公众参与肺癌查信息:与肺癌相关的Reddit帖子的主题建模
Aditi Jaiswal1, Samia Amin2, Sayed M S Amin3
1Department of Information and Computer Sciences, University of Hawaii at Manoa, Honolulu, HI 96822, USA.
Current oncology (Toronto, Ont.)
|October 28, 2025
概括
在Reddit上,公众对肺癌查 (LCS) 的参与度很低. 讨论重点是治疗和心理健康,而不是早期发现,表明需要改进意识战略.
科学领域:
- 公共卫生 公共卫生
- 数字健康传播数字健康传播
- 社交媒体分析 社交媒体分析
背景情况:
- 使用低剂量计算机断层扫描的肺癌查 (LCS) 提高了生存率.
- 公众对LCS的参与,尤其是在在线健康社区中,尚未得到充分理解.
- 社交媒体平台对于健康沟通越来越重要.
研究的目的:
- 为了分析Reddit上的肺癌讨论的主题景观.
- 在这个平台上确定公众对肺癌查 (LCS) 的参与程度.
- 发现公众对LCS意识的差距.
主要方法:
- 使用Reddit API从六个肺癌子reddit (2019年1月至2024年12月) 收集了109,868条帖子.
- 预处理数据并通过隐藏的迪里克莱特分配主题建模分析了105,118个独特的帖子.
- 质量审查并将新兴主题分类为治疗,心理健康,吸烟和LCS.
主要成果:
- 心理健康 (71.82%) 和治疗 (16.84%) 主导了讨论.
- 肺癌查 (LCS) 仅占话语的3.04%.
- 虽然从2022年开始,总体参与度有所增加,但LCS职位始终稀少.
结论:
- 瑞迪特用户经常讨论肺癌治疗和心理健康,但很少涉及LCS.
- 在公众对LCS的认识和在线讨论方面存在很大的差距.
- 需要有针对性的公共卫生战略,以在社交媒体上促进LCS意识.
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