青少年心理危机量表的项目自动生成：基于生成式人工智能和RAG技术
utomatic item generation of adolescent psychological crisis scale: based on generative artificial intelligence and RAG technology
目的 本研究旨在基于生成式人工智能和RAG技术实现青少年心理危机量表的项目自动生成。<br />方法 为实现这一目标，本文采用RAG的开源框架-FastGPT，以心理咨询领域的语料库为基础构建知识库。通过文献搜集和两种项目自动生成技术的混合设计成问卷条目。<br />结果 问题集的有效性和适用性能够得到较好的验证。<br />局限 基于生成式人工智能和RAG技术的实现量表的项目自动生成的实际应用效果仍需进一步的实证检验。<br />结论 该方法为青少年心理危机的早期识别与及时干预提供了有力的科学工具。
Objective The purpose of this study is to realize the automatic generation of items of adolescent psychological crisis scale based on generative artificial intelligence and RAG technology. <br />Methods In order to achieve this goal, this paper adopts RAGs open source framework -FastGPT to build a knowledge base based on the corpus in the field of psychological counseling. The questionnaire items were designed by a mixture of literature collection and two automatic item generation techniques.<br />Results The validity and applicability of the problem set can be well verified.<br />Limitations The practical application effect of the scale automatic generation based on generative artificial intelligence and RAG technology still needs further empirical test.<br />Conclusions This method provides a powerful scientific tool for early identification and timely intervention of adolescent psychological crisis.
科学、科学研究计算技术、计算机技术自动化技术、自动化技术设备
青少年心理危机项目自动生成生成式人工智能RAG技术
dolescent psychological crisisgenerative artificial intelligenceAutomatic Item GenerationRetrieval Augmented Generation
.青少年心理危机量表的项目自动生成：基于生成式人工智能和RAG技术[EB/OL].(2024-06-24)[2025-08-02].https://chinaxiv.org/abs/202406.00361.点此复制
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