Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation StudyOriginal Paper Published on 2021-04-052022-10-31 Journal: JMIR Medical Informatics [Category] COVID-19, [키워드] Asia authors bias C-19 Care Cohort COVID-19 COVID-19 cases COVID-19 pandemic criteria data set data sets database datasets Decision-making determine Europe evaluated External external validation Health Health care system high risk highlight hospital Hospitalization index index model Influenza informatics Korean modeling network objective observation pandemic Patient patients with COVID-19 Pneumonia populations predict prediction prognostic model ranged reduced reliability reported required Result risk risk of bia SARS-CoV-2 Science South South Korea Spain Spanish Symptom The United States transportability Treatment validation vulnerability [DOI] 10.2196/21547 PMC 바로가기 [Article Type] Original Paper
Predictive value of the prognostic nutritional index for the severity of coronavirus disease 2019Article Published on 2021-04-012023-07-13 Journal: Nutrition (Burbank, Los Angeles County, Calif.) [Category] SARS, [키워드] Coronavirus disease 2019 prediction Prognostic nutritional index severity [DOI] 10.1016/j.nut.2020.111123 PMC 바로가기
Classification and analysis of outcome predictors in non-critically ill COVID-19 patients중증이 아닌 COVID-19 환자의 결과 예측인자의 분류 및 분석Article Published on 2021-04-012022-09-11 Journal: Internal medicine journal [Category] SARS, 치료기술, [키워드] 95% confidence interval Accuracy acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus 2 age analysed Analysis arterial pressure body temperature Care Characteristics classification Clinical outcome clinical outcomes clinical variable consecutive patient coronavirus COVID-19 COVID-19 patient creatinine Critically ill dead Dementia determined by develop discharged Early detection Factor filtration rate followed by fraction glomerular filtration rate hospital intensive care intensive care unit machine learning non-critically ill non-critically ill patient non-critically ill patients outcome oxygen Patient Pordenone predict prediction predictor predictors random Random forest recorded resources serum sodium severe acute respiratory syndrome Coronavirus sodium transferred with COVID-19 [DOI] 10.1111/imj.15140 PMC 바로가기 [Article Type] Article
Development of a machine learning algorithm to predict intubation among hospitalized patients with COVID-19Research article Published on 2021-04-012022-10-05 Journal: Journal of critical care [Category] SARS, 유전자 메커니즘, [키워드] Admission Algorithm approach assist AUC can be used characteristic clinical care Clinical data clinical setting collected COVID-19 demographic data develop development diagnosed facilitate FIVE future risk high-risk patient hospital hospitalized patient Intubated intubation Kaplan-Meier analysis Laboratory machine learning material mechanical ventilation Model Patient predict prediction prognostic respiratory distress Result retrospective cohort study ROX index vitals with COVID-19 [DOI] 10.1016/j.jcrc.2020.10.033 [Article Type] Research article
Artificial Intelligence-Based Prediction of Covid-19 Severity on the Results of Protein ProfilingResearch article Published on 2021-04-012022-10-05 Journal: Computer methods and programs in biomedicine [Category] SARS, 바이오마커, [키워드] Accuracy Affect age Algorithm Algorithms artificial artificial intelligence blood protein changes in Classifier control group COVID-19 COVID-19 patients Critical dataset deep learning develop disease severity early diagnosis Gender Gradient Boosted Trees highest Hospitalization Inflammation machine learning approach Mild MILR1 moderate patient group Performance metrics positive Precision predict prediction produced Profiling Protein proteomic random Random forest Result sensitivity severity of COVID-19 specificity Symptom the disease treatment strategy variable website [DOI] 10.1016/j.cmpb.2021.105996 [Article Type] Research article
Forecasting the COVID-19 Pandemic in Saudi Arabia Using a Modified Singular Spectrum Analysis Approach: Model Development and Data AnalysisOriginal Paper Published on 2021-03-312022-10-29 Journal: Jmirx Med [Category] COVID-19, [키워드] Analysis analyzed applied approach cause component confirmed case confirmed cases COVID-19 COVID-19 pandemic determine development disease eigenvalues examined first stage Forecasting global pandemic Health identify indicated knowledge Model new coronavirus SARS-CoV-2 number of infected objective occur outbreak pandemic predict prediction previous study reduction required Result robust Saudi Arabia separability singular spectrum analysis Spectrum Spread SSA Structure the disease was used were used [DOI] 10.2196/21044 PMC 바로가기 [Article Type] Original Paper
Scores based on neutrophil percentage and lactate dehydrogenase with or without oxygen saturation predict hospital mortality risk in severe COVID-19 patientsObservational Study Published on 2021-03-312022-10-04 Journal: Virology Journal [Category] 임상, [키워드] AUC China COVID-19 cross cut-off value Disease progression external validation hospital Hospital mortality Iran lactate dehydrogenase Logistic regression mortality risk neutrophil oxygen saturation Patient predict prediction Region Result risk risk of death risk score SARS-CoV-2 score scoring system Sensitivity and specificity severe coronavirus disease severe COVID-19 severe COVID-19 patient supplementary material test dataset tested training dataset was used [DOI] 10.1186/s12985-021-01538-8 PMC 바로가기 [Article Type] Observational Study
Effects of medical resource capacities and intensities of public mitigation measures on outcomes of COVID-19 outbreaksCOVID-19 발생 결과에 대한 의료 자원 용량 및 공공 완화 조치 강도의 영향Research Article Published on 2021-03-292022-09-10 Journal: BMC Public Health [Category] SARS, 치료기술, [키워드] Affect assist China Combination combinations complex confirmed case confirmed cases country COVID-19 COVID-19 epidemic COVID-19 outbreak COVID-19 pandemic cross cumulative death detection rate drugs Effect effective Epidemic Epidemics Epidemiology equipment function health authorities Health authority hospital identify Increased induce intensity Inter-country comparisons involved key factor Logistic measure Measures medical resource Medical resources Model mortality rate Multiple outbreak outcome pandemic parameter predict prediction Prevention and control progression promote public health measures quantified reduce reduction in Reproduction number resource Result Runs on medical resources supplementary material synergistic synergistic effects the timing Transmission model [DOI] 10.1186/s12889-021-10657-4 PMC 바로가기 [Article Type] Research Article
Pandemic velocity: Forecasting COVID-19 in the US with a machine learning & Bayesian time series compartmental modelResearch Article Published on 2021-03-292022-10-28 Journal: PLoS Computational Biology [Category] COVID-19, SARS, [키워드] Accuracy Algorithm Alter available data Bayesian Bridging Characteristics compartmental model Course COVID-19 COVID-19 case Critical cumulative death disease distribution epidemiological estimate evaluate evaluated Forecasting geographic location growth identify individual Infection information interval log mathematical Mortality New York offer pandemic platform predict predicted prediction Predictive random response responses shifting statistical statistical model Trajectories trajectory unique Variation Virginia virus West yielding [DOI] 10.1371/journal.pcbi.1008837 PMC 바로가기 [Article Type] Research Article
Exploring the influence of human mobility factors and spread prediction on early COVID-19 in the USAResearch Article Published on 2021-03-292022-10-28 Journal: BMC Public Health [Category] COVID-19, SARS, [키워드] activity approved Characteristics correlation COVID-19 disease early stage effective Epidemic Factor Final human mobility infected case Intervention lockdown Massachusetts measure National New New York number of infected occur pandemic predict predicted prediction public health reducing Region resources Result Risk factors SIRD model Spread surveillance data the epidemic the United State USA Vaccine [DOI] 10.1186/s12889-021-10682-3 PMC 바로가기 [Article Type] Research Article