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患者和家庭相关性败血症事件的情感分析:探索性研究
Mabel Ntiamoah1, Teenu Xavier1, Joshua Lambert1
1University of Cincinnati, Cincinnati, OH, United States.
JMIR nursing
|April 1, 2024
概括
这项研究使用情绪分析分析了毒症事件期间患者和家庭的情绪. 研究结果强调需要综合情绪支持,以改善败血症护理和患者福祉.
科学领域:
- 医疗信息学 医疗信息学
- 心理学 心理学 心理学
- 公共卫生 公共卫生
背景情况:
- 败血症是危及生命的,但患者和家庭的情感经历仍未得到充分研究.
- 了解这些情绪动态对于改善败血症护理至关重要.
研究的目的:
- 分析患者和家属在败血症事件期间的情感经历.
- 通过情感支持来确定提高败血症护理质量的潜在策略.
主要方法:
- 从CDC博客文章 (2014-2020) 中对170名患者/护理人员的反应进行了情感分析.
- 使用了加拿大国家研究委员会情感词典和负二项式回归.
- 采用手动/自动化技术来提取特征,并使用Plutchik的情感轮进行可视化.
主要成果:
- 患者和家人表达了恐惧,焦虑,悲伤和感激.
- 医院和ICU提到与增加的恐惧和悲伤相关联.
- 积极的情绪 (快乐) 与生存和更长的败血症时间表有关,而负面的情绪则主导着对器官衰竭和死亡的讨论.
结论:
- 医疗保健提供者应将情感支持纳入败血症护理.
- 情感分析可以帮助为患者和家人提供个性化的情感援助.
- 解决败血症的情感损失对于改善整体结果至关重要.
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