基于LDA主题模型的我国养老服务政策文本分析
CSTR:
作者:
作者单位:

1.安徽中医药大学医药经济管理学院,2.数据科学与中医药创新发展安徽省哲学社会科学重点实验室,安徽 合肥 230012

作者简介:

李秀平(1997—),女,安徽太和人,硕士研究生在读,研究方向为社会医学与卫生事业管理;

通讯作者:

中图分类号:

基金项目:

安徽省高校人文社科重大项目“中医药助力大黄山国际休闲度假旅游目的地建设对策研究”(2022AH040070);安徽省教育厅新时代育人质量工程项目“公共管理理论前沿”(2023szsfkc086);安徽省高校协同创新项目“安徽中医药数据集成与治理研究”(GXXT-2022-095);安徽中医药大学专项项目“中医药文化与大思政课双向联动的理论逻辑与实践进路”(2022AH010038-1)


Text analysis of China’s senior care service policy based on LDA topic modeling
Author:
Affiliation:

1.School of Medical Economics and Management,2.Key Laboratory of Data Science and Innovation Development of TraditionalChinese Medicine,Philosophy and Social Sciences of Anhui Province,Anhui University of Traditional Chinese Medicine,Hefei 230012 ,China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    随着人口老龄化程度不断加深,养老服务相关政策不断出台,政策的重点也在随时代调整。文章选取2015—2025年与养老服务相关的政策文本,运用隐含狄利克雷分布(latent Dirichlet allocation,LDA)主题模型,抓取44份政策文本内容的核心内容进行热点主题识别并分类,深入分析我国养老服务政策的发展方向和趋势,揭示政策发布状况及主题特征。最终形成七个热点主题, 关键词聚焦“健康”“社区”“社会”“鼓励”等内容,分别划归为养老服务供给、养老产业和基本养老服务三大类主题。研究表明,养老服务应建立多层次养老体系,加强服务供给监管;丰富产业形式,实现全要素发展;提高供给与需求的匹配度,保障基本养老服务三方面不断前行,助力我国养老服务事业高质量发展。

    Abstract:

    With the deepening of population aging,policies related to senior care services have been successively introduced,and the focus of policies has been adjusted with the times. This paper selects 44 policy texts related to senior care service issued from 2015 to 2025 as samples,and applies the Latent Dirichlet Allocation (LDA)topic model to capture the core themes of the selected policy texts for hot topic identification and classification. This paper aims to conduct an in-depth analysis of the development direction and trend of the Chinese government in the supply of senior care service,revealing the release patterns and theme characteristics of these policies. 7 key themes were formed in the analysis,with keywords focusing on“health”“community”“society” “encouragement”and other contents,which were divided into three categories:senior care service supply,senior care industry and basic senior care service. It is concluded that the senior care service should advance in three key areas,including establishing a multi-level care system and strengthening service supply supervision;diversifying the industrial form to promote a comprehensive development of senior care;and improving the compatibility between supply and demand to ensure the long-term progress of basic senior care service. As a result,these measures will contribute to the high-quality development of China’s senior care system.

    参考文献
    相似文献
    引证文献
引用本文

李秀平,张静.基于LDA主题模型的我国养老服务政策文本分析[J].南京医科大学学报(社会科学版),2025,(5):439~445

复制
分享
相关视频

文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2025-07-11
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2025-10-31
  • 出版日期:
文章二维码
关闭