描述一个框架,用于评估基于生成的人工智能的对话代理,用于心理健康
C Desage1, T Patterson1, Y Wu1
1Palo Alto University, Children and Adolescents Psychotherapy and Technology Lab, Palo Alto, CA, USA.
Psychiatry research
|December 18, 2025
概括
生成型人工智能 (AI) 聊天机器人在心理健康护理方面表现有前途. 虽然人工智能表现出高治疗效率,但人类治疗师在治疗常见因素方面仍然表现出色,这表明人工智能需要改进的领域.
科学领域:
- 心理健康技术 心理健康技术
- 医疗保健中的人工智能
- 心理治疗研究 心理治疗研究
背景情况:
- 基于生成人工智能 (AI) 的对话代理 (CA) 提供了增加获得心理健康服务的潜在解决方案.
- 该研究解决了评估AI在治疗环境中的质量和有效性的需要.
研究的目的:
- 实施和评估Thera图灵测试,作为评估心理健康中的AI对话代理的框架.
- 将人类治疗师的对话质量与AI CA (Pat) 在提供特定治疗干预方面进行比较.
主要方法:
- 分析了两种类型的治疗对话 (心理教育和特殊时间).
- 一名AI CA (Pat) 和一名人类治疗师通过书面在线对话进行了干预.
- 研究生心理学学生使用Thera图灵测试评估对话,评估治疗忠诚度和常见的治疗因素.
主要成果:
- 人类治疗师和AI CA (Pat) 均实现了高治疗忠实度得分 (分别为94.44%和86%).
- 与AI CA (Pat) 相比,人类治疗师在常见的治疗因素中得分更高 (90.80%).
结论:
- 在初步评估中,AI CA与人类治疗师的治疗忠诚度相当高.
- 人工智能CA需要进一步发展,以与人类治疗师相匹配,促进共同的治疗因素.
- 泰拉图灵测试是评估人工智能在心理健康方面的质量和指导未来改进的宝贵工具.
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