Hypoalbuminemia predicts the outcome of COVID-19 independent of age and co-morbidityArticle Published on 2020-10-012023-06-20 Journal: Journal of medical virology [Category] Fulltext, MERS, [키워드] COVID-19 Hypoalbuminemia Mortality prediction risk factor [DOI] 10.1002/jmv.26003 PMC 바로가기
Individual-Level Fatality Prediction of COVID-19 Patients Using AI MethodsPublic Health Published on 2020-09-302022-10-31 Journal: Frontiers in Public Health [Category] COVID-19, MERS, SARS, [키워드] Accuracy adopted age Care conditions COVID-19 dead death deep learning evaluated Factors fatality fatality prediction Health Healthcare professional healthcare worker hospital individual information machine learning machine learning model medical resource Metrics outperform pandemic Patient positive predict prediction question rare event resource Result sensitivity Sex specificity tested the patient [DOI] 10.3389/fpubh.2020.587937 PMC 바로가기 [Article Type] Public Health
The prediction for development of COVID-19 in global major epidemic areas through empirical trends in China by utilizing state transition matrix modelResearch Article Published on 2020-09-292022-10-28 Journal: BMC Infectious Diseases [Category] COVID-19, SARS, [키워드] analyzed caused China collected confirmed case confirmed cases coronavirus disease Coronavirus disease 2019 COVID-19 criteria critical cases cumulative cured death Diagnosis Epidemic imperative infected case inflection point influence Iran Italy matrix medical resource National Health Commission New non-severe cases novel coronavirus pneumonia pandemic Patient Pneumonia predicted prediction Predictive released Result severe cases South Korea state The state transition matrix model transition Transmissibility Variation World Health Organization Wuhan [DOI] 10.1186/s12879-020-05417-5 PMC 바로가기 [Article Type] Research Article
Prediction of COVID-19 Using Genetic Deep Learning Convolutional Neural Network (GDCNN)Computational and Artificial Intelligence Published on 2020-09-212022-10-30 Journal: Ieee Access [Category] COVID-19, [키워드] Accuracy Artificial intelligence (AI) Care Chest X-ray (CXR) classification computed tomography (CT) COVID-19 COVID-19 disease CT scan CXR dataset deep Diagnosis disease Diseases early diagnosis faster feature Genetic Deep Learning Convolutional Neural Network (GDCNN) gold standard group Health Healthcare system healthy learning lung network Neural Pneumonia Precision prediction Rapid reduce required Research reveal sensitivity severe pneumonia specificity Spread training transfer Treatment turn Visual widespread [DOI] 10.1109/ACCESS.2020.3025164 PMC 바로가기 [Article Type] Computational and Artificial Intelligence
Predictions of coronavirus COVID-19 distinct cases in Pakistan through an artificial neural networkOriginal Paper Published on 2020-09-212022-11-01 Journal: Epidemiology and Infection [Category] Coronavirus, SARS, [키워드] Artificial neural network available data China collected data confirmed case coronavirus COVID-19 COVID-19 case COVID-19 pandemic dataset deaths Efficiency linear outbreak Pakistan pandemic predict prediction predictions Prevent Research were used Wuhan [DOI] 10.1017/S0950268820002174 PMC 바로가기 [Article Type] Original Paper
Prediction of the Transition From Subexponential to the Exponential Transmission of SARS-CoV-2 in Chennai, India: Epidemic NowcastingOriginal Paper Published on 2020-09-182022-10-31 Journal: JMIR Public Health and Surveillance [Category] COVID-19, SARS, [키워드] acute respiratory syndrome adopted applied Chennai Cluster coronavirus coronavirus disease country COVID-19 COVID-19 epidemic Critical data-driven District early stage Epidemic exponential transmission index case Intervention lockdown mathematical modeling National objective occur populations predict predicted prediction probabilistic models Probability progression public health public transport Result SARS-CoV-2 SARS-CoV-2 transmission Secondary infection the epidemic transition Transmission Transmission model Transport zone [DOI] 10.2196/21152 PMC 바로가기 [Article Type] Original Paper
In Silico Prediction of Molecular Targets of Astragaloside IV for Alleviation of COVID-19 Hyperinflammation by Systems Network Pharmacology and Bioinformatic Gene Expression AnalysisPharmacology Published on 2020-09-162022-10-31 Journal: Frontiers in Pharmacology [Category] COVID-19, [키워드] ADORA2A ADRB2 alleviation Analysis Anti-inflammatory antioxidant approach Astragaloside IV Bioinformatic Bioinformatics analysis caused chemokine contribute COVID-19 COVID-19 patients cytokine cytokine storms dataset DEGs differentially expressed gene down-regulated genes drug candidate GBP1 Gene Expression Omnibus Genes GEO GO term GSE147507 hyper-inflammation hyperinflammation IL1B IL6 Inflammation KEGG KEGG pathway Kyoto MLNR MMP13 network network pharmacological network pharmacology NFKBIA NLRP3 Ontology overlap overlapping pathway pathway enrichment performed pharmacological mechanism Pharmacology Potential prediction PTAFR Result SARS-CoV-2 screened System target TNF Treatment TRIM21 up-regulated [DOI] 10.3389/fphar.2020.556984 PMC 바로가기 [Article Type] Pharmacology
Identifying Effective Antiviral Drugs Against SARS-CoV-2 by Drug Repositioning Through Virus-Drug Association Prediction바이러스-약물 연관성 예측을 통한 약물 재배치로 SARS-CoV-2에 대한 효과적인 항바이러스 약물 식별Genetics Published on 2020-09-162022-08-13 Journal: Frontiers in Genetics [Category] 유전자 메커니즘, [키워드] ACE2 addition Against angiotensin antiviral drug antiviral drugs association AUC best binding energy bipartite bipartite local model chemical structures Chloroquine Classifier clinical trial clinical trials Complete coronavirus death drug drug repositioning drugs effective antiviral treatment FIVE FK506 followed by genome sequence human Angiotensin-converting enzyme Human angiotensin-converting enzyme 2 identify identifying infected case information Local molecular mycophenolic acid neighbor association information New coronavirus over predicted prediction Prevent regularized least square Remdesivir reported repositioning ribavirin RLS SARS-CoV-2 Spike protein Structure suggested supported the spike protein VDA VDA identification model VDA-RLSBN VDAs virus virus-drug association viruses [DOI] 10.3389/fgene.2020.577387 PMC 바로가기 [Article Type] Genetics
Early Stage Machine Learning–Based Prediction of US County Vulnerability to the COVID-19 Pandemic: Machine Learning ApproachOriginal Paper Published on 2020-09-112022-10-31 Journal: JMIR Public Health and Surveillance [Category] COVID-19, SARS, [키워드] Algorithm association available data can be used Comorbidity coronavirus county-level vulnerability COVID-19 demographics develop discrepancies disease effective response Features fused Government Health Health Service Limited machine machine learning objective Occurrence positive predict prediction Prediction model Prevalence Probability Region reported Result risk sensitivity specificity Spread spread of COVID-19 Stage Variation virus vulnerability XGBoost [DOI] 10.2196/19446 PMC 바로가기 [Article Type] Original Paper
Excess Patient Visits for Cough and Pulmonary Disease at a Large US Health System in the Months Prior to the COVID-19 Pandemic: Time-Series AnalysisOriginal Paper Published on 2020-09-102022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, SARS, [키워드] 95% prediction interval average calculated clinics Cohort Community cough COVID-19 disease EHR EHR data Electronic health record evaluate example exceeded excess expected FIVE Forecast health system Hospitalization Hospitalized hospitals intervals MONITOR Month objective Outbreaks pandemic Patient patient population predicted prediction presenting provide Public health interventions pulmonary respiratory complaint Respiratory failure Result retrospective SARS-CoV-2 seasonal significantly higher Spread System time-series analysis were used [DOI] 10.2196/21562 PMC 바로가기 [Article Type] Original Paper