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10.3389/fcell.2020.00683

http://scihub22266oqcxt.onion/10.3389/fcell.2020.00683
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suck abstract from ncbi


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pmid32850809      Front+Cell+Dev+Biol 2020 ; 8 (ä): 683
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  • Severity Detection for the Coronavirus Disease 2019 (COVID-19) Patients Using a Machine Learning Model Based on the Blood and Urine Tests #MMPMID32850809
  • Yao H; Zhang N; Zhang R; Duan M; Xie T; Pan J; Peng E; Huang J; Zhang Y; Xu X; Xu H; Zhou F; Wang G
  • Front Cell Dev Biol 2020[]; 8 (ä): 683 PMID32850809show ga
  • The recent outbreak of the coronavirus disease-2019 (COVID-19) caused serious challenges to the human society in China and across the world. COVID-19 induced pneumonia in human hosts and carried a highly inter-person contagiousness. The COVID-19 patients may carry severe symptoms, and some of them may even die of major organ failures. This study utilized the machine learning algorithms to build the COVID-19 severeness detection model. Support vector machine (SVM) demonstrated a promising detection accuracy after 32 features were detected to be significantly associated with the COVID-19 severeness. These 32 features were further screened for inter-feature redundancies. The final SVM model was trained using 28 features and achieved the overall accuracy 0.8148. This work may facilitate the risk estimation of whether the COVID-19 patients would develop the severe symptoms. The 28 COVID-19 severeness associated biomarkers may also be investigated for their underlining mechanisms how they were involved in the COVID-19 infections.
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