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公众对 COVID-19 后积极老龄化的看法:对 44343 条帖子的无监督机器学习分析。

Public perception on active aging after COVID-19: an unsupervised machine learning analysis of 44,343 posts.

机构信息

School of Foreign Language Studies, Wenzhou Medical University, Wenzhou, Zhejiang, China.

出版信息

Front Public Health. 2024 Mar 7;12:1329704. doi: 10.3389/fpubh.2024.1329704. eCollection 2024.

Abstract

INTRODUCTION

To analyze public perceptions of active aging in China on mainstream social media platforms to determine whether the "14th Five Year Plan for the Development of the Aging Career and Older Adult Care System" issued by the CPC in 2022 has fully addressed public needs.

METHODS

The original tweets posted on Weibo between January 1, 2020, and June 30, 2022, containing the words "aging" or "old age" were extracted. A bidirectional encoder representation from transformers (BERT)-based model was used to generate themes related to this perception. A qualitative thematic analysis and an independent review of the theme labels were conducted by the researchers.

RESULTS

The findings indicate that public perceptions revolved around four themes: (1) health prevention and protection, (2) convenient living environments, (3) cognitive health and social integration, and (4) protecting the rights and interests of the older adult.

DISCUSSION

Our study found that although the Plan aligns with most of these themes, it lacks clear planning for financial security and marital life.

摘要

引言

为了分析中国主流社交媒体平台上公众对积极老龄化的看法,以确定 2022 年中国共产党发布的《“十四五”国家老龄事业发展和养老服务体系规划》是否充分满足了公众的需求。

方法

提取 2020 年 1 月 1 日至 2022 年 6 月 30 日期间微博上发布的包含“老龄化”或“老年”字样的原始推文。使用基于双向编码器表示的转换器(BERT)的模型生成与这种看法相关的主题。研究人员对主题标签进行了定性主题分析和独立审查。

结果

研究结果表明,公众的看法主要集中在四个主题上:(1)健康预防和保护,(2)便捷的生活环境,(3)认知健康和社会融合,以及(4)保护老年人的权益。

讨论

我们的研究发现,尽管该计划符合大多数主题,但它缺乏对财务安全和婚姻生活的明确规划。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2cb0/10956692/be9d4b7325f5/fpubh-12-1329704-g0001.jpg

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