Automatic coronavirus disease 2019 diagnosis based on chest radiography and deep learning – Success story or dataset bias?흉부 방사선 촬영 및 딥 러닝 기반 코로나19 자동 진단 - 성공 사례 또는 데이터 세트 편향?Article Published on 2022-02-012022-09-11 Journal: Medical physics [Category] COVID19(2023년), SARS, 치료기술, [키워드] absence Accuracy applied artificial intelligence Automatic Bank Behavior biases Chain Reaction Chest radiography classification CNN CNNs Combination Community contrary coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 infection criteria CXR dataset dataset bias. datasets Decision making decrease deep learning determine Diagnosis disease displaying dropped evaluate evaluated expected experiment Image information input lung Lungs Metrics normalization Open Access over performed Precision precision and recall presence or absence processing recall Region reported Result reverse transcriptase RT-PCR sensitivity shown suffered Valencian Variability was performed X-ray X-ray imaging [DOI] 10.1002/mp.15419 PMC 바로가기 [Article Type] Article
COVID-19 cases, hospitalizations and deaths in Belgian nursing homes: results of a surveillance conducted between April and December 2020Research Published on 2022-01-292022-10-27 Journal: Archives of Public Health [Category] COVID-19, [키워드] Automatic Belgium calculated changes in conducted COVID-19 COVID-19 case COVID-19 cases cumulative data cleaning death Epidemiology First wave Follow-up Health authority Hospitalization incidence introduced limitation manuscript median methodology MOST nursing home nursing homes Outbreaks pandemic participated Personal protective equipment Prevent protocol Public health interventions Registered reported Result SARS-CoV-2 second wave Spread spread of COVID-19 study period supplementary material Surveillance virus Weekly [DOI] 10.1186/s13690-022-00794-6 PMC 바로가기 [Article Type] Research
COVID-19 lockdowns reveal the resilience of Adriatic Sea fisheries to forced fishing effort reductionArticle Published on 2022-01-202022-10-29 Journal: Scientific Reports [Category] Coronavirus, [키워드] Adriatic Sea applied Automatic Computational biology and bioinformatics COVID-19 COVID-19 pandemic Data mining Effect effort examined identification less lockdown pandemic Pattern recognition provide reduction Regulation Research Resilience Statistical methods Stress subject Support System was measured [DOI] 10.1038/s41598-022-05142-w PMC 바로가기 [Article Type] Article
Simple epidemic models with segmentation can be better than complex onesResearch Article Published on 2022-01-122022-10-28 Journal: PLoS ONE [Category] Coronavirus, [키워드] Automatic Black Death complex COVID-19 Critical deaths description entire sequence Epidemic event events Factor Infectious disease Length lockdown methodology minimum parameter parameters sequence simple spread of COVID-19 Threats [DOI] 10.1371/journal.pone.0262244 PMC 바로가기 [Article Type] Research Article
CovNet: A Transfer Learning Framework for Automatic COVID-19 Detection From Crowd-Sourced Cough SoundsDigital Health Published on 2022-01-032022-10-31 Journal: Frontiers in Digital Health [Category] COVID-19, [키워드] applied approach Automatic average baseline build CCS characteristic CNNs cough COUGHVID COVID-19 COVID-19 negative database dataset datasets detect detection diagnostic Effectiveness FluSense framework help knowledge learning outbreak parameter positive individuals recall robust ROC AUC sound Topic trained model training data transfer transfer learning utilised [DOI] 10.3389/fdgth.2021.799067 PMC 바로가기 [Article Type] Digital Health
Automatic Segmentation of Novel Coronavirus Pneumonia Lesions in CT Images Utilizing Deep-Supervised Ensemble Learning NetworkMedicine Published on 2022-01-032022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] alleviate annotation annotations assist Automatic Coronavirus pneumonia COVID-19 COVID-19 lesion segmentation dataset deep learning deep-supervised ensemble learning network Diagnosis Effectiveness experiment Experimental result feature Image indicated intersection over union learning lesion living environment Local local and global features network novel coronavirus disease novel coronavirus pneumonia overcome overfitting Quantitative Segmentation Spread transfer transfer learning Treatment under CT imaging [DOI] 10.3389/fmed.2021.755309 PMC 바로가기 [Article Type] Medicine
Automated COVID-19 detection from X-ray and CT images with stacked ensemble convolutional neural networkResearch article Published on 2022-01-012022-10-05 Journal: Biocybernetics and Biomedical Engineering [Category] 치료기술, [키워드] addition approach Automatic Automatic screening available data binary classification build chest X-ray Chest X-ray images Classifier CNN COVID-19 COVID-19 case CT scan CT Scan images dataset deep learning detect diagnosis of COVID-19 discrepancy disease generate Keyword: COVID-19 normal pandemic Patient radiological SARS-CoV-2 sensitivity Softmax classifier Stacked ensemble Viral pneumonia X-ray [DOI] 10.1016/j.bbe.2021.12.001 [Article Type] Research article
Psychological Distress Among Occupational Health Professionals During Coronavirus Disease 2019 Pandemic in Spain: Description and Effect of Work Engagement and Work EnvironmentPsychology Published on 2021-12-162022-10-31 Journal: Frontiers in Psychology [Category] COVID-19, [키워드] Automatic Characteristics Chi-square conducted Coping strategy coronavirus disease COVID-19 cross-sectional survey Data analysis Data collection demographic data described description detection Effect Engagement Environment GHQ-12 Health health worker healthcare professionals hospital less Measures mental health Nurse Nursing occupational occupational health occupational medicine pandemic participant participated physician Prevent professional professionals Psychological distress psychological Impact public health Resilience Satisfaction scale significantly stressful situations suggested took place variable was performed work Work engagement workload [DOI] 10.3389/fpsyg.2021.765169 PMC 바로가기 [Article Type] Psychology
Automatic detection of COVID-19 vaccine misinformation with graph link prediction그래프 링크 예측으로 코로나19 백신 잘못된 정보 자동 감지Article Published on 2021-12-012022-09-11 Journal: Journal of biomedical informatics [Category] SARS, 치료기술, 치료제, [키워드] addition Automatic automatic detection automatically COVID-19 COVID-19 pandemic COVID-19 vaccine COVID-19 vaccines dataset detect Efficacy experimental results exposure to function Hesitancy highest Intervention knowledge Knowledge graph knowledge graph embedding language machine machine learning media misinformation natural natural language natural language processing platform provided social media Spread target the vaccine Vaccine Vaccine hesitancy vaccine misinformation. Vaccines Volume [DOI] 10.1016/j.jbi.2021.103955 PMC 바로가기 [Article Type] Article
Automatic Classification Between COVID-19 and Non-COVID-19 Pneumonia Using Symptoms, Comorbidities, and Laboratory Findings: The Khorshid COVID Cohort StudyMedicine Published on 2021-11-182022-10-31 Journal: Frontiers in Medicine [Category] COVID-19, [키워드] Accuracy acute respiratory syndrome addition Algorithm analyzed AUC Automatic Biomarkers Blood blood test C-reactive protein Characteristics chest CT scan chest CT-scan classification Classifier coefficient Combination Comorbidity computer-aided diagnosis Confusion control group coronavirus COVID COVID-19 COVID-19 diagnosis CT-scan dataset datasets demographics Diagnosis diagnostic disease early diagnosis Gender gold standard Health Khorshid machine learning MCC Negative predictive value NPV Odds ratio patients with COVID-19 patients with pneumonia performance performed Positive predictive value PPV risk of infection ROC RT-PCR SARS-CoV-2 Screening selected sensitivity Shortness of breath specificity stability stratified Symptom symptom duration Symptoms validation studies was performed was used White blood cell [DOI] 10.3389/fmed.2021.768467 PMC 바로가기 [Article Type] Medicine