COVID Mortality Prediction with Machine Learning Methods: A Systematic Review and Critical AppraisalReview Published on 2021-09-072022-10-30 Journal: Journal of Personalized Medicine [Category] COVID-19, [키워드] Admission appraisal baseline clinical decision computer tomography (CT) coronavirus disease COVID COVID patient Covid patients death deep learning Diagnosis help Hospital stay imaging increasingly intensive care machine machine learning mechanical ventilation Mortality occur outcome prediction Predictive model recent required resource review risk of death SARS-CoV-2 severity systematic review Ventilation [DOI] 10.3390/jpm11090893 PMC 바로가기 [Article Type] Review
COVID-19 ICU mortality prediction: a machine learning approach using SuperLearner algorithmOriginal Article Published on 2021-09-012022-10-30 Journal: Journal of Anesthesia, Analgesia and Critical Care [Category] COVID-19, [키워드] Accuracy adjusted age Algorithm applied approach Charlson Comorbidity Index clinical clinical variables coronavirus disease COVID-19 COVID-19 adult patient COVID-19 patient COVID-19 patients Diagnosis enrolled external validation extracorporeal membrane oxygenation Gender ICU initial intensive care internal and external Invasive mechanical ventilation IRCCS knowledge lack machine learning mechanical ventilation Mortality multicenter cohort study Non-invasive Organ failure palliative parameters Patient performance predict Predictive Predictive model Prognosis Prone position provide ranged Result supplementary material therapy Treatment variable Vasoactive was performed was used were used [DOI] 10.1186/s44158-021-00002-x PMC 바로가기 [Article Type] Original Article
A Diagnostic Model to Predict SARS-CoV-2 Positivity in Emergency Department Using Routine Admission Hematological ParametersArticle Published on 2021-08-282022-10-31 Journal: Diagnostics [Category] COVID-19, [키워드] Admission Blood can be used Cohort consecutive patient Control controls COVID-19 cumulative score Department diagnosis of SARS-CoV-2 diagnostic disease severity Early detection Emergency help hematological parameter hematological parameters hematology parameter independent Infection Isolation laboratory diagnostics management Model parameter Patient predict predicted Predictive Predictive model Probability reduce reported routine routine blood tests RT-PCR SARS-CoV-2 SARS-COV-2 infection SARS-CoV-2 positivity SARS-CoV-2-positive patients sensitivity significantly specificity Swab symptomatic Symptomatic patients were used [DOI] 10.3390/diagnostics11091566 PMC 바로가기 [Article Type] Article
Early prognosis of respiratory virus shedding in humansArticle Published on 2021-08-252022-10-04 Journal: Scientific Reports [Category] 바이오마커, [키워드] Analysis Biomarker Classifier collected conducted Control Course Evidence Evolution experiment Exploratory analysis Gene expression profiles H1N1 H3N2 HRV Human identify individual individuals Infection linear Mathematics and computing observation Post-infection pre-symptomatic Predictive model Prognosis Prognostic markers removal respiratory virus resulting RSV Support the disease transcriptomics uninfected [DOI] 10.1038/s41598-021-95293-z PMC 바로가기 [Article Type] Article
A Clinical Decision Web to Predict ICU Admission or Death for Patients Hospitalised with COVID-19 Using Machine Learning AlgorithmsPerspective Published on 2021-08-172022-10-29 Journal: International Journal of Environmental Research an [Category] COVID-19, MERS, SARS, [키워드] 95% CI Algorithm analysed Analysis assist AUC build clinical clinical decision web tool Clinical practice clinician Comorbidity COVID-19 cut-off decision demographics drugs external validation extreme feasible feature Final hospital Hospitalized hospitals ICU ICU admission include laboratory data machine learning Mortality pandemic Patient patients hospitalized Predictive Predictive model predictive models provide random reduction risk Sensitivity and specificity Spain study cohort variable vital signs was used Web with COVID-19 [DOI] 10.3390/ijerph18168677 PMC 바로가기 [Article Type] Perspective
Predictive Biomarkers of Intensive Care Unit and Mechanical Ventilation Duration in Critically-Ill Coronavirus Disease 2019 PatientsMedicine Published on 2021-08-122022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] APACHE II AUC Biomarkers changes in chronic Cohort coronavirus disease COVID-19 COVID-19 case COVID-19 patient COVID-19 severity detection disease Duration Generalized linear model GLM help ICU ICU management ICU outcome identify IMV individual intensive care intensive care unit intubation Invasive mechanical ventilation LOS management Mechanical metabolite metabolomics Patient Pearson correlation Physiology predict predicted Predictive model Randomly selected serum sample sphingomyelin was performed was used [DOI] 10.3389/fmed.2021.733657 PMC 바로가기 [Article Type] Medicine
Forecasting the COVID-19 Epidemic by Integrating Symptom Search Behavior Into Predictive Models: Infoveillance StudyOriginal Paper Published on 2021-08-112022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] Analysis association average Behavior big data calculated Combination confirmed COVID-19 case coronavirus correlation country COVID-19 COVID-19 disease COVID-19 epidemic deaths develop Digital health disease Epidemics estimate evaluate facilitate Forecasting Frame Google Google Trends IMPROVE Inclusion infodemiology infoveillance IQR median Metrics Model nine objective Outbreaks PC1 PCA performed predict Predictive Predictive model predictive models previous study principal component analysis raw data reduction Result SARS-CoV-2 selected Shiny web application statistical model suggested Surveillance Symptom Symptoms time lag Time series Topic trend was used were used with COVID-19 [DOI] 10.2196/28876 PMC 바로가기 [Article Type] Original Paper
Supervised Machine Learning Approach to Identify Early Predictors of Poor Outcome in Patients with COVID-19 Presenting to a Large Quaternary Care Hospital in New York CityArticle Published on 2021-08-112022-10-30 Journal: Journal of Clinical Medicine [Category] COVID-19, [키워드] age Algorithms Analysis can be used clinical manifestation Comorbidities coronavirus disease COVID COVID-19 CRP D-dimer disease course Follow-up greater had more highlight hospital identify IL-6 increased risk initial Laboratory Logistic regression machine learning marker New York City Older outcome outcomes oxygen Patient patients with COVID-19 performed Poor Predictive model predictor presenting progression proportion recorded Symptom symptom duration were used with COVID-19 [DOI] 10.3390/jcm10163523 PMC 바로가기 [Article Type] Article
Forecasting of phenotypic and genetic outcomes of experimental evolution in Pseudomonas protegens슈도모나스 단백질 겐에서 표현형 및 유전 적 결과의 예측Research Article Published on 2021-08-052022-09-06 Journal: PLoS Genetics [Category] Communicable Disease, [키워드] adaptation adaptive addition Air-liquid interface Amino acid Bacterial Biological Biology can not Cancer Cellulose changed Climate change colonize condition conditions conserved core dependent on develop Diseases disrupt Evolution expected experiments Factor fitness followed by Forecasting Genetic Genotype growth hot spot identity Infectious diseases lack majority mathematical mathematical model microbe microbes model system model systems MOST motility mutant mutants Mutation mutation rate Mutation rates mutations negative regulation nucleotide outcome outcomes pathway phenotype Phenotypes phenotypic polysaccharide Population predict predictability predicted predicted gene predicted genes Predictive model prevented problems promoter regions Protein provide Pseudomona Pseudomonas Pseudomonas species Pseudomonas specy real time reduced Region resulting sequence tested Variation [DOI] 10.1371/journal.pgen.1009722 PMC 바로가기 [Article Type] Research Article
Innate and Adaptive Immune Assessment at Admission to Predict Clinical Outcome in COVID-19 PatientsArticle Published on 2021-07-292022-10-28 Journal: Biomedicines [Category] COVID-19, [키워드] activated adaptive Adaptive immunity Admission age antibody panel assessment Biomarker C-reactive protein carried CD27 CD28 CD38 CD8 cellular circulating clinical component COVID-19 COVID-19 disease COVID-19 pandemic D-dimer evaluate evaluated ferritin flow cytometry Frequency HLADR humoral IL-6 immune parameter immune response immune system immunological profile Innate Innate immunity Innate lymphoid cells interleukin-6 Logistic regression analysis lymphopenia Mild Mild symptom NK cells non-classical monocyte Non-classical monocytes Older Oxygen therapy Patient phenotype predicted Predictive Predictive model Prognosis prognostic biomarker Regulatory Regulatory T cell SARS-CoV-2 SARS-COV-2 infection severe disease Severe patient severity significantly increased Th1 the disease the patient [DOI] 10.3390/biomedicines9080917 PMC 바로가기 [Article Type] Article