基于语音的教练使用人工智能对心理痛苦的影响和机制:第二阶段随机试验
medRxiv : the preprint server for health sciences
|January 8, 2026
概括
人工智能 (AI) 语音辅导有效地减少了与等候名单对照相比,中度抑郁和/或焦虑的成年人的心理痛苦. 人工智能驱动的解决问题治疗 (PST) 显示了与人类辅导相似的结果,表明了可行的新治疗选择.
科学领域:
- 数字健康和心理健康 医疗保健
- 临床应用中的人工智能
- 精神病学和行为科学
背景情况:
- 人工智能 (AI) 语音应用程序在治疗抑郁症和焦虑症方面表现有前途,但它们的治疗效果尚未得到充分证实.
- 需要为未经治疗的中度抑郁症和/或焦虑症患者探索新的,可访问的治疗方式.
研究的目的:
- 评估Lumen的有效性和潜在机制,这是一个由AI驱动的语音教练,提供解决问题的治疗 (PST).
- 为了比较Lumen-coached PST与人类-coached PST和等候名单对照组在中度抑郁和/或焦虑的成年人中.
主要方法:
- 一个2期,3臂随机临床试验,涉及200名中度抑郁和/或焦虑的成年参与者.
- 参与者被分配到Lumen训练的PST,人类训练的PST或等候名单控制.
- 通过人工智能语音应用程序或人类视频会议在8周内提供PST;在18周后使用医院焦虑和抑郁量表和解决问题能力的措施评估结果.
主要成果:
- 与等候名单对照组相比,Lumen-coached PST显著减少了心理痛苦,抑郁和焦虑症状 (Cohen 的d=0.49,0.19和0.61).
- 在Lumen-coached和人类-coached PST之间没有发现任何症状减轻的统计学上显著差异.
- 这两种辅导方法都提高了解决问题的能力和负面的问题导向,与减少心理痛苦和焦虑相关.
结论:
- 人工智能驱动的语音辅导提供PST (Lumen) 似乎是适度抑郁和/或焦虑的可行治疗选择.
- 通过第三期试验进一步证实临床疗效是有必要的.
- 人工智能语音辅导提供了一个潜在的可扩展的解决方案,以解决未满足的心理健康治疗需求.
相关概念视频
Modeling in Therapy
377
Modeling, a key technique in therapy, uses observational learning to help clients acquire and practice new skills by watching therapists demonstrate desired behaviors. This approach, rooted in Albert Bandura's concept of vicarious learning, plays a significant role in therapeutic interventions for various psychological conditions, including social anxiety, ADHD, and depression.
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
Participant Modeling
Participant modeling involves therapists demonstrating calm and effective behaviors in...
377
Treatment Strategies for Psychological Disorders
705
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
705
Psychological Responses to Stress
472
Psychological responses to stress encompass the various cognitive and emotional reactions individuals experience when faced with challenging or threatening situations, such as a job loss. Prolonged exposure to stressors can disturb emotional balance, increasing negative emotions (e.g., anxiety and sadness) and diminishing positive emotions (e.g., joy and satisfaction). These persistent emotional shifts are associated with an increased risk of both physical illness and mental health issues, such...
472

