We present the TherapyView, a demonstration system to help therapists visualize the dynamic contents of past treatment sessions, enabled by the state-of-the-art neural topic modeling techniques to analyze the topical tendencies of various psychiatric conditions and deep learning-based image generation engine to provide a visual summary. The system incorporates temporal modeling to provide a time-series representation of topic similarities at a turn-level resolution and AI-generated artworks given the dialogue segments to provide a concise representations of the contents covered in the session, offering interpretable insights for therapists to optimize their strategies and enhance the effectiveness of psychotherapy. This system provides a proof of concept of AI-augmented therapy tools with e in-depth understanding of the patient's mental state and enabling more effective treatment.

翻译：我们展示了“治疗观察”这个示范系统,帮助治疗师对以往治疗过程的动态内容进行视觉分析,该系统借助于最新神经学专题模型技术,分析各种精神状况的热门趋势,以及深刻学习的图像生成引擎,以提供视觉摘要;该系统包括时间模型,以在转折层次的分辨率上提供时间序列的相似性;以及AI产生的艺术作品,因为对话部分可以提供对治疗过程内容的简明描述,为治疗师提供可解释的洞见,以优化其战略并提高心理治疗的有效性;该系统提供了对病人精神状态有深入电子理解的人工强化治疗工具概念的证明,并使更有效的治疗成为可能。