在轻度SARS-CoV-2感染后,COVID后病情的预测因素
B-A Reme1,2, J Gjesvik3,4, K Magnusson3,5
1Cluster for Health Services Research, Norwegian Institute of Public Health, Oslo, Norway. Bjorn-Atle.Reme@fhi.no.
对于以前有心理或呼吸系统问题的人来说,COVID后疾病的风险更高. 机器学习模型有效地使用感染前数据和病毒类型预测COVID后的投诉.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 传染性疾病 传染性疾病
背景情况:
- 轻度COVID-19的长期影响,称为后COVID状态,越来越多地被记录下来.
- 然而,了解COVID后发展的风险因素和预测能力仍然有限.
研究的目的:
- 为了确定轻度SARS-CoV-2感染后COVID后疾病的危险因素.
- 通过感染前的特征和其他相关数据,评估COVID后的可预测性.
主要方法:
- 利用了挪威214,667名SARS-CoV-2感染个人的个人级别登记数据.
- 分析了人口统计学,社会经济因素和以前的医疗保健利用情况.
- 应用机器学习模型来评估后COVID投诉的可预测性.
主要成果:
- 在感染前的心理 (OR=2.12),呼吸 (OR=2.03) 或一般健康问题的诊断 (OR=1.78) 显著增加了COVID后的风险.
- 机器学习模型,包括感染前的特征,病毒类型和疫苗状态,实现了相当大的预测准确性 (AUC=0.79).
结论:
- 预先存在的心理和呼吸道疾病是COVID后发展的关键风险因素.
- 综合感染前数据的预测模型显示,有望识别高风险的个人,后COVID投诉.
更多相关视频
08:05Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
10:25Detection of SARS-CoV-2 Neutralizing Antibodies using High-Throughput Fluorescent Imaging of Pseudovirus Infection
Published on: June 5, 2021
相关概念视频
COPD: Pathogenesis and Clinical Features
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...
Factors Affecting Illness
For instance, risk factors are connected to illness,...
Pneumonia II: Pathophysiology
Myocarditis II: Clinical Features and Diagnostic Tests
Chronic Obstructive Pulmonary Disease-II: Pathophysiology
Chronic Inflammation
