人工智能聊天机器人与心理治疗:天作之合?

Huzaifa Saqib, None Sumyia, None Alizeh Saqib
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摘要

亲爱的编辑:人工智能(AI)正在通过解决心理治疗的不可接近性而彻底改变心理治疗人工智能聊天机器人和会话代理是精神病学和心理学中最有前途的结合。通过利用机器学习和人工智能的力量(图1),人工智能聊天机器人和对话代理可以提供以前在心理健康领域无法实现的互动和支持。在这封信中,我将探讨其中的一些好处。聊天机器人已经从早期的ELIZA(一种可编程的自然语言处理程序)和PARRY(一种模仿精神分裂症患者行为的程序)发展到现代的Woebot、Tess和Replika(分别提供认知行为治疗、会话和自我理解)。一些聊天机器人,如Kaspar和Nao,也体现在物理机器人中,帮助患有自闭症谱系障碍(ASD)的儿童学习社交技能和面部识别。人工智能聊天机器人可以解决精神卫生保健方面的挑战,比如专业人员短缺,尤其是在不发达国家;在许多文化中普遍存在的寻求帮助的耻辱;治疗费用,这对许多人来说可能是令人望而却步的;还有人类治疗师的局限性,他们的注意力持续时间,对细节的注意力和记忆能力都是不同的。人工智能聊天机器人还可以提供诸如可访问性、匿名性、个性化和有效性等好处。研究表明,人工智能聊天机器人可以通过各种方式改善心理健康患者的治疗结果和体验,比如通过机器人“治疗师”提高自闭症患者的表现,增加他们对聊天机器人的敏感信息披露,以及减少他们在与对话代理谈论问题后的痛苦。人工智能聊天机器人对心理健康的好处是显而易见的。然而,它们也面临着许多限制其可用性和可靠性的挑战。他们可能缺乏人类治疗师的情感技能,也可能无法对他们的诊断和建议负责。它们也可能不是基于可靠的心理健康知识和证据,因为技术公司可能在这一领域没有专门知识和经验。因此,科技公司和心理健康专家必须合作,采用理性的方法来开发和评估聊天机器人。只有这样,聊天机器人才能充分发挥其潜力,并安全、合乎道德地补充现有的心理健康服务。
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AI Chatbots and Psychotherapy: A Match Made in Heaven?
Dear Editor, Artificial Intelligence (AI) is revolutionizing psychotherapy by combating its inaccessibility.1 AI chatbots and conversational agents are among the most promising integrations in psychiatry and psychology. By harnessing the power of machine learning and artificial intelligence (Figure I), AI chatbots and conversational agents can provide a level of interaction and support previously unattainable in the landscape of mental health. In this letter, I will explore some of their numerous benefits. Chatbots have evolved from early examples such as ELIZA, a programmable natural language processing program, and PARRY, a program that mimicked the behaviour of a human with schizophrenia, to modern ones such as Woebot, Tess, and Replika, which offer cognitive behavioural therapy, sessions, and self-understanding, respectively. Some chatbots such as Kaspar and Nao are also embodied in physical robots, which help children with autism spectrum disorder (ASD) learn social skills and facial recognition. AI chatbots can address the challenges of mental health care, such as the shortage of professionals2, especially in underdeveloped countries; the stigma of seeking help, which is prevalent in many cultures; the cost of therapy, which can be prohibitive for many people; and the limitations of human therapists, who can have variable attention spans, attention-to-detail, and memory capacities. AI chatbots can also offer benefits such as accessibility, anonymity, personalization, and effectiveness. Studies have shown that AI chatbots can improve the outcomes and experiences of mental health patients in various ways, such as enhancing the performance of those with ASD with robotic "therapists"1, increasing their disclosure of sensitive information to chatbots2, and reducing their distress after talking about their problems with conversational agents3. The benefits of AI chatbots for mental health are clear. However, they also face many challenges that limit their usability and reliability. They may lack the emotional skills of human therapists and may not be accountable for their diagnoses and recommendations. They may also not be based on sound mental health knowledge and evidence, as technology companies may not have expertise and experience in this field. Therefore, technology companies and mental health professionals must collaborate and adopt a rational approach to develop and evaluate chatbots. Only then can chatbots realize their full potential and complement existing mental health services safely and ethically.
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