External validation of urinary C–C motif chemokine ligand 14 (CCL14) for prediction of persistent acute kidney injuryResearch Published on 2021-05-312024-09-02 Journal: Critical Care [Category] 대상포진, [키워드] Acute kidney injury Mortality prediction renal replacement therapy validation [DOI] 10.1186/s13054-021-03618-1 PMC 바로가기 [Article Type] Research
A Machine Learning Approach for Mortality Prediction in COVID-19 Pneumonia: Development and Evaluation of the Piacenza ScoreOriginal Paper Published on 2021-05-312022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, SARS, [키워드] 30-Day mortality 95% CI Accuracy added age Algorithm approach artificial intelligence AUC characteristic Characteristics Classifier Clinical data Clinical outcome Cohort cohorts collected comparable computation Concentration corpuscular hemoglobin COVID-19 data-driven demographics demonstrated develop development effective evaluate exhibited external validation feasible feature Gender Health Italy machine machine learning modeling Mortality mortality risk naïve objective outcomes PaO Patient patient data patients with COVID-19 Physicians Pneumonia predict prediction prognostic score Randomly Result score statistical stroke temperature validation cohort variable was obtained was used website [DOI] 10.2196/29058 PMC 바로가기 [Article Type] Original Paper
Maintaining proper health records improves machine learning predictions for novel 2019-nCoVResearch Article Published on 2021-05-272022-10-27 Journal: BMC Medical Informatics and Decision Making [Category] COVID-19, [키워드] 2019-nCoV accounting AdaBoost Affect Bagging China classifiers country dataset datasets death disease estimate feature France Health Healthcare system IMPROVE Italy Kaggle likelihood machine learning maintaining Novel coronavirus outbreak outcome Patient patient treatment performed Pneumonia positive predict prediction Predictive Prevalence Re-infection Result risk United Kingdom USA Variation [DOI] 10.1186/s12911-021-01537-3 PMC 바로가기 [Article Type] Research Article
Maintaining proper health records improves machine learning predictions for novel 2019-nCoVResearch Article Published on 2021-05-272022-10-27 Journal: BMC Medical Informatics and Decision Making [Category] Coronavirus, COVID-19, SARS, [키워드] 2019-nCoV accounting AdaBoost Affect Bagging China classifiers country dataset datasets death disease estimate feature France Health Healthcare system IMPROVE Italy Kaggle likelihood machine learning maintaining Novel coronavirus outbreak outcome Patient patient treatment performed Pneumonia positive predict prediction Predictive Prevalence Re-infection Result risk United Kingdom USA Variation [DOI] 10.1186/s12911-021-01537-3 PMC 바로가기 [Article Type] Research Article
One-Year Lesson: Machine Learning Prediction of COVID-19 Positive Cases with Meteorological Data and Mobility Estimate in JapanArticle Published on 2021-05-272022-10-29 Journal: International Journal of Environmental Research an [Category] COVID-19, SARS, [키워드] Accuracy applied average can be used cloud collected COVID-19 COVID-19 pandemic deep learning dominant effective Effectiveness estimate estimates Factors feasible Forecasting Google Government healthcare help IMPROVE Japan LSTM machine learning management memory Meteorological data Mobility morbidity pandemic positive predict prediction provided Public ranged regions required resource risk Spread spread of COVID-19 the disease the United State was tested [DOI] 10.3390/ijerph18115736 PMC 바로가기 [Article Type] Article
Biomedical Text Link Prediction for Drug Discovery: A Case Study with COVID-19Article Published on 2021-05-262022-10-28 Journal: Pharmaceutics [Category] COVID-19, [키워드] Accuracy acute respiratory syndrome Algorithm Anti-inflammatory antiviral therapy Artemisinin Biotin Bone marrow calculated Chloroquine complement complex Complex networks coronavirus Coronaviruses COVID-19 data sets Diseases drug drug candidate Drug discovery Efficacy envelope proteins heterogeneous identify include inhibitors interferon knowledge leukocyte literature review machine learning MERS methotrexate natural language processing nucleoside analogs occur outbreak predict predicted prediction protease inhibitors Proteins Repurposed drug Repurposed drugs SARS Coronavirus SARS-CoV-2 SARS-CoV-2 treatment Side effects Suramin syndrome text text mining Therapies treat vaccination with COVID-19 [DOI] 10.3390/pharmaceutics13060794 PMC 바로가기 [Article Type] Article
Prediction of repurposed drugs for Coronaviruses using artificial intelligence and machine learningResearch Article Published on 2021-05-242022-10-04 Journal: Computational and Structural Biotechnology Journal [Category] 신약개발, [키워드] Abstract ACE AI Alatrofloxacin Algorithm analyses antiviral drug antiviral drugs applicability approved artificial assist binding affinity caused Chemical descriptors complex computational method coronavirus coronavirus 2 Coronaviruses COVID-19 COVID-19 pandemic datasets deep develop domain drug candidate Drug repurposing DrugBank Epidemics feature filtered forest independent lack learning Leuprolide machine learning MERS Metergoline molecular docking network Neural Pearson’s correlation coefficient predict predicted molecule prediction Predictive model receptor Repository Repurposed drug Rescinnamine respiratory responsible robust SARS-CoV-2 selected support vector machine Telotristat ethyl the Coronaviridae the spike protein unique Verteporfin virus viruses were used [DOI] 10.1016/j.csbj.2021.05.037 PMC 바로가기 [Article Type] Research Article
Clinical Prediction Tool to Assess the Likelihood of a Positive SARS-Cov-2 (COVID-19) Polymerase Chain Reaction Test in Patients with Flu-like SymptomsEndemic Infections Published on 2021-05-242022-10-28 Journal: Western Journal of Emergency Medicine [Category] COVID-19, SARS, [키워드] 95% CI 95% confidence interval adjusted odds ratio age Anosmia AOR assist AUC chain clinical clinical variable close contact Cohort common cold coronavirus disease COVID-19 COVID-19 test discharged home dry cough Fever Final Frame headache identifying Infection influenza viruses initial symptom interquartile range likelihood median time men multivariable logistic regression myalgia overlap Patient PCR polymerase chain positive positive result predict prediction presenting Probability reaction Result SARS-CoV-2 PCR Symptom Test the disease the median validation cohort [DOI] 10.5811/westjem.2020.12.49200 PMC 바로가기 [Article Type] Endemic Infections
Machine Learning Assisted Prediction of Prognostic Biomarkers Associated With COVID-19, Using Clinical and Proteomics DataGenetics Published on 2021-05-202022-10-31 Journal: Frontiers in Genetics [Category] COVID-19, [키워드] Accuracy Algorithm Biomarker biomarkers discovery clinical Clinical data clinical feature clinical information clinical parameter Clinical practice cohort of patient COVID-19 COVID-19 disease COVID-19 patient COVID-19 patients COVID-19 positive patient dataset death early diagnosis early stage evaluated Feature selection healthcare Hospitalization machine learning management molecular normalized predict prediction Prognosis progression Protein protein expression proteomics and bioinformatics researcher Sensitivity and specificity significantly survival the disease [DOI] 10.3389/fgene.2021.636441 PMC 바로가기 [Article Type] Genetics
Mathematical Modeling and COVID-19 Forecast in Texas, USA: A Prediction Model Analysis and the Probability of Disease OutbreakOriginal Research Published on 2021-05-192022-10-31 Journal: Disaster Medicine and Public Health Preparedness [Category] COVID-19, [키워드] Analysis applied basic reproduction number calculate chain clinically Continuous-Time Markov Chain (CTMC) coronavirus disease COVID-19 COVID-19 outbreak Dashboard Department determine effective indicate indicated Infection infection rate Markov mathematical Model modeling occur outbreak parameters persists predict predicted prediction Probability reported response SEIR SEIR model service state Surveillance Texas United States vaccination Vaccine was used website WHO [DOI] 10.1017/dmp.2021.151 PMC 바로가기 [Article Type] Original Research