在2019年新冠病毒病 (COVID-19) 患者中使用文本挖掘识别的口腔表现:一项观察性研究
Sandra Guauque-Olarte1, Laura Cifuentes-C2, Cristian Fong3
1Faculty of Dentistry, Universidad Cooperativa de Colombia, Envigado, Colombia. sandra.guauque@campusucc.edu.co.
Scientific reports
|October 18, 2023
概括
文字挖掘在COVID-19患者中发现了常见的口腔症状,包括口腔干燥和口腔疼痛. 识别这些口腔表现对于牙科机构的感染控制至关重要.
科学领域:
- 牙科 牙科是指牙科的专业.
- 传染性疾病 传染性疾病
- 计算语言学 计算语言学
背景情况:
- 文本挖掘提供了从大型数据集中提取和分析信息的先进方法.
- 识别新出现的传染病的临床表现对于患者护理和公共卫生至关重要.
研究的目的:
- 利用文本挖掘技术,在被诊断为COVID-19的患者中识别和描述口腔表现.
- 为了促进从大量的科学文献中提取相关的临床信息.
主要方法:
- 从COVID-19开放研究数据集中进行了大规模的出版物检索,使用与口腔健康和牙科相关的关键词进行了检索.
- 文本挖掘,包括隐性迪里克莱特分配 (LDA) 建模,用于过,分类和从选定的文章中提取数据.
- 对相关论文进行了全文审查,以确定和量化特定的口腔表现.
主要成果:
- 从694,366份初始文件中,确定和分类了1,554份口腔卫生/牙科论文.
- 在COVID-19患者中,最常见的口腔症状是口腔干燥和口腔疼痛或胀.
- 八篇精选的论文证实了这些发现,突出了特定的口腔症状的流行.
结论:
- Xerostomia 和口腔疼痛/胀是与COVID-19相关的显著口腔表现.
- 对于临床医生,特别是牙医来说,对这些口腔症状的认识至关重要,以实施适当的感染控制措施,并保护患者和医疗保健提供者.
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