{"title":"比较人工智能聊天机器人和人类心理治疗师在在线心理健康支持中的感知同理心和干预策略","authors":"Refael Yonatan-Leus, Hadas Brukner","doi":"10.1002/capr.12832","DOIUrl":null,"url":null,"abstract":"<div>\n \n \n <section>\n \n <h3> Background</h3>\n \n <p>Given the growing potential of artificial intelligence (AI) to enhance therapeutic interventions and work with a large number of people, it is crucial to understand AI's differences, advantages and limitations compared with human therapists.</p>\n </section>\n \n <section>\n \n <h3> Methodology</h3>\n \n <p>This study compared an AI chatbot's and human psychotherapists' capabilities in responding to mental health enquiries in an online forum. One hundred and fifty questions from a Reddit forum, where qualified therapists provide mental health support, were selected. Each question received two responses: one from a human therapist and one generated by AI. These 300 responses were coded and compared based on empathy indices and psychological intervention types.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>The results indicated that AI scored significantly higher in perspective-taking (<i>V</i> = 12,957, <i>p</i> < .001, <i>r</i> = .53) and empathic concern (<i>V</i> = 17,400, <i>p</i> < .001, <i>r</i> = .60). AI was more likely to use supportive interventions (42.2% vs. 21.8%) and slightly more likely to aim for insight-driven change (6.41% vs. 4.57%). In contrast, human therapists were more inclined to provide advice and information (47.84% vs. 39.81%), explore dysfunctional patterns (19.95% vs. 10.29%) and ask clarifying questions (4.09% vs. 0.97%). A chi-squared test confirmed significant differences between the intervention types used by AI and human therapists (χ<sup>2</sup>[8, <i>N</i> = 300] = 67.80, <i>p</i> < .001).</p>\n </section>\n \n <section>\n \n <h3> Discussion</h3>\n \n <p>These findings highlight AI's potential for basic perceived empathic support, especially in administrative tasks and therapist training. However, the study's scope is limited to single interactions, without the consideration of the nuanced communication available to human therapists through speech, facial expressions and body language.</p>\n </section>\n </div>","PeriodicalId":46997,"journal":{"name":"Counselling & Psychotherapy Research","volume":"25 1","pages":""},"PeriodicalIF":1.2000,"publicationDate":"2024-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comparing perceived empathy and intervention strategies of an AI chatbot and human psychotherapists in online mental health support\",\"authors\":\"Refael Yonatan-Leus, Hadas Brukner\",\"doi\":\"10.1002/capr.12832\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n \\n <section>\\n \\n <h3> Background</h3>\\n \\n <p>Given the growing potential of artificial intelligence (AI) to enhance therapeutic interventions and work with a large number of people, it is crucial to understand AI's differences, advantages and limitations compared with human therapists.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Methodology</h3>\\n \\n <p>This study compared an AI chatbot's and human psychotherapists' capabilities in responding to mental health enquiries in an online forum. One hundred and fifty questions from a Reddit forum, where qualified therapists provide mental health support, were selected. Each question received two responses: one from a human therapist and one generated by AI. These 300 responses were coded and compared based on empathy indices and psychological intervention types.</p>\\n </section>\\n \\n <section>\\n \\n <h3> Results</h3>\\n \\n <p>The results indicated that AI scored significantly higher in perspective-taking (<i>V</i> = 12,957, <i>p</i> < .001, <i>r</i> = .53) and empathic concern (<i>V</i> = 17,400, <i>p</i> < .001, <i>r</i> = .60). AI was more likely to use supportive interventions (42.2% vs. 21.8%) and slightly more likely to aim for insight-driven change (6.41% vs. 4.57%). In contrast, human therapists were more inclined to provide advice and information (47.84% vs. 39.81%), explore dysfunctional patterns (19.95% vs. 10.29%) and ask clarifying questions (4.09% vs. 0.97%). A chi-squared test confirmed significant differences between the intervention types used by AI and human therapists (χ<sup>2</sup>[8, <i>N</i> = 300] = 67.80, <i>p</i> < .001).</p>\\n </section>\\n \\n <section>\\n \\n <h3> Discussion</h3>\\n \\n <p>These findings highlight AI's potential for basic perceived empathic support, especially in administrative tasks and therapist training. 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引用次数: 0
摘要
鉴于人工智能(AI)在增强治疗干预和与大量人群合作方面的潜力越来越大,了解AI与人类治疗师相比的差异、优势和局限性至关重要。本研究比较了人工智能聊天机器人和人类心理治疗师在在线论坛上回答心理健康问题的能力。从Reddit论坛中选出了150个问题,合格的治疗师在那里提供心理健康支持。每个问题都有两个答案:一个来自人类治疗师,另一个由人工智能生成。根据共情指数和心理干预类型对300份问卷进行编码和比较。结果人工智能在换位思考方面得分显著高于人工智能(V = 12,957, p <)。001年,r = 53)和移情的担忧(V = 17400, p & lt;。001, r = 0.60)。人工智能更有可能使用支持性干预措施(42.2%对21.8%),更有可能以洞察力驱动的变革为目标(6.41%对4.57%)。相比之下,人类治疗师更倾向于提供建议和信息(47.84%对39.81%),探索功能障碍模式(19.95%对10.29%),并提出澄清性问题(4.09%对0.97%)。卡方检验证实人工智能和人类治疗师使用的干预类型之间存在显著差异(χ2[8, N = 300] = 67.80, p < .001)。这些发现强调了人工智能在基本感知共情支持方面的潜力,特别是在管理任务和治疗师培训方面。然而,这项研究的范围仅限于单一的互动,没有考虑到人类治疗师通过言语、面部表情和肢体语言进行的细微交流。
Comparing perceived empathy and intervention strategies of an AI chatbot and human psychotherapists in online mental health support
Background
Given the growing potential of artificial intelligence (AI) to enhance therapeutic interventions and work with a large number of people, it is crucial to understand AI's differences, advantages and limitations compared with human therapists.
Methodology
This study compared an AI chatbot's and human psychotherapists' capabilities in responding to mental health enquiries in an online forum. One hundred and fifty questions from a Reddit forum, where qualified therapists provide mental health support, were selected. Each question received two responses: one from a human therapist and one generated by AI. These 300 responses were coded and compared based on empathy indices and psychological intervention types.
Results
The results indicated that AI scored significantly higher in perspective-taking (V = 12,957, p < .001, r = .53) and empathic concern (V = 17,400, p < .001, r = .60). AI was more likely to use supportive interventions (42.2% vs. 21.8%) and slightly more likely to aim for insight-driven change (6.41% vs. 4.57%). In contrast, human therapists were more inclined to provide advice and information (47.84% vs. 39.81%), explore dysfunctional patterns (19.95% vs. 10.29%) and ask clarifying questions (4.09% vs. 0.97%). A chi-squared test confirmed significant differences between the intervention types used by AI and human therapists (χ2[8, N = 300] = 67.80, p < .001).
Discussion
These findings highlight AI's potential for basic perceived empathic support, especially in administrative tasks and therapist training. However, the study's scope is limited to single interactions, without the consideration of the nuanced communication available to human therapists through speech, facial expressions and body language.
期刊介绍:
Counselling and Psychotherapy Research is an innovative international peer-reviewed journal dedicated to linking research with practice. Pluralist in orientation, the journal recognises the value of qualitative, quantitative and mixed methods strategies of inquiry and aims to promote high-quality, ethical research that informs and develops counselling and psychotherapy practice. CPR is a journal of the British Association of Counselling and Psychotherapy, promoting reflexive research strongly linked to practice. The journal has its own website: www.cprjournal.com. The aim of this site is to further develop links between counselling and psychotherapy research and practice by offering accessible information about both the specific contents of each issue of CPR, as well as wider developments in counselling and psychotherapy research. The aims are to ensure that research remains relevant to practice, and for practice to continue to inform research development.