Comparing different machine learning techniques for predicting COVID-19 severity

被引:0
作者
Yibai Xiong
Yan Ma
Lianguo Ruan
Dan Li
Cheng Lu
Luqi Huang
机构
[1] China Academy of Chinese Medical Sciences,Institute of Basic Research in Clinical Medicine
[2] JinYinTan Hospital,Department of Infectious Diseases
[3] Chinese Center for Disease Control and Prevention,Information Center
[4] China Academy of Chinese Medical Sciences,National Resource Center for Chinese Materia Medica
来源
Infectious Diseases of Poverty | / 11卷
关键词
COVID-19; Severity; Machine learning; Support vector machine; Random Forest; Logistic regression;
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[1]  
Zhu J(2021)COVID-19 pandemic in BRICS countries and its association with socio-economic and demographic characteristics, health vulnerability, resources, and policy response Infect Dis Poverty 10 97-1062
[2]  
Yan W(2021)The relationship between time to a high COVID-19 response level and timing of peak daily incidence: an analysis of governments' Stringency Index from 148 countries Infect Dis Poverty 10 96-154
[3]  
Zhu L(2021)Risk factors for developing severe COVID-19 in China: an analysis of disease surveillance data Infect Dis Poverty 10 48-118
[4]  
Liu J(2020)Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study Lancet 395 1054-e25
[5]  
Ma Y(2021)Characteristics of SARS-CoV-2 and COVID-19 Nat Rev Microbiol 19 141-429
[6]  
Mishra SR(2020)Risk factors for severity and mortality in adult COVID-19 inpatients in Wuhan J Allergy Clin Immunol 146 110-6383
[7]  
Han XK(2020)Risk factors of critical & mortal COVID-19 cases: a systematic literature review and meta-analysis J Infect 81 e16-1429
[8]  
Zhu DS(2021)A longitudinal cohort study using a modified child-pugh score to escalate respiratory support in COVID-19 patients—Hubei Province, China, 2020 China CDC Wkly 3 423-400
[9]  
Geng MJ(2021)Factors defining the development of severe illness in patients with COVID-19: a retrospective study Biomed Environ Sci 34 984-532
[10]  
Wang LP(2020)Risk factors for adverse clinical outcomes with COVID-19 in China: a multicenter, retrospective, observational study Theranostics 10 6372-e54