificial intelligence generally and machine learning specifically have become deeply woven into the lives and technologies of modern life. Machine learning is dramatically changing scientific research and industry and may also hold promise for addr...
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