用户在社交媒体上对子宫内膜异位症的担忧:情绪分析和主题建模研究
Rahul Goel1, Vijayachitra Modhukur2,3, Katrin Täär4
1Institute of Computer Science, University of Tartu, Tartu, Estonia.
Journal of medical Internet research
|August 15, 2023
概括
社交媒体显示,子宫内膜异位症患者主要分享负面经历,并因医生指导不足而寻求信息. 这凸显了医疗保健专业人员和研究人员与子宫内膜异位症社区的更多参与的需要.
科学领域:
- 计算语言学和社交媒体分析应用于妇女健康.
- 分析在线患者社区的分析,以了解妇科疾病的洞察力.
背景情况:
- 子宫内膜异位症是一种具有挑战性的妇科疾病,对其认识有限,诊断困难.
- 妇女经常使用社交媒体寻求支持,并讨论子宫内膜异位症问题.
研究的目的:
- 用计算方法在社交媒体上确定关于子宫内膜异位症的关键讨论主题.
- 评估在线子宫内膜异位症讨论的情绪,并确定需要医疗保健提供者和研究人员更多关注的领域.
- 探索子宫内膜异位症在线社区中的积极主题.
主要方法:
- 从r/endo和r/endometriosis (2011年1月至2022年4月) 的45,693个Reddit帖子进行了回顾性分析.
- 机器学习技术的应用,包括情绪分析和话题建模.
主要成果:
- 自2011年以来,帖子的数量大幅增加,顶级类别包括问题,Rant/Vent和手术相关主题.
- 超过92%的帖子表现出负面情绪,只有2.3%是积极的;没有一个类别比负面帖子更积极.
- 确定的主题是手术,问题/建议,诊断和疼痛;调查/研究是最不频繁的主题.
结论:
- 社交媒体为患有子宫内膜异位症的妇女的日常斗争和担忧提供了宝贵的见解.
- 高量的问题表明医生提供的信息存在差距,需要社区支持.
- 医疗保健专业人员和研究人员应加强参与,以解决患者需求,改善诊断和传播科学知识.
关键词:
在Reddit上,我们可以看到Reddit是什么.子宫内膜异位症是什么?子宫内膜异位症是什么隐藏的迪里克莱特分配.疼痛 疼痛 疼痛 疼痛情绪分析是一种情绪分析.社交媒体 社交媒体手术 手术 手术 手术 手术 手术 手术主题建模主题建模用户参与度用户参与度更多相关视频
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