Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia—Challenges, strengths, and opportunities in a global health emergencyResearch Article Published on 2020-11-122022-10-28 Journal: PLoS ONE [Category] Coronavirus, MERS, SARS, [키워드] 48 hours Accuracy Additive Analysis applied approach assist AUC Blood build Care Case report Clinical data clinician collected consecutive patient contribute contributed data-driven dataset defined develop example generate health emergency hospital hospitalized patient IMPROVE laboratory biomarker machine mechanical ventilation moderate observation outcome PaO Patient patients with COVID-19 patients’ medical history Pneumonia positive predicted Predictive Predictive model Prospective Study Respiratory failure Result severe respiratory failure Symptoms variable was selected was used were used with COVID-19 worsening [DOI] 10.1371/journal.pone.0239172 PMC 바로가기 [Article Type] Research Article
COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray imagesArticle Published on 2020-11-112022-10-04 Journal: Scientific Reports [Category] 치료기술, [키워드] abnormality accelerate approach build characteristic Chest radiography chest X-ray Chest X-ray image clinician Community COVID cases COVID-19 COVID-19 case COVIDx Critical CXR dataset deep learning Diagnosis effective effort Factor Health infected patients infected with COVID-19 information initial knowledge pandemic Patient positive Research researcher responsible Treatment viral infection [DOI] 10.1038/s41598-020-76550-z PMC 바로가기 [Article Type] Article
SARPPIC : Exploiting COVID-19 Contact Tracing Recommendation through Social AwarenessResearch Article Published on 2020-11-102022-10-31 Journal: Computational and Mathematical Methods in Medicine [Category] COVID-19, MERS, [키워드] Algorithm Awareness Benchmarking build Case isolation computation computational approach Contact Contact tracing coronavirus disease COVID-19 COVID-19 patient datasets effective evaluation metrics fatality frequencies generate hands with soap healthcare facility hybridized hygiene include infected with COVID-19 Infection Infection prevention measure memory outperform pandemic Patient physical positive Precision quarantine recall recommendation resulting spread of COVID-19 tracing Transmission Vaccine [DOI] 10.1155/2020/3460130 PMC 바로가기 [Article Type] Research Article
Prolonged Duration of Viral Shedding of SARS-CoV-2: A Case ReportCOVID-19 Case Report Published on 2020-11-082022-10-31 Journal: Clinical Practice and Cases in Emergency Medicine [Category] COVID-19, [키워드] acute respiratory syndrome average build Cardiogenic shock Clinical course coronavirus disease course Duration Follow-up highlight hypoxemic Immunity in viral increased mortality Infection male Patient patients Prolonged Reinfection report Respiratory failure SARS-CoV-2 shedding Shock shown strain suggested Symptom viral particle [DOI] 10.5811/cpcem.2020.7.49005 PMC 바로가기 [Article Type] COVID-19 Case Report
Evaluation of Scalability and Degree of Fine-Tuning of Deep Convolutional Neural Networks for COVID-19 Screening on Chest X-ray Images Using Explainable Deep-Learning AlgorithmArticle Published on 2020-11-072022-10-30 Journal: Journal of Personalized Medicine [Category] COVID-19, [키워드] addition AUC value backbone block build Characteristics chest X-ray CNN collected concerning Convolutional neural network COVID-19 CXR deep deep learning degree evaluate the effect evaluated experimental group grad-CAM help highest identify Image Lung diseases network Neural patients with COVID-19 Pneumonia scalability Screening transfer were used X-ray [DOI] 10.3390/jpm10040213 PMC 바로가기 [Article Type] Article
A path towards SARS-CoV-2 attenuation: metabolic pressure on CTP synthesis rules the virus evolutionResearch Article Published on 2020-10-302022-10-31 Journal: Genome Biology and Evolution [Category] COVID-19, MERS, SARS, [키워드] ABCE1 Antiviral ATP build coded consequence COVID-19 pandemic Critical cytidine triphosphate cytoophidia cytosine de novo enveloped RNA virus enzyme Evolution Genome glycosylation highlight Host Human genome innate antiviral immunity Intermediary metabolism Maxwell’s demon metabolite nsp1 nucleotide pathogenicity phosphoribosyltransferase precursor Protein queuine recombination event Replication required RNA genome SARS-CoV-2 sequence transcript transfer RNA translate unique uracil uridine triphosphate UTP viral envelope Viral protein Viral proteins virus virus genome [DOI] 10.1093/gbe/evaa229 PMC 바로가기 [Article Type] Research Article
Phylogeography of 27,000 SARS-CoV-2 Genomes: Europe as the Major Source of the COVID-19 PandemicArticle Published on 2020-10-292022-10-29 Journal: Microorganisms [Category] COVID-19, [키워드] adopted approach Asia build China Containment measure COVID-19 decrease East East Asian effective Effectiveness Europe event global pandemic intercontinental founders less Lineage Major majority Molecular epidemiology Mutation North America novel coronavirus SARS-CoV-2 pandemic Phylogenomics Phylogeny phylogeography Radiation SARS-CoV-2 SARS-CoV-2 genome SARS-CoV-2 lineages Source Spread subsequent Travel travel bans virus zoonotic transmission [DOI] 10.3390/microorganisms8111678 PMC 바로가기 [Article Type] Article
Explainable Machine Learning for Early Assessment of COVID-19 Risk Prediction in Emergency DepartmentsComputational and Artificial Intelligence Published on 2020-10-262022-10-30 Journal: Ieee Access [Category] COVID-19, [키워드] abnormality acute respiratory syndrome approach assessment associative Associative tree automatically Boruta feature selection build Care characteristic Chest Classifier clinical data analysis clinician coronavirus correlated COVID-19 COVID-19 patients criteria CXR death Department effective Emergency forest Generalized linear model generalized linear models Johns Hopkins University Laboratory machine learning missing data imputation number of comorbidities Patient predict prediction presenting radiological Radiologists random forest classifier required Result risk risk prediction robust SARS-CoV-2 selected sensitivity shown Spread Support variable variables virus with COVID-19 worldwide pandemic [DOI] 10.1109/ACCESS.2020.3034032 PMC 바로가기 [Article Type] Computational and Artificial Intelligence
Spatial modeling could not differentiate early SARS-CoV-2 cases from the distribution of humans on the basis of climate in the United StatesBiogeography Published on 2020-10-262022-10-28 Journal: PeerJ [Category] COVID-19, [키워드] Analysis build Climate coronavirus country COVID-19 Diseases distribution examined Hemisphere Host Human infects knowledge Other pathogen predict predicted Prevalence Prevent public health risk SARS-CoV-2 SARS-CoV-2 coronavirus shifting Species distribution modeling Spread the SARS-CoV-2 the United State Travel US USA virus while [DOI] 10.7717/peerj.10140 PMC 바로가기 [Article Type] Biogeography
A Machine Learning Explanation of the Pathogen-Immune Relationship of SARS-CoV-2 (COVID-19), and a Model to Predict Immunity and Therapeutic Opportunity: A Comparative Effectiveness Research StudyOriginal Paper Published on 2020-10-192022-10-29 Journal: Jmirx Med [Category] COVID-19, [키워드] 95% CI Accuracy age Algorithm association Asymptomatic asymptomatic patient AUROC build carrier Cell characteristic China Chinese Clinical data Comorbidities Comparative Contact COVID-19 COVID-19 immunity COVID-19 symptom diagnosed differentiator District Effectiveness excluded explanation extreme Factor female growth hospital identify immune immune factor immune factors Immunity immunological individual infect infected with COVID-19 Infectious disease M-CSF machine machine learning machine learning analysis Macrophage male mass vaccinations median age Model objective observation Outbreaks outcome Patient patients patients with COVID-19 point of care positive predict predicted primary care Primary outcome programming public health relationship Research Result RT-PCR SARS-CoV-2 SCGF-β selected Sex single-center statistical statistically significant stem-cell growth factor-beta Symptom symptomatic symptomatic case Testing Therapeutics therapy Treatment treatment for COVID-19 understanding Vaccine were measured were recorded with COVID-19 [DOI] 10.2196/23582 PMC 바로가기 [Article Type] Original Paper