Individual Factors Associated With COVID-19 Infection: A Machine Learning StudyCOVID-19 감염과 관련된 개별 요인: 기계 학습 연구Article Published on 2022-06-302022-09-11 Journal: Frontiers in Public Health [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy alcohol alcohol consumption Algorithm catastrophic Clinical data COVID-19 COVID-19 infection COVID-19 infections dataset deep learning Diagnosis disease Effect Factor feature Feature selection Health health parameter Health status health system health systems help highest identify imbalanced data individual Infection infections machine machine learning pandemic Patient physical activity Predictive predictive model. Prevent Prognosis provide random Random forest required risk factor ROSE SARS-CoV-2 Sleep smoking Support variable were used with COVID-19 [DOI] 10.3389/fpubh.2022.912099 PMC 바로가기 [Article Type] Article
Development of a Mortality Prediction Model in Hospitalised SARS-CoV-2 Positive Patients Based on Routine Kidney Biomarkers일상적인 신장 바이오마커를 기반으로 입원한 SARS-CoV-2 양성 환자의 사망률 예측 모델 개발Article Published on 2022-06-302022-09-11 Journal: International Journal of Molecular Sciences [Category] COVID19(2023년), MERS, SARS, 바이오마커, [키워드] Acute kidney injury acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus 2 age AKI an area analysed AUROC Biomarker Blood blood test blood tests characteristic Cohort coronavirus COVID-19 creatinine develop development Ethnicity focus foundation hospital hospitalised Humber in-hospital mortality increased mortality Inpatients kidney Kidney function kidney function test Kidney function tests Kidney injury Logistic regression logistic regression model main outcome measure Model Mortality National Health Service NHS outcome Patient patients without AKI PCR test positive positive RT-PCR prediction prediction model. predictor prevalent random Random forest receiver operating characteristic regions respiratory resulting retrospective cohort study routine RT-PCR test SARS-CoV-2 SARS-CoV-2 infected patients SARS-CoV-2 positive patient SARS-CoV-2 positive patients severe acute respiratory syndrome Coronavirus Sex sodium test dataset Trust United Kingdom urea [DOI] 10.3390/ijms23137260 PMC 바로가기 [Article Type] Article
Utilization of Random Forest Classifier and Artificial Neural Network for Predicting Factors Influencing the Perceived Usability of COVID-19 Contact Tracing “MorChana” in Thailand태국에서 COVID-19 접촉 추적 "MorChana"의 인지된 사용성에 영향을 미치는 요인을 예측하기 위한 랜덤 포레스트 분류기 및 인공 신경망 활용Article Published on 2022-06-292022-09-11 Journal: International Journal of Environmental Research an [Category] COVID19(2023년), SARS, 변종, [키워드] acceptance Accuracy affecting ANN artificial Artificial neural network cause causes Classifier condition Contact Contact tracing convenience sampling COVID-19 COVID-19 pandemic evaluate Factor forest framework Government habit help human behavior Intention machine learning algorithm Machine learning algorithms methodology mitigate motivation Mutation network Neural Perceived protection random Random forest random forest classifier. reduce response severity Spread suggested technology theory tracing Usability utilization variants virus [DOI] 10.3390/ijerph19137979 PMC 바로가기 [Article Type] Article
Screening of Gene Expression Markers for Corona Virus Disease 2019 Through Boruta_MCFS Feature SelectionBoruta_MCFS 기능 선택을 통한 코로나 바이러스 질병 2019에 대한 유전자 발현 마커 스크리닝Article Published on 2022-06-222022-09-11 Journal: Frontiers in Public Health [Category] COVID19(2023년), MERS, SARS, 바이오마커, 유전자 메커니즘, 치료기술, [키워드] addition Analysis analyzed bioinformatics biological function Biomarker Biomarkers center Classifier Corona COVID-19 diagnosis of COVID-19 disease expression data Feature selection Gene Expression gene expression markers Gene ontology Genes genomes Improving Kyoto limitation network analysis outbreak pandemic Pathways positive positive sample Precision problem protein-protein interaction random Random forest random forest classifier. reduction SARS-CoV-2 virus screened Screening selected Selection signaling pathway signaling pathways test results Virus Disease was performed Wuhan Wuhan, China [DOI] 10.3389/fpubh.2022.901602 PMC 바로가기 [Article Type] Article
Investigation of target sequencing of SARS-CoV-2 and immunogenic GWAS profiling in host cells of COVID-19 in Vietnam베트남 코로나19 숙주 세포에서 SARS-CoV-2 표적 염기서열 분석 및 면역원성 GWAS 프로파일링Article Published on 2022-06-192022-09-11 Journal: BMC Infectious Diseases [Category] COVID19(2023년), SARS, 변종, [키워드] affected AUC Biomarker clade clinical outcomes comprehensive analysis coronavirus disease Coronavirus disease 2019 country COVID-19 COVID-19 patient COVID-19 patients COVID-19 severity COVID-19 treatment dataset delta variant Disease progression downstream analysis Elastic forest framework global pandemic GWAS Health Healthcare system Healthcare systems high accuracy Hospitalization host cell host cells immune response immune responses immunogenic Impact investigated investigation Predictive Predictive model prevalent Previous studies previous study progression Protein provided PRS Random forest Research risk risk score SARS-CoV-2 SARS-CoV-2 variant SARS-CoV-2 variants sequence Sequencing severity severity of COVID-19 SNP SVM the disease therapeutic target therapeutic targets Treatment Vietnam. virus virus variant virus variants [DOI] 10.1186/s12879-022-07415-1 PMC 바로가기 [Article Type] Article
SperoPredictor: An Integrated Machine Learning and Molecular Docking-Based Drug Repurposing Framework With Use Case of COVID-19SPEROPDICTOR : COVID-19의 사용 사례와 함께 통합 된 기계 학습 및 분자 도킹 기반 약물 재검사 프레임 워크Article Published on 2022-06-162022-08-31 Journal: Frontiers in Public Health [Category] COVID19(2023년), SARS, 변종, 신약개발, [키워드] Accuracy association candidate clinically collected contagious contagious disease coronavirus costly COVID-19 data analytics database databases dataset de novo death disease drug drug candidate Drug discovery Drug repurposing effective effort Extensive FDA approval FDA-approved drug FDA-approved drugs feature Features followed by forest framework generic drug Gradient Host host proteomes human host indicated inefficient machine learning molecular docking molecular docking. pandemic Pandemics platform predicted proteome Random forest rapid response reduce repurposing Research resulting SARS Coronavirus SARS coronavirus 2 SARS-CoV-2 Spread spread of COVID-19 systematic review Threats Traditional tree trees variant [DOI] 10.3389/fpubh.2022.902123 PMC 바로가기 [Article Type] Article
Automatic detection of pneumonia in chest X-ray images using textural features조직학적 특징을 이용한 흉부 X선 영상에서 폐렴 자동 검출Article Published on 2022-06-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy Algorithm artificial artificial intelligence Automatic Biomarker Biomarkers characterisation chest imaging chest X-ray Chest X-ray image Chest X-ray images composed COVID-19 COVID-19 pandemic Critical dataset detect Diagnosis diagnostic Diagnostic imaging feature forest Fractal Fractal dimension Histon Infection intelligence management Model pathology Pneumonia Radiomics Random forest Repository second sensitivity Superpixels support vector machine Symptom tested Triage Validity was used were used X-ray X-ray. [DOI] 10.1016/j.compbiomed.2022.105466 PMC 바로가기 [Article Type] Article
NGS data vectorization, clustering, and finding key codons in SARS-CoV-2 variationsResearch Published on 2022-05-172023-06-16 Journal: BMC Bioinformatics [Category] COVID19(2023년), MERS, SARS, [키워드] Clustering Density based spatial clustering of applications with noise Feature selection Protein sequence analysis Random forest SARS-CoV-2 Sequence data pre-process Shapely value t-Stochastic neighbour embedding [DOI] 10.1186/s12859-022-04718-7 PMC 바로가기 [Article Type] Research
Detection of COVID-19 by Machine Learning Using Routine Laboratory Tests일상적인 실험실 테스트를 사용하여 기계 학습을 통한 COVID-19 감지Article Published on 2022-05-042022-09-11 Journal: American journal of clinical pathology [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy acute respiratory syndrome Algorithms artificial artificial intelligence assist Brazil build can be used CBC Chain Reaction clinical chemistry clinical decision Combination composed conducted contribute coronavirus coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 case COVID-19 cases data set detection develop diagnose diagnoses eight external validation gold gold standard Laboratory laboratory data Laboratory test Laboratory tests Logistic regression machine machine learning ML model ML models parameter parameters performance physician polymerase chain reaction random Random forest ranged Reverse transcription-polymerase chain reaction routine SARS-CoV-2 SARS-CoV-2. sensitivity severe acute respiratory syndrome Coronavirus specificity Support support vector machine SVM Test were used [DOI] 10.1093/ajcp/aqab187 PMC 바로가기 [Article Type] Article
On the prediction of isolation, release, and decease states for COVID-19 patients: A case study in South KoreaArticle Published on 2022-05-012023-07-06 Journal: ISA transactions [Category] COVID19(2023년), [키워드] classification COVID-19 Decease Decision tree Isolation multinomial logistic regression prediction Random forest Release. [DOI] 10.1016/j.isatra.2020.12.053 PMC 바로가기