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在Reddit上的风湿病学:描述性和情绪分析
Alfredo Madrid-García1, Luis Rodríguez-Rodríguez1, Beatriz Merino-Barbancho2
1Grupo de Patología Musculoesquelética, Hospital Clínico San Carlos, Instituto de Investigación Sanitaria San Carlos (IdISSC), Madrid, Spain.
Reumatologia clinica
|March 5, 2026
概括
这项研究分析了Reddit上的风湿学社区,发现关于纤维肌痛和机械肌肉骨疾病的讨论中普遍存在负面情绪,突出了患者的支持需求.
科学领域:
- 社交媒体分析.
- 数字健康数字健康
- 风湿病学研究的研究.
背景情况:
- 社交媒体数据越来越多地被用于医学研究.
- 之前在风湿病学中对社交媒体的研究往往集中在特定疾病上.
- 缺乏对Reddit上的风湿病学社区和情绪分析进行系统的探索.
研究的目的:
- 在Reddit上识别和描述类风湿病学特定的subreddits.
- 分析这些在线社区讨论的情绪.
- 了解患者的经验和支持需要在风湿病学.
主要方法:
- 利用Reddit搜索来识别具有明显的风湿病学重点和>1000名订阅者的子reddit.
- 收集描述性指标,包括创建日期,用户数和活动.
- 应用了一种预先训练的,微调的情绪分析模型来对后情绪进行分类.
主要成果:
- 确定了20个活跃的类风湿病学分支机构,自2016-2017年以来有显著增长.
- 常见的主题包括患者体验,情感支持和人口统计信息.
- 在关于纤维肌痛和机械肌肉骨疾病的讨论中,消极情绪占主导地位,与绝望和症状管理挑战有关.
结论:
- 在Reddit上的风湿病学社区作为健康讨论的平台,表明了增强患者支持和参与的潜力.
- 限制包括Reddit的用户人口统计数据,依赖于Twitter训练的情感模型,以及排除较小的子reddit.
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