Bot to the Rescue? Effects of a Fully Automated Conversational Agent on Anxiety and Depression: A Randomized Controlled Trial

Gutu Sm, Cosmoiu A, Cojocaru D, Turturescu D, Popoviciu Cm, Giosan C
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Abstract

Web-based conversational agents powered by Artificial Intelligence (AI) and rooted in cognitive-behavioral therapy have been proven efficacious in alleviating the symptoms of anxiety and depression, when compared to passive controls. However, the benefits of a fully automated agent vs. active controls have not yet been examined. Furthermore, the potential impact of such interventions on the transdiagnostic factors underlying anxiety and depression is not known. To elucidate this, 95 adults were randomized to receive (1) a 2-week intervention with an AI-powered chatbot (Woebot) (n=39) or (2) regular psychoeducational materials (n=54). In completers’ analyses, significant main effects of time were obtained for one of the primary outcomes, anxiety, and for the secondary outcomes, transdiagnostic factors, with both groups showing decreased anxiety and intolerance of uncertainty and increased rumination, selfcompassion, guilt and shame. No group by time interaction effects were found for either of the primary outcomes, depression and anxiety, or for the secondary outcomes. Intent-to-Treat analyses also revealed no significant effects of group on the primary or secondary outcomes. Our findings point to the necessity of further research to better understand the areas where chatbots might bring benefits superior to those obtained through simple and inexpensive strategies.
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谁来救援?全自动对话代理对焦虑和抑郁的影响:一项随机对照试验
与被动控制相比,以人工智能(AI)为动力、基于认知行为疗法的基于网络的会话代理已被证明在缓解焦虑和抑郁症状方面有效。然而,完全自动化代理与主动控制的优势尚未得到检验。此外,这些干预措施对潜在的焦虑和抑郁的跨诊断因素的潜在影响尚不清楚。为了阐明这一点,95名成年人随机接受(1)人工智能聊天机器人(Woebot) (n=39)或(2)常规心理教育材料(n=54)的2周干预。在完成者的分析中,时间对主要结果之一焦虑和次要结果跨诊断因素产生了显著的主要影响,两组都表现出焦虑和对不确定性的不耐受减少,反思、自我同情、内疚和羞耻增加。在主要结局(抑郁和焦虑)或次要结局中,均未发现按时间分组的相互作用效应。意向治疗分析也显示各组对主要或次要结局没有显著影响。我们的研究结果表明,有必要进行进一步的研究,以更好地了解聊天机器人在哪些领域可能带来比通过简单而廉价的策略获得的好处更好的好处。
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