A hybrid approach for automatic segmentation and classification to detect tuberculosisOriginal Research Article Published on 2024-08-142024-09-05 Journal: Digital Health [Category] update2024, [키워드] AuSC framework classification histogram of orientedgradients local binary patterns Segmentation support vector machine tuberculosis detection [DOI] 10.1177/20552076241271869 PMC 바로가기 [Article Type] Original Research Article
Machine Learning for Detecting Virus Infection Hotspots Via Wastewater‐Based Epidemiology: The Case of SARS‐CoV‐2 RNAResearch Article Published on 2023-10-042024-09-05 Journal: GeoHealth [Category] update2024, [키워드] COVID‐19 machine learning SARS‐CoV‐2 sewer network modeling support vector machine wastewater‐based epidemiology [DOI] 10.1029/2023GH000866 PMC 바로가기 [Article Type] Research Article
Rapid and quantitative detection of respiratory viruses using surface-enhanced Raman spectroscopy and machine learningArticle Published on 2022-12-012023-07-10 Journal: Biosensors & bioelectronics [Category] COVID19(2023년), [키워드] machine learning SARS-CoV-2 SERS Silver nanorods support vector machine virus detection [DOI] 10.1016/j.bios.2022.114721
Deep learning and machine learning-based voice analysis for the detection of COVID-19: A proposal and comparison of architecturesResearch article Published on 2022-10-012022-10-05 Journal: Knowledge-Based Systems [Category] 바이오마커, 진단, 치료기술, [키워드] 1EVowel /e/ vocal task 2SSentence vocal task 3CCough vocal task Accuracy acting AdaBoost adopted Algorithms Analysis applied approach binary Biomarker Biomarkers CFSCorrelation-based Feature Selection Classifier clinically CNN CNNConvolutional neural network collected Convolutional neural network Correlation-based Feature Selection Cough vocal task COVID COVID-19 COVID-19 pandemic COVID-19 positive subjects deep deep learning DLDeep Learning Effect evaluated feature Features forest Healthy control subjects HHealthy control subjects highlight identify independent individual machine learning Mel-frequency Cepstral Coefficients MFCCMel-frequency Cepstral Coefficients MLmachine learning nasal swab NSNasal Swab PCRPolymerase Chain Reaction-based molecular swabs Polymerase Chain Reaction-based molecular swabs positive Positive subjects Positive versus Healthy subjects comparison PPositive subjects PvsHPositive versus Healthy subjects comparison Random forest real time Receiver-Operating Curve Recovered subjects Recovered versus Healthy subjects comparison Rectified Linear Unit ReLuRectified Linear Unit RFRandom Forest ROCReceiver-Operating Curve RRecovered subjects RvsHRecovered versus Healthy subjects comparison selection process Sentence vocal task subject subjects subset support vector machine SVMSupport vector machine Vowel /e/ vocal task [DOI] 10.1016/j.knosys.2022.109539 [Article Type] Research article
Voice Features of Sustained Phoneme as COVID-19 BiomarkerArticle Published on 2022-09-202022-11-15 Journal: IEEE Journal of Translational Engineering in Healt [Category] SARS, 바이오마커, 변종, 치료기술, [키워드] Accuracy Analysis analyzed Biomarker can be used COVID-19 COVID-19 infection COVID-19 pandemic COVID-19 patient cross-sectional detect develop effective Effectiveness feature Features healthy healthy subject hospital identify investigated key factor lung Medicine muscle noninvasive people with COVID-19 Phoneme Prevent recorded respiratory tract screening procedure significant respiratory symptoms stability statistical analysis statistically Support support vector machine sustained sustained phoneme SVM Symptoms the disease Transmission treat variant virus voice voice features. Volume [DOI] 10.1109/JTEHM.2022.3208057 PMC 바로가기
COVID-19 detection using X-ray images and statistical measurementsResearch article Published on 2022-09-012022-10-05 Journal: Measurement [Category] 진단, 치료기술, [키워드] Accuracy affected benefit Biomedical images carried caused China class Complication Computed tomography coronavirus country COVID-19 COVID-19 epidemic COVID-19 pandemic dataset decision Diagnosis diagnostic examined feature Feature extraction Features Follow-up Health healthcare Healthcare professional help lesion lung machine learning Machine learning algorithms medication MERS MLR Naive Baye normal Outbreaks pandemic Pandemics Pneumonia Prevent recognize reduced reduction Regression RGB significantly Spread spread of COVID-19 statistical support vector machine the disease Treatment tree was used were used X-ray [DOI] 10.1016/j.measurement.2022.111702 [Article Type] Research article
Automated screening of COVID-19 using two-dimensional variational mode decomposition and locally linear embeddingResearch article Published on 2022-09-012022-10-05 Journal: Biomedical Signal Processing and Control [Category] 진단, 치료기술, [키워드] Accuracy Algorithm assist auxiliary can be used Chest radiography COVID-19 COVID-19 diagnosis Diagnosis function Gabor filter intrinsic linear Locally linear embedding offer parameter Particle swarm optimization PCA physician Physicians Precision principal component analysis recall reduction shown support vector machine two-dimensional Two-dimensional variational mode decomposition [DOI] 10.1016/j.bspc.2022.103889 [Article Type] Research article
Detection of COVID-19 using deep learning techniques and classification methodsResearch article Published on 2022-09-012022-10-05 Journal: Information Processing & Management [Category] 진단, 치료기술, [키워드] Accuracy addition AUC value auxiliary can be used chain classification COVID-19 COVID-19 disease COVID-19 patient criteria database decision deep learning detection Diagnosis diagnosis of COVID-19 education evaluated examined feature forest Naive Baye PCR radiologist reaction reduce Resnet ROC Curve Spread Support support vector machine SVM the disease the patient Transmission tree was obtained [DOI] 10.1016/j.ipm.2022.103025 [Article Type] Research article
Artificial intelligence model on chest imaging to diagnose COVID-19 and other pneumonias: A systematic review and meta-analysisReview article Published on 2022-08-182022-10-05 Journal: European Journal of Radiology Open [Category] 진단, [키워드] 2Dtwo-dimensional 3Dthree-dimensional 95 % CI Accuracy AIartificial intelligence area under the curve article artificial intelligence AUC AUCarea under the curve average C-reactive protein calculate Characteristics chest imaging chest X-ray CNNConvolutional neural network Cochrane Library Computed tomography Convolutional neural network Coronavirus disease 2019 COVID-19 COVID-19coronavirus disease 2019 COVID‐19 CRPC-reactive protein CTComputed Tomography CXRChest X-Ray Deep Learning Method diagnose diagnosing diagnostic disease for inclusion Future Generalizability GGOground-glass opacities Ground-glass opacities heterogeneity IMPROVE K-nearest neighbor KNNK-nearest neighbor LASSOleast absolute shrinkage and selection operator least absolute shrinkage and selection operator less machine learning MEERS-COVMiddle East respiratory syndrome coronavirus Meta-analysis Methodological quality methodology Middle East respiratory syndrome Coronavirus MLmachine learning negative likelihood ratio objective participant performed PLRnegative likelihood ratio PLRpositive likelihood ratio Pneumonia positive likelihood ratio predictive models QUADAS-2 Quality radiologist random-effects model regions of interest Research researcher Result retrieved Reverse transcriptase polymerase chain reaction ROIregions of interest RT-PCRReverse transcriptase polymerase chain reaction SARS-CoV-2severe acute respiratory syndrome coronavirus 2 SARSSevere Acute Respiratory Syndrome score screened searched sensitivity Sensitivity and specificity Severe acute respiratory syndrome severe acute respiratory syndrome coronavirus 2 specificity SROCsummary receiver operating characteristic summary receiver operating characteristic support vector machine SVMSupport vector machine systematic review three-dimensional total score two-dimensional Web of Science were used [DOI] 10.1016/j.ejro.2022.100438 [Article Type] Review article
Novel Coronavirus and Common Pneumonia Detection from CT Scans Using Deep Learning-Based Extracted Features딥 러닝 기반 추출 기능을 사용하여 CT 스캔에서 신종 코로나바이러스 및 일반적인 폐렴 감지Article Published on 2022-07-282022-09-11 Journal: Viruses [Category] COVID19(2023년), SARS, 치료기술, [키워드] Accuracy added Algorithm automatically average can be used Chest CT chest CT scan Chest CT scans China Classifier common common cold common pneumonia conditions Convolutional neural network convolutional neural network (CNN) Coronavirus pneumonia COVID-19 COVID-19 detection COVID-19 infection dataset deep deep learning deep learning features detect detection develop diagnose Diagnosis diagnostic test Extracted False-positive feature Health highest hospital Image individual infecting Intervention investigation knowledge MONITOR novel Novel coronavirus novel coronavirus pneumonia pandemic Pandemics Pneumonia Prevent reduce reported required Research severity Support support vector machine SVM Symptom Symptoms the disease the vaccine time-consuming treat Vaccine [DOI] 10.3390/v14081667 PMC 바로가기 [Article Type] Article