Spatio-temporal modeling of COVID-19 prevalence and mortality using artificial neural network algorithmsResearch article Published on 2022-02-012022-10-05 Journal: Spatial and spatio-temporal epidemiology [Category] COVID19(2023년), SARS, 변종, [키워드] Algorithm Analysis Artificial neural network concerning coronavirus disease COVID-19 COVID-19 mortality diabete disease GIS highest hospital identify indicated MONITOR Mortality outbreak Prevalence public health Research significant variables Spatio-temporal analysis Spread Support Topology variable Variable importance analysis variables while [DOI] 10.1016/j.sste.2021.100471 [Article Type] Research article
Individual outcome prediction models for patients with COVID-19 based on their first day of admission to the intensive care unitObservational Study Published on 2022-02-012022-10-04 Journal: Clinical biochemistry [Category] 임상, [키워드] addition Admission age analysed analysis ANN artificial Artificial neural network Binary logistic Binary logistic regression characteristic chloride collected Comorbidities COVID-19 Critically ill patient death in COVID-19 demographics develop died disease Forward Healthcare system hospital Hospital stay ICU ICU patient individual Infection information intensive care intensive care unit Laboratory Laboratory variables Logistic regression management management guideline Mortality prediction model. Negative predictive value non-survivor offer outcome outcomes oxygen Patient patients patients with COVID-19 potassium ion predict predictor Prognosis significantly survived survivor Symptom variable variables with COVID-19 [DOI] 10.1016/j.clinbiochem.2021.11.001 PMC 바로가기 [Article Type] Observational Study
Deep Learning Algorithms Achieved Satisfactory Predictions When Trained on a Novel Collection of Anticoronavirus MoleculesGenetics Published on 2021-11-292022-10-31 Journal: Frontiers in Genetics [Category] COVID-19, [키워드] Achieved against SARS-CoV Algorithm Artificial neural network Collection COVID-19 dataset deep deep learning drug Drug discovery drug discovery and repurposing effort external validation FDA-approved drug forest graph graph convoluational networks inactive information learning machine learning molecule network novel positive rate prediction PubChem SARS-CoV-2 Screening Seven Structure Topic [DOI] 10.3389/fgene.2021.744170 PMC 바로가기 [Article Type] Genetics
Distinct weather conditions and human mobility impacts on the SARS-CoV-2 outbreak in Colombia: Application of an artificial neural network approachArticle Published on 2021-08-252023-06-15 Journal: International journal of hygiene and environmental [Category] MERS, SARS, [키워드] Artificial neural network Biome COVID-19 human mobility Humidity temperature [DOI] 10.1016/j.ijheh.2021.113833 PMC 바로가기 [Article Type] Article
An artificial neural network model to predict the mortality of COVID-19 patients using routine blood samples at the time of hospital admission: Development and validation study입원 시 일상적인 혈액 샘플을 사용하여 COVID-19 환자의 사망률을 예측하는 인공 신경망 모델: 개발 및 검증 연구Multicenter Study Published on 2021-07-162022-09-11 Journal: Medicine [Category] SARS, 바이오마커, [키워드] age and gender ANN applied Artificial neural network AUC Biomarker Blood blood sample Care characteristic classification CNN Convolutional neural network COVID-19 COVID-19 patient COVID-19 patients dataset demographic variable develop development downloaded early stage forest plot Google maps Health Health care help high mortality hospital Hospital admission IMPROVE in-hospital mortality Korean Laboratory Mortality name normalized pandemic parameter Patient patient records patients predict Probability receiver receiver operating characteristic retrieved risk sensitivity shown specificity training data Treatment validation study variable Wuhan Wuhan, China [DOI] 10.1097/MD.0000000000026532 PMC 바로가기 [Article Type] Multicenter Study
Machine learning predictive model for severe COVID-19심각한 COVID-19에 대한 머신 러닝 예측 모델Article Published on 2021-06-012022-09-11 Journal: Infection, genetics and evolution : journal of mol [Category] SARS, 바이오마커, 유전자 메커니즘, [키워드] ALB Algorithms an area applied Artificial neural network benefit Care center China COVID-19 cure rate develop evaluate Feature selection Flow help IMPROVE Intervention long term machine machine learning negative correlation network model overfitting patients with COVID-19 positive correlation predict Predictive Predictive model processed risk factor severe COVID-19 severe COVID-19. Severe patient severe patients Severe patients of COVID-19 severity of COVID-19 splitting Tensor TensorFlow Tongji Medical College Treatment Tumor Union Hospital [DOI] 10.1016/j.meegid.2021.104737 PMC 바로가기 [Article Type] Article
A hybrid data envelopment analysis—artificial neural network prediction model for COVID-19 severity in transplant recipientsArticle Published on 2021-04-232022-10-28 Journal: Artificial Intelligence Review [Category] COVID-19, [키워드] Accuracy analysis ANN Artificial neural network Clustering Cohort competing COVID-19 COVID-19 severity Data envelopment analysis Evidence evolution of patient extreme health center health emergency health system help Hospital admission Hospitalized information kidney transplant Logistic regression management network Neural pandemic patients performed populations predicted predictor progression random Random forest recipient recipients resource severe COVID-19 disease supplementary material the SARS-CoV-2 [DOI] 10.1007/s10462-021-10008-0 PMC 바로가기 [Article Type] Article
Artificial neural networks for short-term forecasting of cases, deaths, and hospital beds occupancy in the COVID-19 pandemic at the Brazilian AmazonResearch Article Published on 2021-03-112022-10-28 Journal: PLoS ONE [Category] COVID-19, MERS, SARS, [키워드] approach Artificial neural network assist Brazil caused combating COVID-19 COVID-19 pandemic cumulative data-driven death deaths deteriorate Factors Government hospital identify indicated mathematical Novel coronavirus pandemic reported Result state variable were used [DOI] 10.1371/journal.pone.0248161 PMC 바로가기 [Article Type] Research Article
ANN Assisted-IoT Enabled COVID-19 Patient MonitoringComputational and Artificial Intelligence Published on 2021-03-092022-10-30 Journal: Ieee Access [Category] COVID-19, [키워드] Accuracy Algorithm ANN applicability artificial Artificial neural network back propagation network Bayesian COVID 19 patients’ identification COVID-19 COVID-19 patients disease generate Health healthcare Healthcare systems IMPROVE Infection information machine learning manuscript mechanism monitoring multi-perceptron layer network Neural Neuron parameter provide security in healthcare Support susceptible tree uninfected [DOI] 10.1109/ACCESS.2021.3064826 PMC 바로가기 [Article Type] Computational and Artificial Intelligence
A machine learning-based framework for diagnosis of COVID-19 from chest X-ray imagesArticle Published on 2021-03-012023-06-19 Journal: Interdisciplinary sciences, computational life sci [Category] MERS, SARS, [키워드] Artificial neural network computer-aided diagnosis COVID-19 image classification principal component analysis. [DOI] 10.1007/s12539-020-00403-6 PMC 바로가기