Reliability of predictive models to support early decision making in the emergency department for patients with confirmed diagnosis of COVID-19: the Pescara Covid Hospital scoreCOVID-19 진단이 확인된 환자의 응급실에서 조기 의사 결정을 지원하는 예측 모델의 신뢰성: Pescara Covid Hospital 점수Article Published on 2022-08-192022-09-11 Journal: BMC health services research [Category] 변종, [키워드] Abruzzo Accuracy Admission age and gender Algorithm Alpha build calibrated can be used carried Characteristics clinical decision collecting data conditions COVID-19 D-dimer death decision Decision making diabete diabetes diagnosed with COVID-19 Diagnosis disease distribution emergency department heterogeneous higher risk hospital hospital management hospitalisation identify independent predictor independent predictors initial intensive care Italy laboratory parameter Laboratory parameters Lactate lactate dehydrogenase Logistic regression monocyte other variant other variants outcome oxygen oxygen support pandemic parameter Patient patients with COVID-19 prediction Prediction score Predictive model predictive models predictor procalcitonin Prognosis renal renal disease Retrospective study risk Risk scores risk stratification saturation significantly Support survival threshold validation variants of concern virus were used [DOI] 10.1186/s12913-022-08421-4 PMC 바로가기 [Article Type] Article
Wastewater and marine bioindicators surveillance to anticipate COVID-19 prevalence and to explore SARS-CoV-2 diversity by next generation sequencing: One-year studyCOVID-19 유행을 예측하고 차세대 염기서열 분석을 통해 SARS-CoV-2 다양성을 탐색하기 위한 폐수 및 해양 생물지표 감시: 1년 연구Article Published on 2022-08-102022-09-11 Journal: The Science of the total environment [Category] COVID19(2023년), SARS, 바이오마커, 변종, 치료기술, [키워드] a minor Analysis Biomarker Combination COVID-19 detect discharge eliminated Epidemiology Evolution Final Forecasting health system mathematical minor outbreak pandemic plant predict Predictive model Prevalence provided quantification RNA sampling SARS-CoV-2 SARS-CoV-2 sequencing SARS-CoV-2 surveillance Seawater Spain stochastic stochastic SIR model Surveillance the marine treated Treatment Viral Viral load virus virus variants was used wastewater Wastewater-based epidemiology water [DOI] 10.1016/j.scitotenv.2022.155140 PMC 바로가기 [Article Type] Article
Host genetic basis of COVID-19: from methodologies to genesCOVID-19의 숙주 유전적 기반: 방법론에서 유전자까지Review Published on 2022-08-012022-09-11 Journal: European Journal of Human Genetics [Category] COVID19(2023년), SARS, 바이오마커, 변종, 유전자 메커니즘, 진단, 치료제, [키워드] ACE2 acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus-2 age association burden Burden test caused CFTR clinical manifestation Clinical outcome Comorbidities condition Coronavirus-2 COVID-19 COVID-19 Host Genetics Initiative COVID-19 pandemic COVID-19 patient COVID-19 patients described diagnostics disease severity explain Genetic genetic marker genome-wide significant genomic genomic loci GWAS help Initially initiative International loci methodology Predictive model provided public health rare variant SARS-CoV-2 SARS-COV-2 infection SELP Severe acute respiratory syndrome severe acute respiratory syndrome Coronavirus Sex susceptibility the disease Therapeutics TLR3 TLR7 TMPRSS2 treating COVID-19 vaccination [DOI] 10.1038/s41431-022-01121-x PMC 바로가기 [Article Type] Review
First-onset major depression during the COVID-19 pandemic: A predictive machine learning modelArticle Published on 2022-08-012023-07-09 Journal: Journal of affective disorders [Category] COVID19(2023년), [키워드] COVID-19 Depression First-onset General population machine learning Predictive model [DOI] 10.1016/j.jad.2022.04.145 PMC 바로가기
Assessment of thromboembolism risk in COVID-19 patients with cardiovascular disease risk factors: Analysis of a Japanese Nationwide RegistryResearch article Published on 2022-08-012022-10-05 Journal: Thrombosis research [Category] COVID19(2023년), SARS, 바이오마커, [키워드] abnormality Accuracy Acute kidney injury acute respiratory distress syndrome adjusted Admission AKIAcute Kidney Injury Analysis ARDSacute respiratory distress syndrome area under the curve assessment AUCarea under the curve BNPbrain natriuretic peptide brain natriuretic peptide C-reactive protein cardiovascular disease cardiovascular disease risk factor chest X-ray Coagulation coefficient cohort study confidence interval coronavirus disease-2019 COVID-19 patient COVID-19coronavirus disease-2019 CRPC-reactive protein CVDRFcardiovascular disease risk factor D-dimer D-dimer level Deep vein thrombosis develop DVTdeep vein thrombosis embolic event Factor Hospitalization hospitalized patient identify In-hospital in-hospital mortality Invasive mechanical ventilation Japanese lactate dehydrogenase LASSOleast absolute shrinkage and selection operator LDHlactate dehydrogenase least absolute shrinkage and selection operator limitation Male sex N-terminal prohormone of brain natriuretic peptide NT-pro-BNPN-terminal prohormone of brain natriuretic peptide Occurrence operator parameter Patient patients with COVID-19 potential risk Predictive Predictive model PTEpulmonary thromboembolism Pulmonary thromboembolism receiver operating characteristic reducing Registered registry reported Result risk risk factor ROCreceiver operating characteristic shown significantly Support the primary endpoint thromboembolic Thromboembolic events Thromboembolism Venous Thromboembolism VTEVenous Thromboembolism was performed WBCWhite blood cell White blood cell with COVID-19 [DOI] 10.1016/j.thromres.2022.06.007 [Article Type] Research article
Proteomic analysis of cardiometabolic biomarkers and predictive modeling of severe outcomes in patients hospitalized with COVID-19심장대사 바이오마커의 단백질체 분석 및 COVID-19로 입원한 환자의 심각한 결과 예측 모델링Article Published on 2022-07-212022-09-11 Journal: Cardiovascular Diabetology [Category] COVID19(2023년), MERS, SARS, 바이오마커, 유전자 메커니즘, [키워드] accelerate ACE2 ADAMTS13 Admission Analysis association Biomarker Biomarkers cardiometabolic Cardiometabolic biomarkers cardiometabolic disease Care circulating Clinical data collected Comorbidity COVID-19 COVID-19 severity death First wave heterogeneity high-risk patient High-risk patients higher risk identify IL-1ra IL6 implicated intensive care intensive care unit likelihood lower risk outcome outcomes pandemic Patient patients patients hospitalized performed plasma sample plasma samples predict Predictive Predictive model Predictive modeling predictive models Protein proteomic Proteomic analysis proteomics Recognition Risk factors Seven severe COVID-19 severity severity of COVID-19 shown susceptible Symptom the disease Treatment VEGFD with COVID-19 [DOI] 10.1186/s12933-022-01569-7 PMC 바로가기 [Article Type] Article
An objective framework for evaluating unrecognized bias in medical AI models predicting COVID-19 outcomesArticle Published on 2022-07-122023-07-09 Journal: Journal of the American Medical Informatics Associ [Category] COVID19(2023년), [키워드] bias COVID-19 Electronic health records medical AI Predictive model [DOI] 10.1093/jamia/ocac070 PMC 바로가기
Machine learning approach for automated predicting of COVID-19 severity based on clinical and paraclinical characteristics: Serum levels of zinc, calcium, and vitamin DResearch article Published on 2022-07-012022-10-05 Journal: Clinical nutrition ESPEN [Category] 임상, [키워드] Accuracy age Algorithm Algorithms anorexia approach AUC automated Automated prediction blood sample can be used cardiovascular disease Characteristics conducted correlation COVID-19 COVID-19 severity cross-sectional data set decision develop disease severity disease symptoms Factor FBS feature forest Gender indicated investigated machine machine learning novel coronavirus disease outcome parameter Patient Precision Predictive model recall Result Serum level Severe case severity Standard therapy statistical support vector machine SVM Treatment tree [DOI] 10.1016/j.clnesp.2022.07.011 [Article Type] Research article
Ligand-based and structure-based studies to develop predictive models for SARS-CoV-2 main protease inhibitors through the 3d-qsar.com portal3d-qsar.com 포털을 통해 SARS-CoV-2 주요 프로테아제 억제제에 대한 예측 모델을 개발하기 위한 리간드 기반 및 구조 기반 연구Article Published on 2022-07-012022-09-11 Journal: Journal of computer-aided molecular design [Category] COVID19(2023년), SARS, 치료제, [키워드] 3-D QSAR Analysis applicability approach binding binding energy build calculation Candidates cleavage site co-crystallized Combination COMBINE Compound conservation coronavirus COVID-19 infected patients develop domain drug design Emergency use authorization enzyme EUA feature Final functional protein implicated in viral inhibitor inhibitors joint Ligand ligand-based drug design M pro maturation Metrics Mild-to-moderate Model molecular Nirmatrelvir outcome performed portal Predictive Predictive model promote protease Quantitative reached Replication reported resources robust robustness safety profile SARS-CoV-2 SARS-CoV-2 main protease statistical Structure-activity relationships Structure-based drug design tolerable training set Transcription Treatment U.S. FDA viral replication Virtual screening [DOI] 10.1007/s10822-022-00460-7 PMC 바로가기 [Article Type] Article
Individual Factors Associated With COVID-19 Infection: A Machine Learning StudyCOVID-19 감염과 관련된 개별 요인: 기계 학습 연구Article Published on 2022-06-302022-09-11 Journal: Frontiers in Public Health [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy alcohol alcohol consumption Algorithm catastrophic Clinical data COVID-19 COVID-19 infection COVID-19 infections dataset deep learning Diagnosis disease Effect Factor feature Feature selection Health health parameter Health status health system health systems help highest identify imbalanced data individual Infection infections machine machine learning pandemic Patient physical activity Predictive Predictive model Prevent Prognosis provide random Random forest required risk factor ROSE SARS-CoV-2 Sleep smoking Support variable were used with COVID-19 [DOI] 10.3389/fpubh.2022.912099 PMC 바로가기 [Article Type] Article