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A fully automated conversational agent for promoting mental well-being: A pilot RCT using mixed methods

机译:促进精神健康的全自动对话代理:使用混合方法的RCT试点

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摘要

Fully automated self-help interventions can serve as highly cost-effective mental health promotion tools for massive amounts of people. However, these interventions are often characterised by poor adherence. One way to address this problem is to mimic therapy support by a conversational agent. The objectives of this study were to assess the effectiveness and adherence of a smartphone app, delivering strategies used in positive psychology and CBT interventions via an automated chatbot (Shim) for a non-clinical population — as well as to explore participants' views and experiences of interacting with this chatbot. A total of 28 participants were randomized to either receive the chatbot intervention (n = 14) or to a wait-list control group (n = 14). Findings revealed that participants who adhered to the intervention (n = 13) showed significant interaction effects of group and time on psychological well-being (FS) and perceived stress (PSS-10) compared to the wait-list control group, with small to large between effect sizes (Cohen's d range 0.14–1.06). Also, the participants showed high engagement during the 2-week long intervention, with an average open app ratio of 17.71 times for the whole period. This is higher compared to other studies on fully automated interventions claiming to be highly engaging, such as Woebot and the Panoply app. The qualitative data revealed sub-themes which, to our knowledge, have not been found previously, such as the moderating format of the chatbot. The results of this study, in particular the good adherence rate, validated the usefulness of replicating this study in the future with a larger sample size and an active control group. This is important, as the search for fully automated, yet highly engaging and effective digital self-help interventions for promoting mental health is crucial for the public health.
机译:全自动自助干预措施可以作为针对大量人群的极具成本效益的精神健康促进工具。但是,这些干预措施通常以依从性差为特征。解决此问题的一种方法是模仿对话代理对治疗的支持。这项研究的目的是评估智能手机应用程序的有效性和遵循性,通过针对非临床人群的自动聊天机器人(Shim)提供用于积极心理学和CBT干预的策略,并探讨参与者的观点和经验与该聊天机器人进行交互的过程。共有28名参与者被随机分配接受聊天机器人干预(n = 14)或等待列表对照组(n = 14)。研究结果表明,与等待列表对照组相比,坚持干预的参与者(n = 13)显示组和时间对心理健康(FS)和感知压力(PSS-10)的显着交互作用。效应大小之间的差异较大(Cohen的d范围为0.14–1.06)。此外,参与者在为期2周的干预期间表现出很高的参与度,整个期间的平均开放应用程序比率为17.71倍。与诸如Woebot和Panoply应用之类的其他声称具有高度吸引力的全自动干预研究相比,该研究要高。定性数据揭示了据我们所知以前尚未发现的子主题,例如聊天机器人的审核格式。这项研究的结果,特别是良好的依从率,证实了将来以更大的样本量和一个活跃的对照组来复制这项研究的有用性。这很重要,因为寻求全自动,高度参与和有效的数字自助干预措施以促进心理健康对于公共卫生至关重要。

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