用AI实时分析情绪并自动生成咨询报告，辅助心理辅导全流程
PsyCounAssist: A Full-Cycle AI-Powered Psychological Counseling Assistant System
- 融合语音与心率信号，实时识别情绪变化
- 利用大模型自动生成结构化咨询记录，准确率高
- 支持隐私保护的非侵入式情绪支持，适合临床应用
心理辅导是一个高度个性化且动态的过程，要求治疗师持续监测情绪变化、记录会谈洞察并保持治疗连贯性。本文提出PsyCounAssist，一个专为增强心理辅导实践而设计的全周期AI辅助系统。该系统集成多模态情绪识别技术，结合语音与光电容积脉搏波（PPG）信号，实现精准的实时情感分析；利用大语言模型（LLMs）自动生成结构化会话报告；并提供个性化的AI后续支持。系统部署于基于Android的平板设备上，在真实辅导场景中展现出良好的实用性与灵活性。实验评估验证了基于PPG的情绪分类可靠性，并凸显了该系统在非侵入式、隐私敏感情境下的潜在价值。PsyCounAssist代表了一种伦理且高效的AI融入心理辅导工作流的新范式。
原文摘要 · Abstract (English)
Psychological counseling is a highly personalized and dynamic process that requires therapists to continuously monitor emotional changes, document session insights, and maintain therapeutic continuity. In this paper, we introduce PsyCounAssist, a comprehensive AI-powered counseling assistant system specifically designed to augment psychological counseling practices. PsyCounAssist integrates multimodal emotion recognition combining speech and photoplethysmography (PPG) signals for accurate real-time affective analysis, automated structured session reporting using large language models (LLMs), and personalized AI-generated follow-up support. Deployed on Android-based tablet devices, the system demonstrates practical applicability and flexibility in real-world counseling scenarios. Experimental evaluation confirms the reliability of PPG-based emotional classification and highlights the system's potential for non-intrusive, privacy-aware emotional support. PsyCounAssist represents a novel approach to ethically and effectively integrating AI into psychological counseling workflows.
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