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◇ medRxiv2026-08-27· psychiatry and clinical psychology

Neural, Behavioral, and Clinical Outcomes of a Voice-based AI Coach for Depression and Anxiety: A Phase 2 Randomized Trial

T. G. Kannampallil, O. Ajilore, J. M. Smyth, A. Barve, C. R. Ronneberg, N. Lv, V. Kumar, C. Garcia, G. Aborisade, N. E. Wittels, Z. Tang, B. Chinnakotla, L. Xiao, J. Ma

原始摘要(英文原文)· Original abstract
Importance: Artificial Intelligence (AI) voice-based chatbots may improve access to evidence-based psychotherapy for depression and anxiety, but their therapeutic mechanisms and outcomes are largely unknown. Objective: To investigate the mechanisms and potential efficacy of Lumen, an AI voice-based coach delivering problem-solving treatment (PST), among adults with untreated, clinically significant depression and/or anxiety. Design: Phase 2, 3-arm randomized clinical trial. Setting: A public university and affiliated medical center in Chicago, Illinois. Participants: Adults with a Patient Health Questionnaire-9 score of 10-19 and/or a Generalized Anxiety Disorder Scale score of 10-14 were randomized to Lumen-coached PST (n=100), human-coached PST (n=50), or waitlist control (n=50). Interventions: PST was delivered in 4 weekly sessions followed by 4 biweekly sessions, by Lumen - a custom-developed, rule-based AI application on Amazon's Alexa platform - or by a human coach via videoconferencing. Main Outcome(s) and Measure(s): The primary mechanistic outcome was change in right dorsolateral prefrontal cortex (dlPFC) activation for cognitive control, assessed with functional neuroimaging. Secondary outcomes were patient-reported, theory-based behavioral targets (e.g., problem-solving) and clinical symptoms (e.g., psychological distress). Results: Among 200 participants (mean (SD) age, 36.6 (11.9) years; 77% women; 25% Black American; 28% Latino), change from baseline in right dlPFC activity at 18 weeks did not differ significantly by treatment arm. Compared with waitlist control, Lumen-coached participants had significantly greater improvements from baseline to 18 weeks in overall problem-solving ability (mean difference, 1.04; 95% CI, 0.23 to 1.84]) and psychological distress (mean difference, -3.56; 95% CI -5.69 to -1.43) due to depressive and anxiety symptoms. Lumen- and human-coached PST did not differ significantly on either measure. One serious adverse event (hospitalization), unrelated to this study, was reported. Conclusions and Relevance: In this phase 2 experimental-therapeutics RCT, neither AI- nor human-coached PST significantly engaged the prespecified neural target for cognitive control. However, both interventions improved patient-reported problem-solving and psychological distress relative to waitlist control, providing exploratory evidence of a non-neural candidate mechanism and a clinical signal warranting future testing. Trial Registration: clinicaltrials.gov, NCT05603923
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Neural, Behavioral, and Clinical Outcomes of a Voice-based AI Coach for Depression and Anxiety: A Phase 2 Randomized Trial — 科研速览 Science Skim