Decoding emotional resilience in aging: unveiling the interplay between daily functioning and emotional healthPublic Health Original Research Published on 2024-04-172024-09-05 Journal: Frontiers in public health [Category] update2024, [키워드] activities of daily living (ADL) Barthel Index (BI) decision tree (DT) emotional problems (EPs) Logistic regression (LR) machine learning algorithm Support vector machine (SVM) the China health and retirement longitudinal survey (CHARLS) [DOI] 10.3389/fpubh.2024.1391033 PMC 바로가기 [Article Type] Public Health Original Research
Taking precautions in advance: a lower level of activities of daily living may be associated with a higher likelihood of memory-related diseasesPublic Health Original Research Published on 2023-12-152024-09-05 Journal: Frontiers in public health [Category] update2024, [키워드] Activities of Daily Living Barthel Index (BI) machine learning algorithm memory-related diseases the China health and retirement longitudinal survey [DOI] 10.3389/fpubh.2023.1293134 PMC 바로가기 [Article Type] Public Health Original Research
Soft Electronics for Health Monitoring Assisted by Machine Learningarticle Published on 2023-03-152024-09-05 Journal: Nano-Micro Letters [Category] update2024, [키워드] machine learning algorithm physiological signal monitoring soft electronics Soft materials [DOI] 10.1007/s40820-023-01029-1 PMC 바로가기 [Article Type] article
COVID-19 Outbreak Forecasting Based on Vaccine Rates and Tweets ClassificationArticle Published on 2022-10-272022-11-16 Journal: Computational Intelligence and Neuroscience [Category] 치료기술, [키워드] affected Analysis applied caused classification Combination confirmed cases country COVID-19 disease early stage Effectiveness ENhance feature Forecasting glove Health healthcare help IMPROVE infected case introduced machine learning algorithm machine learning model outbreak public health Rate reliability resource spread of COVID-19 Surveillance SVM the disease Vaccine Vaccines virus spread [DOI] 10.1155/2022/4535541 PMC 바로가기
High-dimensional multinomial multiclass severity scoring of COVID-19 pneumonia using CT radiomics features and machine learning algorithms Research Published on 2022-09-012022-10-05 Journal: Scientific Reports [Category] 치료법, [키워드] 95% CI Accuracy adaptive addition Algorithm Algorithms AUC calculated characteristic Classifier Clinical features Cluster Computed tomography Confusion COVID-19 COVID-19 patient COVID-19 patients dataset datasets deviation feature Features Gray highlighting Level Likelihood ratio test lung machine learning algorithm management MLR multinomial logistic regression outcome Patient performed Pneumonia Precision predictive power random recall regression spline reported selected severity significant difference significantly uniformity was performed [DOI] 10.1038/s41598-022-18994-z [Article Type] Research
Testing the applicability and performance of Auto ML for potential applications in diagnostic neuroradiology Research Published on 2022-08-112022-10-05 Journal: Scientific Reports [Category] 진단, [키워드] Algorithm applicability applied approach automated Cohort develop diagnostic disadvantage discriminatory power effort evaluate example facilitate feasibility feature handling hidden highest Image segmentation independent knowledge Logistic regression machine learning algorithm machine learning model machine learning models MRI Patient platform Region retrospective subtotal resection tested Testing was performed while [DOI] 10.1038/s41598-022-18028-8 [Article Type] Research
Identifying novel host-based diagnostic biomarker panels for COVID-19: a whole-blood/nasopharyngeal transcriptome meta-analysisCOVID-19에 대한 새로운 호스트 기반 진단 바이오마커 패널 식별: 전혈/비인두 전사체 메타 분석Meta-Analysis Published on 2022-08-032022-09-11 Journal: Molecular Medicine [Category] SARS, 바이오마커, 유전자 메커니즘, 치료기술, [키워드] Accuracy acute respiratory illness acute respiratory illnesses Analysis applied ARI bioinformatics Biomarker Blood Cell cell cycle Characteristics Combination complementary controls COVID-19 COVID-19 infection COVID-19 pandemic COVID-19 patients COVID-19 sample cross cytokine cytokine production Data integration dataset Defense detect diagnose diagnostic diagnostic biomarker Diagnostic biomarkers Diseases eight enhancement feature gene expression profile Gene ontology HCs healthy control healthy controls Host host gene host response identifying Immune cell improvement Improvements independent indicated induce Infection Inflammatory interferon introduced lack machine learning algorithm Machine learning algorithms marker Meta-analysis nasopharyngeal Nasopharyngeal swab Ontology Pathogenesis pathway pathway enrichment patients with COVID-19 proportion Random forest respiratory SARS-CoV-2 SARS-COV-2 infection SARS-CoV-2 pathogenesis selected swab sample System Systems biology Transcriptome upregulation Viral virus Whole blood [DOI] 10.1186/s10020-022-00513-5 PMC 바로가기 [Article Type] Meta-Analysis
Fast and noninvasive electronic nose for sniffing out COVID-19 based on exhaled breath-print recognition Research Published on 2022-08-012022-10-05 Journal: NPJ Digital Medicine [Category] 바이오마커, 변종, 임상, 진단, 치료기술, 치료법, [키워드] Accuracy acute respiratory syndrome approach breath Chest computed tomography Clinical sign clinician Combination composed coronavirus coronavirus disease COVID-19 COVID-19 patients datasets detect diagnose evaluated hospital identify Indonesia Laboratory Linear Discriminant Analysis machine learning algorithm machine learning models multivariable noninvasive polymerase chain positive Region RT-qPCR SARS-CoV-2 sensitivity specificity Support Symptoms [DOI] 10.1038/s41746-022-00661-2 [Article Type] Research
Metabolite, protein, and tissue dysfunction associated with COVID-19 disease severityCOVID-19 질병 중증도와 관련된 대사 산물, 단백질 및 조직 기능 장애Article Published on 2022-07-162022-09-11 Journal: Scientific Reports [Category] 바이오마커, 유전자 메커니즘, 진단, 치료기술, 치료법, [키워드] age Analysis anatomical approach biochemical pathway Biochemical pathways biological processe biological processes blood count blood count test changes in Characteristics clinical information complete blood count conjunction contribute COVID-19 Critical disease disease severity dysfunction Factor functional Gender Genome Health Health status Host Infection information Injury Interaction investigated liver lung machine learning algorithm Machine learning algorithms metabolite metabolites metabolomics molecular mechanism molecular mechanisms outcome Patient patient data predict presenting symptom profiles progression Protein proteomics provide response significant enrichment systemic inflammation tissue Treatment treatment of COVID-19 unstructured data with COVID-19 [DOI] 10.1038/s41598-022-16396-9 PMC 바로가기 [Article Type] Article
Enrichment analysis on regulatory subspaces: A novel direction for the superior description of cellular responses to SARS-CoV-2규제 부분 공간에 대한 농축 분석: SARS-CoV-2에 대한 세포 반응의 우수한 설명을 위한 새로운 방향Article Published on 2022-07-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 변종, 신종인플루엔자, [키워드] affected Algorithm Analysis applied Biclustering Cell cell line cellular response Characteristics classic Clustering Comparative analysis complex Computational biology Coverage COVID-19 database Discriminative regulatory patterns enrichment enrichment analysis False positive functional enrichment Functional enrichment analysis GO term GO terms H1N1 IAV identify Impact IMPROVE in vivo infected cell infected cells Interaction KEGG pathway knowledge knowledge extraction lack lung cell line lung cell lines machine machine learning machine learning algorithm machine learning approach motivation observations pathophysiological performed Predictive Regulatory RSV SARS-CoV-1 SARS-CoV-2 SARS-COV-2 infection SARS-CoV-2 virus scarcity significantly the SARS-CoV-2 virus transcriptional response transcriptomic data transcriptomics variant virus viruses [DOI] 10.1016/j.compbiomed.2022.105443 PMC 바로가기 [Article Type] Article