Effect of shelter-in-place on emergency department radiology volumes during the COVID-19 pandemicArticle Published on 2020-12-012023-07-13 Journal: Emergency Radiology [Category] SARS, [키워드] coronavirus COVID-19 ER Healthcare utilization Predictive model trauma [DOI] 10.1007/s10140-020-01797-y PMC 바로가기
Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomesResearch Article Published on 2020-11-192022-10-27 Journal: BMC Medical Informatics and Decision Making [Category] COVID-19, [키워드] 95% CI 95% confidence interval acute respiratory syndrome Admission Analysis ANN artificial intelligence AUROC benefit can be used complex condition coronavirus COVID-19 Cox model Cox regression Cox regression model creating dataset death deep deep learning develop Electronic health record greater healthcare high accuracy hospital knowledge Laboratory Logistic regression London machine learning machine learning algorithm management Model operator outcome Patient Predictive model profile prognostic prognostic model Prognostication regression analysis resources Result SARS-CoV-2 significantly survival susceptible the patient variety were assessed [DOI] 10.1186/s12911-020-01316-6 PMC 바로가기 [Article Type] Research Article
Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomesResearch Article Published on 2020-11-192022-10-27 Journal: BMC Medical Informatics and Decision Making [Category] Coronavirus, COVID-19, SARS, [키워드] 95% CI 95% confidence interval acute respiratory syndrome Admission Analysis ANN artificial intelligence AUROC benefit can be used complex condition coronavirus COVID-19 Cox model Cox regression Cox regression model creating dataset death deep deep learning develop Electronic health record greater healthcare high accuracy hospital knowledge Laboratory Logistic regression London machine learning machine learning algorithm management Model operator outcome Patient Predictive model profile prognostic prognostic model Prognostication regression analysis resources Result SARS-CoV-2 significantly survival susceptible the patient variety were assessed [DOI] 10.1186/s12911-020-01316-6 PMC 바로가기 [Article Type] Research Article
Pre-existing Liver Diseases and On-Admission Liver-Related Laboratory Tests in COVID-19: A Prognostic Accuracy Meta-Analysis With Systematic ReviewMedicine Published on 2020-11-132022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] 95% confidence interval activities activity acute liver failure Acute liver injury acute respiratory syndrome Admission alanine aminotransferase ALT Aspartate aminotransferase AST C-reactive protein (CRP characteristic Chronic Hepatitis B chronic liver disease CLD Clinical course Comorbidity Concentration conducted coronavirus coronavirus disease Course COVID-19 COVID-19 severity CRP database evaluate FIVE hepatology Hierarchical highlight ICU in-hospital mortality Infection intensive care laboratory parameter Liver disease Liver function test Meta-analysis Mortality outcome pandemic (COVID-19) patients with COVID-19 Platelet predicted Predictive model Prognosis Prognostic value reached Registered reported review SARS-CoV-2 SARS—CoV-2 searched sensitivity severe COVID-19 specificity Test [DOI] 10.3389/fmed.2020.572115 PMC 바로가기 [Article Type] Medicine
Machine learning in predicting respiratory failure in patients with COVID-19 pneumonia—Challenges, strengths, and opportunities in a global health emergencyResearch Article Published on 2020-11-122022-10-28 Journal: PLoS ONE [Category] Coronavirus, MERS, SARS, [키워드] 48 hours Accuracy Additive Analysis applied approach assist AUC Blood build Care Case report Clinical data clinician collected consecutive patient contribute contributed data-driven dataset defined develop example generate health emergency hospital hospitalized patient IMPROVE laboratory biomarker machine mechanical ventilation moderate observation outcome PaO Patient patients with COVID-19 patients’ medical history Pneumonia positive predicted Predictive Predictive model Prospective Study Respiratory failure Result severe respiratory failure Symptoms variable was selected was used were used with COVID-19 worsening [DOI] 10.1371/journal.pone.0239172 PMC 바로가기 [Article Type] Research Article
Effect of mitigation measures on the spreading of COVID-19 in hard-hit states in the U.S.Research Article Published on 2020-11-032022-10-28 Journal: PLoS ONE [Category] Coronavirus, MERS, SARS, [키워드] collected COVID-19 COVID-19 pandemic death Effect effort FIVE growth impacted Infection infection rate less Massachusetts measure New New York pandemic Predictive model reduced reflected Reproduction number resulting social distancing Social distancing measure state The United States [DOI] 10.1371/journal.pone.0240877 PMC 바로가기 [Article Type] Research Article
Development and Performance of a Clinical Decision Support Tool to Inform Resource Utilization for Elective OperationsResearch Published on 2020-11-022022-10-29 Journal: JAMA Network Open [Category] Coronavirus, SARS, [키워드] Algorithm Analysis analyzed assessment can be used Care clinical clinical decision Community Comorbidities coronavirus disease COVID-19 decision demographic characteristics development discharge discharged Elective Electronic health record evaluate evaluated expected Factors finding Health health system hospital Importance infections Intensive intensive care measure mechanical ventilation mechanical ventilator median medication Negative predictive value objective operation pandemic participant Patient patients performance Point predict Predictive Predictive model Probability prognostic Quantitative random Receiver operator characteristic Relevance resource Result retrospective risk setting Support surgical tested utilization was used [DOI] 10.1001/jamanetworkopen.2020.23547 PMC 바로가기 [Article Type] Research
Clinical Characteristics and Prognostic Factors for Intensive Care Unit Admission of Patients With COVID-19: Retrospective Study Using Machine Learning and Natural Language ProcessingOriginal Paper Published on 2020-10-282022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] Admission age Algorithm artificial intelligence big data Celsius clinical Clinical characteristics Clinical course clinical information clinical variable Combination cough COVID-19 COVID-19 cases COVID-19 pandemic data-driven determine Determining Diagnosis diagnosis of COVID-19 EHR Electronic health record Electronic health records epidemiological Epidemiology Factor Fever Health hospitalized patient ICU ICU admission intensive care intensive care unit involved language machine learning machine-learning male natural network objective occurred outcome Patient patients patients with COVID-19 polymerase chain predict Predictive Predictive model primary care processing progression required researcher Result SARS-CoV-2 Spain Symptom tachypnea temperature the disease [DOI] 10.2196/21801 PMC 바로가기 [Article Type] Original Paper
Early prediction of level-of-care requirements in patients with COVID-19Research Article Published on 2020-10-122022-10-31 Journal: eLife [Category] COVID-19, MERS, SARS, [키워드] Accuracy Admission age applied artificial intelligence being benefit BMI breath caused Characteristics Chest chest imaging Clinical symptoms Comorbidity complex COVID-19 COVID-19 disease COVID-19 patient Critical care diabete diabetes difficulty breathing disease Dyspnea examined Factor FIVE form Gender help hospital Hospitalization Hospitalized hospitals Human ICU ICU admission ICU care identify individual intensive care treatment intensive care unit laboratory data laboratory result Laboratory results machine learning male Massachusett mechanical ventilation mild symptoms MOST New coronavirus no symptom obesity opacity oxygen deprivation pandemic Patient patients with COVID-19 people with COVID-19 physician Pneumonia predict predicted Predictive model predictor risk factor risk prediction SARS-CoV-2 severe disease severe inflammation Severity Score severity scores Symptoms the disease the patient tissue tissue damage Treatment underlying disease vaccination Vaccine Ventilation Vital vital sign vital signs [DOI] 10.7554/eLife.60519 PMC 바로가기 [Article Type] Research Article
Clinical Predictive Models for COVID-19: Systematic StudyOriginal Paper Published on 2020-10-062022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] 95% CI addition Algorithm Analysis approach AUC Blood Care caused clinical Clinical data clinical feature clinical prediction Cohort collected COVID-19 Critical care develop evaluate Health Health care system help hospital Hospitalization Hospitalized human-to-human transmission ICU Infectious disease intensive care Logistic regression machine learning machine learning models mechanical ventilators Model objective pathway Patient patients performed positive predict prediction Predictive Predictive model random receive Receiver operator characteristic resources Respiratory disease Result retrospective risk SARS-CoV-2 SARS-CoV-2 test SARS-CoV-2 tests sensitivity specificity Support Testing [DOI] 10.2196/21439 PMC 바로가기 [Article Type] Original Paper