Fusion of convolution neural network, support vector machine and Sobel filter for accurate detection of COVID-19 patients using X-ray imagesResearch article Published on 2021-07-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] Coronavirus, 치료기술, [키워드] Accuracy artificial intelligence automated Chest radiography Classifier CNN Computed tomography contagious Convolution coronavirus COVID-19 COVID-19 patient cross Data mining database dataset deep learning detect Diagnosis diagnosis of COVID-19 diagnostic disease Feature extraction fusion highest Image processing IMPROVE lung machine learning prevalent Prevent Secondary infection Sensitivity and specificity Sobel operator Spread Support SVM was collected X-ray [DOI] 10.1016/j.bspc.2021.102622 [Article Type] Research article
Academic stress detection on university students during COVID-19 outbreak by using an electronic nose and the galvanic skin responseResearch article Published on 2021-07-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 치료기술, [키워드] academic stress Algorithm applied Characteristics Classification methods COVID-19 outbreak COVID-19 pandemic Data analysis Discriminant Effects Electronic nose Galvanic Galvanic skin response mental health methodology physical pilot study presenting response SISCO inventory skin Stress support vector machine SVM university was obtained were used [DOI] 10.1016/j.bspc.2021.102756 [Article Type] Research article
Studying the Effect of Taking Statins before Infection in the Severity Reduction of COVID-19 with Machine LearningResearch Article Published on 2021-06-192022-10-27 Journal: BioMed Research International [Category] COVID-19, MERS, [키워드] Accuracy Algorithm Analysis angiotensin-converting enzyme-2 atorvastatin average Classifier Clinical features COVID-19 COVID-19 infection COVID-19 patient COVID-19 severity COVID-19 virus Critical death diagnose diastolic pressure Effect evaluate examined FIVE help Illness severity include indicated Iran machine learning machine learning approach medium Mild Other oxygen saturation participant Patient positive predict Research respiratory rate Result Rosuvastatin severity Simvastatin statin Support SVM Taking total patients Treatment [DOI] 10.1155/2021/9995073 PMC 바로가기 [Article Type] Research Article
Sentiment Analysis on COVID-19-Related Social Distancing in Canada Using Twitter DataArticle Published on 2021-06-032022-10-29 Journal: International Journal of Environmental Research an [Category] COVID-19, MERS, SARS, [키워드] Accuracy activity affecting Algorithm analyzed applied Canada concerning Confusion COVID-19 dataset exhibited Express expressed increase in mental health Neutral performance Performance evaluation positive Precision preventive measure recall reducing Result sentimental analysis SentiStrength social distancing social media platform Support support vector machine SVM training data Twitter was measured [DOI] 10.3390/ijerph18115993 PMC 바로가기 [Article Type] Article
Machine Learning to Predict In-Hospital Mortality in COVID-19 Patients Using Computed Tomography-Derived Pulmonary and Vascular FeaturesArticle Published on 2021-06-032022-10-30 Journal: Journal of Personalized Medicine [Category] COVID-19, [키워드] Admission age build Chest computed tomography Chest CT Clinical data computer contributing to COVID-19 COVID-19 patient dataset death died discharge Features highlighting Hospitalization in-hospital mortality lung machine learning machine learning model Mann–Whitney U test median Metrics neural networks outcome parenchymal Patient patients patients who survived performed Precision Predictive Prognosis pulmonary pulmonary artery radiological recall reported SARS-COV-2 infection Stratification Support support vector machine SVM tomography Univariate analysis Vascular Vascular damage vector X-ray computed yielding [DOI] 10.3390/jpm11060501 PMC 바로가기 [Article Type] Article
Automated Detection of Covid-19 from Chest X-ray scans using an optimized CNN architectureResearch article Published on 2021-06-012022-10-05 Journal: Applied Soft Computing [Category] 치료기술, [키워드] Accuracy adopted affected affecting Algorithm Analysis analyzed automated auxiliary chest X-ray classification clinical setting Clinicians CNN code contribute Correcting COVID-19 dataset detection Diagnosis diagnostic diagnostic capability disease ECOC Ensemble facilitate faster global pandemic Grey GWO healthcare professionals information initial initiated Isolation lack meet network Neural Novel coronavirus optimization output pandemic parameter patients perceptron public health radiologist recent finding Research sensitivity testing Spread SVM Treatment Viral pneumonia virus was obtained Whale WOA Wolf X-ray [DOI] 10.1016/j.asoc.2021.107238 [Article Type] Research article
CT-based radiomics for predicting the rapid progression of coronavirus disease 2019 (COVID-19) pneumonia lesions코로나바이러스 질병 2019(COVID-19) 폐렴 병변의 급속한 진행을 예측하기 위한 CT 기반 방사선학Short Communication Published on 2021-06-012022-09-12 Journal: The British Journal of Radiology [Category] 진단, [키워드] advance applied AUC characteristic Chest CT chest CT scan Combination coronavirus disease Coronavirus disease 2019 COVID-19 CT scan CT scans decision Decision tree defined determined by develop evaluated facilitate feature Follow-up forest growth highest IMPROVE interquartile range interval laboratory-confirmed Laboratory-confirmed COVID-19 Las Vega Las Vegas LASSO likelihood Logistic regression lung parenchyma machine machine learning classifier median age median interval Model modeling operator Patient pneumonia lesion pneumonia lesions predict progression Radiation Random forest receiver operating characteristic receiver operating characteristic curve recursive feature elimination reduce Regression relief RFE sensitivity Seven specificity support vector machine SVM Treatment tree vector Volume was determined were used [DOI] 10.1259/bjr.20201007 PMC 바로가기 [Article Type] Short Communication
CT-based radiomics for predicting the rapid progression of coronavirus disease 2019 (COVID-19) pneumonia lesionsShort Communication Published on 2021-06-012022-10-27 Journal: The British Journal of Radiology [Category] COVID-19, [키워드] advance applied AUC characteristic Chest CT chest CT scan Combination coronavirus disease COVID-19 CT scan CT scans decision defined develop evaluated facilitate feature Follow-up forest growth highest IMPROVE interquartile range interval laboratory-confirmed Las Vega likelihood lung parenchyma machine machine learning classifier median age median interval Model operator Patient pneumonia lesion pneumonia lesions predict progression Radiation recursive feature elimination reduce Regression relief RFE sensitivity Seven specificity support vector machine SVM Treatment tree vector Volume was determined were used [DOI] 10.1259/bjr.20201007 PMC 바로가기 [Article Type] Short Communication
CT-based radiomics for predicting the rapid progression of coronavirus disease 2019 (COVID-19) pneumonia lesionsShort Communication Published on 2021-06-012022-10-27 Journal: The British Journal of Radiology [Category] Coronavirus, COVID-19, MERS, SARS, [키워드] advance applied AUC characteristic Chest CT chest CT scan Combination coronavirus disease COVID-19 CT scan CT scans decision defined develop evaluated facilitate feature Follow-up forest growth highest IMPROVE interquartile range interval laboratory-confirmed Las Vega likelihood lung parenchyma machine machine learning classifier median age median interval Model operator Patient pneumonia lesion pneumonia lesions predict progression Radiation recursive feature elimination reduce Regression relief RFE sensitivity Seven specificity support vector machine SVM Treatment tree vector Volume was determined were used [DOI] 10.1259/bjr.20201007 PMC 바로가기 [Article Type] Short Communication
Machine Learning Based Clinical Decision Support System for Early COVID-19 Mortality PredictionPublic Health Published on 2021-05-122022-10-31 Journal: Frontiers in Public Health [Category] COVID-19, MERS, SARS, [키워드] accelerate Accuracy acute respiratory disease age Analysis Biomarker Biomarkers Blood blood test caused clinical Combination coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 mortality CT-scans decision determine FIVE form Healthcare system Healthcare systems help high accuracy high mortality rate High-sensitivity C-reactive protein identify Infection key factor lactate dehydrogenase LDH Logistic regression Lymphocytes machine learning medical treatment ML model Mortality Neutrophils outcome pandemic patient treatment practicality predict prediction Predictive Prognosis random risk SARS-CoV-2 SVM System the disease virus was performed WHO World Health Organization [DOI] 10.3389/fpubh.2021.626697 PMC 바로가기 [Article Type] Public Health