论文标题

认知行为疗法的局部动态模式

Local dynamic mode of Cognitive Behavioral Therapy

论文作者

Ardulov, Victor, Creed, Torrey A., Atkins, David C., Narayanan, Shrikanth

论文摘要

为了增加最脆弱和边缘化社区的心理健康平衡,重要的是要增加获得高质量治疗师的机会。满足这些需求的一个方面是,在与客户互动时向临床医生提供及时的反馈,这种方式也与他们所拥有的特定客户和互动相关。动态系统提供了一个框架,可以通过该框架来分析相互作用。本工作将这些方法应用于自动心理治疗师评估认知行为疗法(CBT)的领域。我们的方法从简短的对话窗口中提取本地动态模式,并学会将观察到的动态与CBT能力相关联。结果证明了该范式的价值,并概述了这些方法可用于研究和改善治疗策略的方式。

In order to increase mental health equity among the most vulnerable and marginalized communities, it is important to increase access to high-quality therapists. One facet of addressing these needs, is to provide timely feedback to clinicians as they interact with their clients, in a way that is also contextualized to specific clients and interactions they have had. Dynamical systems provide a framework through which to analyze interactions. The present work applies these methods to the domain of automated psychotherapist evaluation for Cognitive Behavioral Therapy (CBT). Our methods extract local dynamic modes from short windows of conversation and learns to correlate the observed dynamics to CBT competence. The results demonstrate the value of this paradigm and outlines the way in which these methods can be used to study and improve therapeutic strategies.

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