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后疫情时代青年新冠感染人群的自助心理干预—基于GPT-4构建PST聊天机器人

Self-help Psychological Intervention for Young COVID-19-Infected Individuals in the Post-Pandemic Era: Developing a PST Chatbot Based on GPT-4

中文摘要英文摘要

为了帮助青年新冠感染人群在疫情结束后恢复和发展心理健康平衡状态, 我们开发了可以作为现有心理健康资源补充的在线自助心理干预机器人。首先, 我们利用提示工程技术,基于大语言模型GPT-4构建擅长问题解决疗法 (Problem-Solving Therapy, PST)的聊天机器人。然后进行预测试和正式实验 来验证聊天机器人的有效性。预测试的结果表明聊天机器人在与用户的交互过程 中遵守问题解决疗法的核心工作步骤。正式实验的结果显示,PST聊天机器人在 问题识别和问题解决维度上的表现好于普通聊天机器人,说明PST聊天机器人可 以帮助用户更快定位困扰自己的问题和以及制定出可行的问题解决计划。但在关 系质量维度上PST聊天机器人与普通聊天机器人没有差别,也没有在性别和新冠 后遗症这两个因素上发现对两种聊天机器人的评价有差异。说明PST聊天机器人 的人机关系质量没有显著提升,但聊天机器人的普遍可接受性和广泛适用性仍在 实际应用中具有一定优势。研究结果支持大语言模型在创新性实现心理自助干预 方面的可能性。

o assist young people infected with COVID-19 restore and develop a balanced state of mental health after the pandemic, we have developed an online self-help psychological intervention robot that can complement existing mental health resources. First, we utilized prompting engineering techniques to build a chatbot skilled in Problem-Solving Therapy (PST) based on the large language model GPT-4. Then, we conducted pre-testing and formal experiments to verify the effectiveness of the chatbot. The results of the pre-testing indicated that the chatbot followed the core work steps of PST during interactions with users. The results of the formal experiment showed that the PST chatbot performed better than the ordinary chatbot in terms of problem identification and problem-solving dimensions, indicating that the PST chatbot can help users quickly locate the problems that trouble them and develop feasible problem-solving plans. However, there was no difference between the PST chatbot and the ordinary chatbot in terms of relationship quality, and no differences were found in the evaluation of the two chatbots based on gender and post-COVID symptoms. This suggests that the PST chatbot did not significantly improve the quality of human-machine relationships, but the general acceptability and wide applicability of chatbots still have certain advantages in practical applications. The research results support the possibility of using large language models in innovative implementations of psychological self-help interventions.

10.12074/202403.00259V1

神经病学、精神病学科学、科学研究计算技术、计算机技术

自助心理干预GPT4问题解决疗法聊天机器人

Self-help Psychological InterventionGPT-4Problem-Solving TherapyChatbot

.后疫情时代青年新冠感染人群的自助心理干预—基于GPT-4构建PST聊天机器人[EB/OL].(2024-03-18)[2025-04-26].https://chinaxiv.org/abs/202403.00259.点此复制

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