prediction – Page 39 – Communicable Diseases Research

Prediction of Sepsis in COVID-19 Using Laboratory Indicators

Cellular and Infection Microbiology

Published on 2021-03-022022-10-31
Journal: Frontiers in Cellular and Infection Microbiology [Category] COVID-19, MERS, SARS,

[키워드] 95% CI abnormality Additive adopted aggravate artificial intelligence AUC average build characteristic clinical symptom coagulation disorder coagulation function Coagulopathy collected coronavirus disease COVID-19 COVID-19 patient Deterioration diagnose eight Electronic health records feature finding global public health IMPROVE indicated Indicator Inflammatory factor Inpatient investigated Laboratory moderate Occurrence outbreak patients with COVID-19 prediction Predictive Prognosis provided reduce mortality risk Risk factors SARS-CoV-2 sensitivity Sepsis Seven shown specificity subset was related with COVID-19
[DOI] 10.3389/fcimb.2020.586054 PMC 바로가기 [Article Type] Cellular and Infection Microbiology

COVID-19 mortality rate prediction for India using statistical neural networks and gaussian process regression model

Articles

Published on 2021-03-012022-10-27
Journal: African Health Sciences [Category] COVID-19,

COVID-19 mortality rate prediction for India using statistical neural networks and gaussian process regression model

Articles

Published on 2021-03-012022-10-27
Journal: African Health Sciences [Category] Coronavirus, COVID-19, SARS,

An Interpretable Model-Based Prediction of Severity and Crucial Factors in Patients with COVID-19

COVID-19 환자의 심각도 및 중요한 요인에 대한 해석 가능한 모델 기반 예측

Research Article

Published on 2021-03-012022-09-12
Journal: BioMed Research International [Category] 진단,

[키워드] Additive Admission age AUC Chest computed tomography Chest CT clinical clinical information collected Computed tomography coronavirus disease Coronavirus disease 2019 COVID-19 Deterioration distribution early stage enrolled explained Factor Factors groups help IMPROVE information Intervention Laboratory tests lung abnormalities lung involvement lymphocyte machine learning model Mild neutrophil neutrophil count Neutrophil-to-lymphocyte ratio parameter Patient predict prediction Prognosis radiologist reduce mortality sensitivity severe group severity severity of COVID-19 specificity temperature total score with COVID-19
[DOI] 10.1155/2021/8840835 PMC 바로가기 [Article Type] Research Article

An Interpretable Model-Based Prediction of Severity and Crucial Factors in Patients with COVID-19

Research Article

Published on 2021-03-012022-10-27
Journal: BioMed Research International [Category] COVID-19, MERS,

Outcome Prediction in Patients with Severe COVID-19 Requiring Extracorporeal Membrane Oxygenation—A Retrospective International Multicenter Study

Article

Published on 2021-02-272022-10-31
Journal: Membranes [Category] COVID-19,

[키워드] Accuracy acute respiratory distress acute respiratory distress syndrome APACHE II ARDS assessment Belgium benefit calculated chronic Cohort COVID-19 COVID-19 patient criteria cut-off value defined enrolled evaluate Extracorporeal extracorporeal membrane oxygenation failure Germany International invasive investigator-initiated Italy large cohort Mortality multicenter multicenter study non-COVID-19 ARDS patient Patient patients patients treated Physiology predict prediction Prognosis prognostic ranged Registered reported respiratory retrospective SARS-CoV-2 score severe COVID-19 SOFA study cohort survival Switzerland syndrome The United States therapy treated Treatment V-V ECMO
[DOI] 10.3390/membranes11030170 PMC 바로가기 [Article Type] Article

Using Automated Machine Learning to Predict the Mortality of Patients With COVID-19: Prediction Model Development Study

Original Paper

Published on 2021-02-262022-10-30
Journal: Journal of Medical Internet Research [Category] COVID-19, MERS,

[키워드] addition age Algorithm Analysis automated automated machine learning Biomarker Biomarkers Blood urea nitrogen boost build clinical decision clinician collected Comorbidities Comorbidity conducted correlated COVID-19 COVID-19 disease severity D-dimer level death Decision support decision support tool deep learning develop development Diastolic blood pressure Dimensionality reduction effective evaluated extreme identify independent lactate dehydrogenase machine machine learning machine learning algorithm Machine learning algorithms machine learning model Medical resources Model Mortality objective pandemic partial dependence plot Patient patients with COVID-19 polymerase chain positive predict predicted prediction previous study pulse oximetry ranking receive reduction respiratory rate Result SARS-COV-2 infection selected Shapley additive explanation Support survival tested variable variables vital signs was measured were used
[DOI] 10.2196/23458 PMC 바로가기 [Article Type] Original Paper

Prediction of COVID-19 severity using laboratory findings on admission: informative values, thresholds, ML model performance

입원 시 실험실 결과를 사용한 COVID-19 심각도 예측: 유익한 값, 임계값, ML 모델 성능

Article

Published on 2021-02-262022-08-31
Journal: BMJ Open [Category] MERS, 바이오마커,

[키워드] 95% CI activated activated partial thromboplastin time admitted to ICU Alanine alanine aminotransferase Algorithm aPTT aspartate Aspartate aminotransferase AUC Bilirubin Biochemistry bioinformatics Biomarker Biotechnology biotechnology & C reactive protein Clinical use comparable consecutive patient COVID-19 COVID-19 severity creatine creatine kinase CRP cut-off cut-off threshold D-dimer dataset Deterioration disease severity disproportion Dubai Features ferritin fibrinogen Free ICU identify Infectious diseases information information technology intensive care intensive care unit Laboratory Laboratory test Laboratory tests Lactate lactate dehydrogenase lymphocyte Lymphocyte count ML model non-severe cases online tool partial thromboplastin time Patient PCR predict prediction Predictive Prognosis prognosis of patient respiratory respiratory infections returned risk Stratification study cohort subjects threshold threshold value thresholds THROMBOPLASTIN total bilirubin troponin with COVID-19 worsening
[DOI] 10.1136/bmjopen-2020-044500 PMC 바로가기 [Article Type] Article

Performance of prediction models for short-term outcome in COVID-19 patients in the emergency department: a retrospective study

Research Article

Published on 2021-02-252022-10-28
Journal: Annals of Medicine [Category] COVID-19, SARS,

Low compositions of human toll-like receptor 7/8-stimulating RNA motifs in the MERS-CoV, SARS-CoV and SARS-CoV-2 genomes imply a substantial ability to evade human innate immunity

Bioinformatics

Published on 2021-02-242022-10-28
Journal: PeerJ [Category] COVID-19,