在社交媒体中探索公众对息和临终关怀的看法:主题建模和多类情绪分析
1The Research Institute of Nursing Science, Seoul National University, South Korea.
Studies in health technology and informatics
|August 8, 2025
概括
这项研究分析了在韩国关于息护理的在线讨论. 调查结果显示,需要提高公众意识和情感支持,以克服获得基本息和临终关怀服务的障碍.
科学领域:
- 息护理研究 息护理研究
- 数字健康数字健康
- 公共卫生传播 公共卫生传播
背景情况:
- 息护理在严重疾病期间提高了患者的尊严和生活质量.
- 诸如不充分的公众意识等障碍限制了人们获得息治疗和临终关怀服务的机会.
- 在线平台为公众对终身护理的看法提供了洞察力.
研究的目的:
- 从一个受欢迎的韩国在线平台分析公众对息和临终关怀的看法.
- 确定有关息治疗的在线讨论中表达的关键主题和情绪.
- 为改善公众对息治疗的理解和获取改善策略提供信息.
主要方法:
- 利用上下文化主题建模分析了来自Naver Knowledge iN.的9,147个用户生成的帖子.
- 采用多类情绪分析 (SA) 来确定与息护理讨论相关的情绪基调.
- 使用KoBERT模型进行情绪分析,达到0.73准确度和0.72F1得分.
主要成果:
- 在关于息治疗和临终关怀的在线讨论中确定了九个主要主题.
- "悲伤"成为最普遍的情绪,其次是"中立"和"焦虑".
- 负面情绪与关于"情感和心理支持"的讨论有很强的相关性.
结论:
- 公众对息护理的了解有限,需要有针对性的教育举措.
- 解决误解和提高认识对于改善获得息服务至关重要.
- 建议开发可访问的沟通平台和积极的情感支持选.
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