Developing Machine Learning and Statistical Tools to Evaluate the Accessibility of Public Health Advice on Infectious Diseases among Vulnerable PeopleResearch Article Published on 2021-12-172022-10-31 Journal: Computational Intelligence and Neuroscience [Category] Coronavirus, SARS, [키워드] Accessibility adaptive addition affected Bayesian China Chinese Classifier consequence coronavirus country COVID-19 COVID-19 pandemic Critical develop Developing Ebola effective communication English Government Health Health authority help Infectious disease likelihood ratio machine learning machine learning classifier management objective outbreak pandemic positive powerful tool Probability professional provide Public public health reduce Research Result risk statistical threshold translate translated USA Zika [DOI] 10.1155/2021/1916690 PMC 바로가기 [Article Type] Research Article
Reconstructing SARS-CoV-2 infection dynamics through the phylogenetic inference of unsampled sources of infectionResearch Article Published on 2021-12-152022-10-28 Journal: PLoS ONE [Category] COVID-19, MERS, [키워드] aligned Analysis approach Asymptomatic Bayesian Bronx Zoo COVID-19 COVID-19 pandemic disease transmission driving Effect epidemiological help Human increasingly individual Infection Infectious disease New York observé offer Outbreaks pandemic Phylogenetic phylogenetic inference phylogenetics Population preventive measure Public health responses SARS-CoV-2 SARS-CoV-2 genomic data SARS-COV-2 infection SARS-CoV-2 transmission state Transmission utilised [DOI] 10.1371/journal.pone.0261422 PMC 바로가기 [Article Type] Research Article
Emulator-based Bayesian optimization for efficient multi-objective calibration of an individual-based model of malaria말라리아의 개별 기반 모델의 효율적인 다목적 교정을위한 에뮬레이터 기반 베이지안 최적화Article Published on 2021-12-102022-10-04 Journal: Nature Communications [Category] 말라리아, 유전자 메커니즘, 진단, [키워드] approach Bayesian complex Computational models Computational platforms and environments Computational science dataset diagnostics Disease progression Diseases ENhance epidemiological epidemiological data Final function greater malaria offer outperform parameter Parasitic infection provided sensitivity Transmission yielding [DOI] 10.1038/s41467-021-27486-z PMC 바로가기 [Article Type] Article
Analysis of Factors That Influenced the Mental Health Status of Public Health Workers During the COVID-19 Epidemic Based on Bayesian Networks: A Cross-Sectional StudyPsychology Published on 2021-12-102022-10-31 Journal: Frontiers in Psychology [Category] COVID-19, [키워드] Affect affecting Analysis Anxiety Bayesian Bayesian network China Chinese condition conducted coronavirus disease COVID-19 cross-sectional Cutoff Depression Epidemic evaluate Factor GAD-7 Generalized Health status health worker intensity mental health multivariable logistic regression outbreak PHQ-9 Prevalence propensity score matching protective factor psychological response psychological support Public public health Public health workers Research risk factor status Stress tension the epidemic variables worker [DOI] 10.3389/fpsyg.2021.755347 PMC 바로가기 [Article Type] Psychology
Bayesian spatial modelling of geostatistical data using INLA and SPDE methods: A case study predicting malaria risk in Mozambiquearticle Published on 2021-11-302024-09-01 Journal: Spatial and Spatio-temporal Epidemiology [Category] 말라리아, [키워드] Bayesian Geostatistics INLA malaria modelling spatial SPDE [Article Type] article
scCODA is a Bayesian model for compositional single-cell data analysisArticle Published on 2021-11-252022-10-04 Journal: Nature Communications [Category] 진단, [키워드] analyses Bayesian biological processes Cell cell type change changes in complex Data analysis demonstrated disease Diseases driver Effect experiment hallmark Imbalance sample sizes scRNA-seq data scRNAseq single-cell Statistical methods Still transcriptomics [DOI] 10.1038/s41467-021-27150-6 PMC 바로가기 [Article Type] Article
Adaptation, spread and transmission of SARS-CoV-2 in farmed minks and associated humans in the Netherlands네덜란드의 양식 밍크 및 관련 인간에서 SARS-CoV-2의 적응, 확산 및 전파Article Published on 2021-11-232022-09-10 Journal: Nature Communications [Category] MERS, SARS, 진단, 치료기술, [키워드] adaptation Amino acid amino acid substitution Analysis Bayesian Cluster Community COVID-19 pandemic dispersal distance epidemiological Epidemiology Evidence evidence of faster First wave FIVE genetic information genomic sequencing highlight Human Infection information initial mink molecular evolution movement Netherland Netherlands outbreak pandemic Pathogens phylodynamic predictor Protein provide Receptor binding domain SARS-CoV-2 SARS-CoV-2 transmission sequence Spike protein Spread statistically significant subsequent the Spike Transmission transmission of SARS-CoV-2 viral epidemiology virus viruses was performed [DOI] 10.1038/s41467-021-27096-9 PMC 바로가기 [Article Type] Article
The likelihood of severe COVID‐19 outcomes among PLHIV with various comorbidities: a comparative frequentist and Bayesian meta‐analysis approachReview Published on 2021-11-192022-10-31 Journal: Journal of the International AIDS Society [Category] COVID-19, MERS, SARS, [키워드] adjusted approach Bayesian Bayesian analysis cardiovascular disease Chronic kidney disease clinical Comorbidities Comorbidity conducted Corona virus COVID‐19 COVID‐19 data extraction develop diabete diabetes Effect Evidence exclusion Health heterogenous higher risk HIV HIV infection hypertension likelihood meta‐analysis nine Odds ratio outcome outcomes people with HIV Perspective PLHIV Population Predictive produced provided Respiratory disease Result risk robust SARS‐CoV‐2 virus Seven vaccination Web of Science with HIV [DOI] 10.1002/jia2.25841 PMC 바로가기 [Article Type] Review
No Change of Pneumocystis jirovecii Pneumonia after the COVID-19 Pandemic: Multicenter Time-Series AnalysesArticle Published on 2021-11-192022-10-30 Journal: Journal of Fungi [Category] COVID-19, [키워드] ARIMA average Bayesian change changes in collected data COVID-19 COVID-19 pandemic defined Diagnosis Government hospital infection control Inpatient Intervention measure non-pharmacological interventions not affect not significantly different pandemic Pneumocystis jirovecii Pneumonia predicted respiratory viruses time-series analysis transmitted [DOI] 10.3390/jof7110990 PMC 바로가기 [Article Type] Article
Detection of Fake News Text Classification on COVID-19 Using Deep Learning Approaches딥 러닝 접근 방식을 사용하여 COVID-19에 대한 가짜 뉴스 텍스트 분류 감지Research Article Published on 2021-11-152022-09-11 Journal: Computational and Mathematical Methods in Medicine [Category] MERS, SARS, 치료기술, [키워드] Algorithm Analysis applied approach Bayesian classification CNN Confusion confusion matrix COVID-19 dataset Decision tree deep deep learning detection eight evaluated fake news help high accuracy inverse document frequency learning Logistic regression machine-learning measure media New predict provided Python random Random forest recommendation Research researcher researchers social media Support support vector machine term frequency tested text tokenization true positive Weighting [DOI] 10.1155/2021/5514220 PMC 바로가기 [Article Type] Research Article