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在Twitter上浏览喘网络:来自社交网络和情绪分析的见解
Hening Pratiwi1, Ria Benkő2,3,4, Ikhwan Yuda Kusuma2,5
1Department of Pharmacy, Faculty of Health Sciences, Jenderal Soedirman University, Purwokerto, Indonesia.
Digital health
|January 25, 2024
概括
对Twitter上喘对话的社交网络分析显示,新闻记者和政府机构是关键影响者. 大多数讨论表达了负面情绪,重点关注触发因素和相关条件.
科学领域:
- 社交媒体分析 社交媒体分析
- 公共卫生传播 公共卫生传播
- 呼吸系统医学 呼吸系统医学
背景情况:
- 喘是一种慢性呼吸道疾病,涉及呼吸道炎症和收缩,导致呼吸困难.
- 社交网络显著影响喘管理,但对其作用的研究是有限的.
- 这项研究通过分析与喘相关的社交媒体数据来弥补这一差距.
研究的目的:
- 在与喘相关的Twitter对话中识别关键的社交网络结构.
- 确定顶级影响者,流行话题和整体情绪.
- 了解围绕喘的在线讨论的动态.
主要方法:
- 使用NodeXL Pro.收集了48,122条包含"喘"的推文.
- 在Gephi中使用社交网络分析 (SNA) 指标进行分析.
- 通过中心性指标确定了影响者,并分析了主题和情绪.
主要成果:
- 新闻记者和记者被确定为最具影响力的人,其次是政府和医疗机构.
- 主要讨论主题包括教育,触发因素 (如饮食,过敏原) 和并发症 (如COPD).
- 情绪分析显示,56%的评论是负面的,26%的评论是积极的,18%的评论是中立的.
结论:
- 社交媒体影响者,新闻媒体和官方组织在传播喘信息方面发挥着至关重要的作用.
- 调查结果强调了这些实体在喘公共卫生宣传活动中的重要性.
- 该研究强调需要监控和利用社交媒体来有效地传播喘.
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