基于LDA主题模型的网络问答社区肠造口 患者健康信息需求分析
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女,硕士在读,学生

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武汉护理学会科研项目(WHHL202213)


Analysis on health information needs of enterostomy patients based on LDA theme model
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    摘要:

    目的 分析网络问答社区中肠造口患者的健康信息需求特征,为制订个性化健康教育与护理干预策略提供参考。方法 采用网络爬虫技术,从网络问答社区获取与肠造口相关的网络问答数据。运用隐含狄利克雷分布主题模型提取潜在主题,并结合生存-关系-成长需求理论将主题归类。结果 共纳入有效文本17 449条,识别11个主题,其中生存需求占比42.35%,主要涉及并发症预防、长期健康管理、造口护理基础、症状识别与应对、术后饮食护理;关系需求占比36.07%,包括医疗团队支持、家庭社会支持、疾病认知沟通、疾病理解接纳;成长需求占比21.58%,涵盖术后身份重构与经验分享回馈。结论 患者健康信息需求呈现生存、关系、成长三类需求并存的特点。护理人员应关注患者需求的变化,既满足显性生存需求,也重视关系和成长需求的支持与引导,从而提升患者生活质量和自我管理能力。

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    Objective To analyze the characteristics of health information needs among enterostomy patients within online question-and-answer (Q&A) communities, providing a scientific basis for developing personalized health education and nursing intervention strategies. Methods Web crawler technology was employed to retrieve data related to enterostomies from online Q&A communities. The Latent Dirichlet Allocation (LDA) topic model was utilized to extract latent themes, which were subsequently categorized based on the Existence-Relatedness-Growth (ERG) theory. Results A total of 17,449 valid text entries were included, from which 11 distinct themes were identified. Existence needs accounted for 42.35% of the data, primarily involving complication prevention, long-term health management, basic stoma care, symptom recognition and management, and postoperative dietary nursing. Relatedness needs represented 36.07%, including medical team support, family and social support, disease cognition and communication, and disease understanding and acceptance. Growth needs comprised 21.58%, covering postoperative identity reconstruction and the sharing of experiences and feedback. Conclusion The health information needs of patients are characterized by the co-existence of existence, relatedness, and growth dimensions. Nursing professionals should monitor shifts in patient requirements, ensuring that while explicit existence needs are met, support and guidance for relatedness and growth needs are also prioritized to enhance patients′ quality of life and self-management capabilities.

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戴梦娜,晏蓉,欧阳燕,王晗文希,李文静,侯梓萱,李素云.基于LDA主题模型的网络问答社区肠造口 患者健康信息需求分析[J].护理学杂志,2026,41(10):18-22

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  • 收稿日期:2025-10-20
  • 最后修改日期:2026-01-11
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  • 在线发布日期: 2026-06-15