Monitoring the Impact of Air Quality on the COVID-19 Fatalities in Delhi, India: Using Machine Learning TechniquesOriginal Research Published on 2020-10-122022-10-31 Journal: Disaster Medicine and Public Health Preparedness [Category] COVID-19, MERS, [키워드] Affect Air pollutants applied Concentration coronavirus disease COVID-19 COVID-19 mortality decision decision trees experimental work fatality forest identify Impact Linear regression lockdown machine learning measure MONITOR monitoring Mortality Novel coronavirus pandemic Quality Random forest Regression significant increase technique toluene trees [DOI] 10.1017/dmp.2020.372 PMC 바로가기 [Article Type] Original Research
Characteristic of 523 COVID-19 in Henan Province and a Death Prediction ModelObservational Study Published on 2020-09-082022-10-04 Journal: Frontiers in Public Health [Category] MERS, SARS, 임상, [키워드] 95% CI Admission age albumin AUC BNP China chose Clinical characteristics Clinical data Clinical outcome Combination Comorbidity conducted coronavirus disease COVID-19 COVID-19 case COVID-19 patients D-dimer death death prediction model demographics discharged enrolled eosinophils epidemiology investigation Factor Factors had more Hospitalization Laboratory LDH lymphocyte median age Mild mild cases Model neutrophil non-survivor Non-survivors novel coronavirus pneumonia Older Patient PCT poor prognosis predict prediction proportion random Random forest reported retrospective risk factor Risk factors screened sensitivity specificity Survivors Symptoms threshold White blood cell Wuhan [DOI] 10.3389/fpubh.2020.00475 PMC 바로가기 [Article Type] Observational Study
Development and validation of prognosis model of mortality risk in patients with COVID-19Original Paper Published on 2020-08-042022-11-01 Journal: Epidemiology and Infection [Category] COVID-19, MERS, [키워드] Admission age applied AUROC C-reactive protein (CRP can be used clinical feature collected Comorbidity coronavirus disease COVID-19 CRP CT scan CURB-65 development forest Hospital admission identify Inpatient Laboratory lactate dehydrogenase LDH logistic regression model machine-learning machine-learning methods Mortality mortality risk multivariate multivariate logistic regression Patient patients with COVID-19 predict predictor Prognosis Random forest receiver operating characteristics reported Retrospective study Severe patient statistical significance Symptoms tested were used with COVID-19 Wuhan [DOI] 10.1017/S0950268820001727 PMC 바로가기 [Article Type] Original Paper
Serum metabolite profiles are associated with the presence of advanced liver fibrosis in Chinese patients with chronic hepatitis B viral infectionResearch Article Published on 2020-06-052023-05-24 Journal: BMC Medicine [Category] B형 간염, Fulltext, [키워드] amino acids bile acids chronic liver disease free fatty acids hepatitis B Liver fibrosis metabolomics Random forest [DOI] 10.1186/s12916-020-01595-w PMC 바로가기 [Article Type] Research Article
Featured Gut Microbiomes Associated With the Progression of Chronic Hepatitis B DiseaseOriginal Research Published on 2020-03-202023-08-30 Journal: Frontiers in Microbiology [Category] E형 간염, [키워드] cooccurrence network gut dysbiosis Hepatitis B virus Liver cirrhosis Random forest [DOI] 10.3389/fmicb.2020.00383 PMC 바로가기 [Article Type] Original Research
Meta-iAVP: A Sequence-Based Meta-Predictor for Improving the Prediction of Antiviral Peptides Using Effective Feature RepresentationArticle Published on 2019-11-152023-08-30 Journal: International Journal of Molecular Sciences [Category] E형 간염, [키워드] antiviral peptide classification machine learning meta-predictor Random forest Therapeutic peptides [DOI] 10.3390/ijms20225743 PMC 바로가기 [Article Type] Article
A comparison of three data mining time series models in prediction of monthly brucellosis surveillance dataArticle Published on 2019-11-012023-06-22 Journal: Zoonoses and Public Health [Category] 조류인플루엔자, [키워드] Human brucellosis multivariate adaptive regression splines Random forest support vector machine. [DOI] 10.1111/zph.12622 PMC 바로가기
Machine learning identifies signatures of host adaptation in the bacterial pathogen Salmonella enterica기계 학습은 박테리아 병원체 Salmonella enterica에서 숙주 적응의 신호를 식별합니다Research Article Published on 2018-05-082022-09-06 Journal: PLoS Genetics [Category] Communicable Disease, [키워드] analyses Analysis approach architecture Atypical bacterial pathogen Bacterial pathogens bacterial specy build captures change changes in Classifier complex interaction continuum convergence data sets Degradation detect disease disease phenotype Disease surveillance dissect enrichment Epidemic epidemiological purposes functional Gastrointestinal infection Genes genome sequence genomic data high mortality HIV host adaptation host range identify Immunocompromised implementation Inclusion Infection input invasive invasive disease lead Lineage lineages machine member metabolic pathway metabolic pathways Mortality Mutation New outcome pathogen pathogenic Pathogens phenotype Population predict Predictive protein coding gene protein coding genes public health random Random forest rare variant Rare variants required Salmonella Salmonella Enteritidis scaled sequence Sequencing shift species strain Strains sub-Saharan Africa Surveillance [DOI] 10.1371/journal.pgen.1007333 PMC 바로가기 [Article Type] Research Article
Hepatitis B in Moroccan-Dutch: a quantitative study into determinants of screening participationResearch Article Published on 2018-03-292023-05-24 Journal: BMC Medicine [Category] B형 간염, Fulltext, [키워드] determinants hepatitis B Intention Moroccans Netherlands Random forest Screening [DOI] 10.1186/s12916-018-1034-6 PMC 바로가기 [Article Type] Research Article
Detection of independent associations in a large epidemiologic dataset: a comparison of random forests, boosted regression trees, conventional and penalized logistic regression for identifying independent factors associated with H1N1pdm influenza infectionsResearch Article Published on 2014-08-262023-05-22 Journal: BMC Medical Research Methodology [Category] Fulltext, 신종인플루엔자, [키워드] boosted regression trees Data mining Influenza LASSO Logistic regression Random forest [DOI] 10.1186/1471-2288-14-99 PMC 바로가기 [Article Type] Research Article