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利用推特数据了解COVID-19大流行期间护士的情绪动态
Jianlong Zhou1, Suzanne Sheppard-Law2, Chun Xiao3
1Data Science Institute, University of Technology Sydney, Ultimo, Australia.
Health information science and systems
|June 26, 2023
概括
COVID-19对护士产生了重大影响.
科学领域:
- 医疗保健管理的管理
- 公共卫生 公共卫生
- 社交媒体分析 社交媒体分析
背景情况:
- 护理劳动力是最大的医疗保健学科,是COVID-19大流行反应的核心.
- 护士们的情感损失以及大流行对劳动力的影响仍然基本上未得到量化.
- 传统的调查方法可能无法准确地捕捉护士的实时情绪.
研究的目的:
- 分析在澳大利亚新南威尔士州注册护士和学生护士在COVID-19大流行期间的情感动态.
- 探索护士情绪,COVID-19进展和公共卫生干预措施之间的关系.
- 利用社交媒体数据,为了解劳动力福祉提供一种新的方法.
主要方法:
- 利用了来自新南威尔士州注册护士和学生护士的Twitter数据.
- 开发了一个新的分析框架,包括情绪,主题,COVID-19浪潮和公共卫生行动.
- 跟踪情绪动态与流行病发展和政府反应相关联.
主要成果:
- 在护士的情绪动态和COVID-19在不同流行病浪潮中的进展之间发现了显著的相关性.
- 在注册护士和学生护士中观察到的情绪转变与流行病浪潮和公共卫生措施的规模并行.
- 鉴定出不同的情绪模式,以应对不断变化的流行病情况.
结论:
- 护士的情感经历与COVID-19大流行病的轨迹和公共卫生反应密切相关.
- 调查结果表明,针对护理工作人员的定制心理和身体支持有潜在的应用.
- 未来的研究应该解决包括样本大小和潜在的推特偏差在内的局限性.
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