COVID-19: Short term prediction model using daily incidence dataResearch Article Published on 2021-04-142022-10-28 Journal: PLoS ONE [Category] COVID-19, MERS, SARS, [키워드] adopted approach Care COVID-19 case COVID-19 pandemic Critical deviation distribution distributions Effect effective Factor Health incidence Infection Local new SARS-CoV-2 occurred Occurrence Poisson distribution predicted prediction public health Reproduction number Result short term subset the disease Transmission transmission rate utility [DOI] 10.1371/journal.pone.0250110 PMC 바로가기 [Article Type] Research Article
Machine Learning Applied to Clinical Laboratory Data in Spain for COVID-19 Outcome Prediction: Model Development and ValidationOriginal Paper Published on 2021-04-142022-10-30 Journal: Journal of Medical Internet Research [Category] Coronavirus, MERS, SARS, [키워드] 95% CI Accuracy addition Additive Algorithm Analysis bootstrap C-reactive protein Care Classifier clinical Complication COVID-19 COVID-19 pandemic develop development Diagnosis died effective Electronic health record explanation extreme f-score feature Health help higher risk identify initial Laboratory Laboratory parameters lactate dehydrogenase machine learning Model Mortality neutrophil counts numbers of patient objective parameter Patient patients with COVID-19 predict prediction Predictive Receiver operator characteristic resource resources Result resulting risk selected sensitivity severe disease Severity of infection Spain specificity the disease treatment for COVID-19 urea validation was selected was used worse prognosis [DOI] 10.2196/26211 PMC 바로가기 [Article Type] Original Paper
Machine Learning Approach to Predicting COVID-19 Disease Severity Based on Clinical Blood Test Data: Statistical Analysis and Model DevelopmentOriginal Paper Published on 2021-04-132022-10-31 Journal: JMIR Medical Informatics [Category] COVID-19, [키워드] Accuracy Affect Analysis approach automated Blood blood sample Blood samples can be used Care clinical Clinical data clinical outcomes clinical parameter Comorbidities correlation COVID-19 COVID-19 patient data set deep learning methods development disease severity Factor Factors healthy high risk hospital identify IMPROVE investigated Laboratory less machine learning methodology Model morbidity Mortality objective outcome outcomes parameter Patient patients patients with COVID-19 Peripheral blood Precision predict prediction random reduce mortality resource Result risk severity severity of COVID-19 statistical statistical analysis Support Symptoms Test Testing the disease Treatment variant [DOI] 10.2196/25884 PMC 바로가기 [Article Type] Original Paper
Potential Mechanism Prediction of Herbal Medicine for Pulmonary Fibrosis Associated with SARS-CoV-2 Infection Based on Network Analysis and Molecular DockingPharmacology Published on 2021-04-122022-10-31 Journal: Frontiers in Pharmacology [Category] COVID-19, [키워드] analyses Analysis approach binding activity CCP Chinese Chinese herbal medicine component components contribute COVID-19 database distribution enrichment analysis exhibited expression finding Gene ontology health-care Herbal high risk IL-6 include indicated Infection inhibit involved KEGG Kyoto MAPK MAPK signaling mechanism Medicine metabolism MMP9 molecular docking molecular mechanism molecular mechanisms multiple pathways network network pharmacology offer pathway Patient Potential PPI predict prediction prescription protein-protein interaction pulmonary pulmonary fibrosis receptor SARS-CoV-2 SARS-COV-2 infection signaling pathway signaling pathways suggested target targets TGF-β1 the disease the SARS-CoV-2 TNF-α treatment for COVID-19 VEGF Version [DOI] 10.3389/fphar.2021.602218 PMC 바로가기 [Article Type] Pharmacology
The Use of In Silico Tools for the Toxicity Prediction of Potential Inhibitors of SARS-CoV-2SARS-CoV-2의 잠재적 억제제의 독성 예측을 위한 In Silico 도구의 사용Article Published on 2021-04-122022-09-10 Journal: Alternatives to Laboratory Animals [Category] MERS, 신약개발, 치료법, 치료제, [키워드] in silico toxicology adverse effects approval assist carcinogenicity Cardiotoxicity chymotrypsin Compound compounds computational toxicology Consensus Convalescent plasma therapy coronavirus coronavirus disease COVID-19 cysteine cysteine protease drug Drug development effort Endpoint exhibited hepatotoxicity in silico inhibitor inhibitors lead limitations Mutagenicity nucleocapsid protein positive Potential predict predicted prediction profiles protease Regulatory reported Repurposed drugs repurposing SARS-CoV-2 severe adverse effect silico studies therapeutic intervention Toxicity toxicity prediction were assessed were used [DOI] 10.1177/02611929211008196 PMC 바로가기 [Article Type] Article
Risk Factors and a Scoring System to Predict ARDS in Patients with COVID-19 Pneumonia in Korea: A Multicenter Cohort Study한국의 COVID-19 폐렴 환자에서 ARDS를 예측하는 위험 요인 및 점수 시스템: 다기관 코호트 연구Multicenter Study Published on 2021-04-092022-09-10 Journal: Disease Markers [Category] MERS, SARS, 바이오마커, [키워드] 95% CI acute respiratory distress acute respiratory distress syndrome age ARDS C-reactive protein CAPS characteristic Characteristics chest X-ray collected coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 pneumonia determine diagnosed with COVID-19 enrolled epidemiological Factor FIVE form Health Organization infiltration investigated Logistic regression analysis neutrophil outcome Patient patients with COVID-19 Pneumonia predict prediction Predictive predictor progression provided receiver receiver operating characteristic report respiratory distress ROC score score cutoff Scoring sensitivity specificity syndrome System university hospital was performed with COVID-19 World Health Organization [DOI] 10.1155/2021/8821697 PMC 바로가기 [Article Type] Multicenter Study
Adaptive Susceptible-Infectious-Removed Model for Continuous Estimation of the COVID-19 Infection Rate and Reproduction Number in the United States: Modeling StudyOriginal Paper Published on 2021-04-072022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] adaptive applied approach Compartmental models Continuous COVID-19 COVID-19 cases COVID-19 pandemic Decision-making effective Efficacy estimate estimation expected highest increase in infected individual Infection infection rate Infectious disease Intensive Local Measures Model modeling New York number objective pandemic prediction provide Rate reducing reported reproduction Reproduction number Result SARS-CoV-2 Secondary infection Spread United States [DOI] 10.2196/24389 PMC 바로가기 [Article Type] Original Paper
A Multimodality Machine Learning Approach to Differentiate Severe and Nonsevere COVID-19: Model Development and ValidationOriginal Paper Published on 2021-04-072022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] absolute neutrophil count Accuracy addition Admission age Analysis approach can be used cardiovascular disease Care classification Clinical characteristics clinical feature clinical information clinical type COVID-19 Decision support demonstrated descending development diabete diagnosing Diagnosis dimerized disease evaluated feature Features Gender gold standard Health hypertension Immunological response initial screening Laboratory laboratory result Laboratory testing lactate dehydrogenase machine machine learning Model multimodality objective outcome Patient patients with COVID-19 physiological prediction Predictive random recruited reduce reliable Result risk SARS-COV-2 infection sensitivity severe COVID-19 severity the disease the patient troponin I validation [DOI] 10.2196/23948 PMC 바로가기 [Article Type] Original Paper
Task-specific information outperforms surveillance-style big data in predictive analytics432 Published on 2021-04-062022-10-29 Journal: Proceedings of the National Academy of Sciences of [Category] Coronavirus, MERS, SARS, [키워드] Academic performance accumulated big data dataset feature High-resolution human behavior IMPROVE increase information less measure outperform predict prediction Predictive privacy raising registry data reported resulting School unique [DOI] 10.1073/pnas.2020258118 PMC 바로가기 [Article Type] 432
Atypical respiratory distress in eastern Democratic Republic of the Congo prior to the COVID-19 pandemic. A case reportCase Report Published on 2021-04-062022-10-28 Journal: Tropical Diseases, Travel Medicine and Vaccines [Category] COVID-19, [키워드] acute respiratory distress addition aetiology Atypical Case report change chest X-ray China clinical picture close contact Comorbidity Coronavirus disease 2019 COVID-19 COVID-19 pandemic COVID-19 patients death Democratic Republic of the Congo, DRC distress dry cough Dyspnoea female Fever ground glass had no hypertension Infection Inflammation Laboratory lesion less lymphopenia male nodule one patient onset of symptoms pandemic Patient Pneumonia prediction procalcitonin progressed question returned SARS-CoV-2 coronavirus Spread syndrome the disease viral infection virus [DOI] 10.1186/s40794-021-00134-6 PMC 바로가기 [Article Type] Case Report