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Evaluating Therabot: A Randomized Control Trial Investigating the Feasibility and Effectiveness of a Generative AI Therapy Chatbot for Depression, Anxiety, and Eating Disorder Symptom Treatment

随机对照试验 焦虑 广泛性焦虑症 重性抑郁障碍 医学 萧条(经济学) 干预(咨询) 心理健康 临床心理学 精神科 心理学 内科学 认知 宏观经济学 经济
作者
Michael V. Heinz,Daniel M. Mackin,Brianna M. Trudeau,Sukanya Bhattacharya,Yinzhou Wang,Haley A. Banta,Abi D. Jewett,Abigail J. Salzhauer,Tess Griffin,Nicholas C. Jacobson
标识
DOI:10.31234/osf.io/pjqmr
摘要

Background:Chatbots powered by generative AI (Gen-AI) hold promise for building highly personalized, effective mental health treatments at scale, while also addressing existing user engagement and retention issues common among digital therapeutics. We present the first RCT testing an expert-fine-tuned Gen-AI-powered chatbot, Therabot, for mental health treatment.Methods:Participants (N=210) were randomized to a four-week Therabot intervention (N=106) or waitlist control (WLC; N=104). Subjects were clinically stratified into major depressive disorder (MDD), generalized anxiety disorder (GAD), or clinically high risk feeding and eating disorder (CHR-FED) groups using baseline symptom severity. Primary outcomes included disorder-specific symptom changes from baseline to four and eight weeks. Secondary outcomes included user engagement, acceptability, and therapeutic alliance. Cumulative link mixed models examined differential changes pre- to post-intervention and from pre-intervention to follow-up, between the Therabot and WLC groups.Results:The Therabot group showed large and significantly greater reductions in MDD (d = 0.845-0.903), GAD (d = 0.794-0.840), and CHR-FED (d = 0.627-0.819) symptoms relative to controls at post-intervention and follow-up. Therabot was well received and well-utilized (average use >6 hours), and participants rated the therapeutic alliance comparable to human therapists.Conclusions:This is the first RCT demonstrating the effectiveness of a fully Gen-AI therapy chatbot for treating mental health disorders. Results are promising for MDD, GAD, and CHR-FED symptom reduction. Participants were engaged with Therabot, reported exceptional therapeutic alliance, and rated the intervention highly. Fine-tuned Gen-AI chatbots are a feasible method for creating scalable, personalized interventions in mental health.
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