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大模型视域下研究生心理危机预警机制的构建与应用实践

The Construction and Practice Exploration of Post-graduate Psychological Crisis Warning Mechanism from the Perspective of Large Model
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摘要 本文探讨基于大模型的研究生心理危机预警机制的构建,强调大数据分析和算法模型的关键应用。通过分析研究生的学习行为、作息时间和消费习惯等行为数据,预测是否存在心理压力和适应问题。在数据处理方面,采取了匿名化处理、加密和访问权限控制等措施,以保护研究生的隐私和数据安全。需要考虑有效的数据收集方法、合适的数据分析模型、机器学习和人工智能技术的结合,以及建立有效的预警机制。研究生心理健康预警系统和社交媒体数据分析与预警,是重要的应用领域。通过分析研究生的行为数据和社交媒体数据,可以预测心理问题的风险并及时进行干预。构建研究生心理危机预警机制需要多方面的数据支持和正确的分析方法,以保护隐私和数据安全,提高预测的准确性和干预效果,促进研究生心理健康的全面发展。 This paper discusses the construction of post-graduate psychological crisis warning mechanism based on the perspective of large model,and emphasizes the key application of big data analysis and algorithm model.By analyzing behavioral data such as students'learning behavior,rest time and consumption habits,it can predict whether there is psychological stress and adjustment problems.In terms of data processing,measures such as anonymization,encryption and access control are adopted to protect students'privacy and data security.In addition,there is a need to consider effective data collection methods,appropriate data analysis models,the combination of machine learning and artificial intelligence technologies,and the establishment of effective early warning mechanisms.College students'mental health early warning system and social media data analysis and early warning are important application fields.By analyzing students'behavioral data and social media data,it is possible to predict the risk of psychological problems and intervene in a timely manner.The establishment of post-graduate psychological crisis early warning mechanism needs various data support and correct analysis methods to protect privacy and data security,improve prediction accuracy and intervention effect,and promote the overall development of mental health.
作者 苏宝 陆媛斌 刘曦瞳 Su Bao;Lu Yuanbin;Liu Xitong(School of Education,Guangxi Normal University;Student Affairs Department,Guangxi Science and&Technology Normal University;College Student Psychological Health Education Center,Guangxi Normal University)
出处 《教书育人(高教论坛)》 2024年第7期76-83,共8页
基金 2021年广西研究生教育创新计划项目“新时代‘三全育人’背景下西部少数民族地区师范类高校研究生心理危机预警机制研究与实践”(JGY2021035)。
关键词 大模型 研究生 心理危机 预警机制 Large-scale modes graduate students psychological crisis early warning mechanism
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