Predicting the Number of Suicides in Japan Using Internet Search Queries: Vector Autoregression Time Series ModelOriginal Paper Published on 2021-12-032022-10-31 Journal: JMIR Public Health and Surveillance [Category] Coronavirus, SARS, [키워드] addition applied approach Behavior collected complex COVID-19 COVID-19 pandemic divorce FIVE Gender had no information seeking infoveillance Internet internet search engine Japan loneliness men mental health Model number objective outcome performed police predict predicted prediction Predictive preventive measures Previous studies previous study problem query reported Research Result Sery Suicide suicide-related terms Support time Time series Time series analysis trend variables vector Vector autoregression model was performed was used were used women [DOI] 10.2196/34016 PMC 바로가기 [Article Type] Original Paper
Assessment of Retrospective COVID-19 Spatial Clusters with Respect to Demographic Factors: Case Study of Kansas City, Missouri, United States인구통계학적 요인에 대한 소급적 COVID-19 공간 클러스터 평가: 미국 미주리주 캔자스시티 사례 연구Article Published on 2021-11-012022-09-10 Journal: International Journal of Environmental Research an [Category] MERS, SARS, 치료기술, [키워드] acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus 2 Analysis assessment caused city Cluster cluster analysis Community confirmed case coronavirus coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 case COVID-19 cases COVID-19 infection COVID-19 infections COVID-19 pandemic death demographic demographic factor Demographic factors demographics detect Disease surveillance epidemic wave Ethnicity female Gender group Guidance highest Hispanic impacted indicated Infection likelihood male measure minority groups observé pandemic Poisson Prevalence race Racial reduce reducing reported researcher Respect respiratory retrospective SARS-CoV-2 SatScan severe acute respiratory syndrome Coronavirus Spatial analysis Spread spread of COVID-19 statistical suggested Time series United State United States ZIP Code [DOI] 10.3390/ijerph182111496 PMC 바로가기 [Article Type] Article
Predicting COVID-19 incidence in French hospitals using human contact network analytics인간 접촉 네트워크 분석을 사용하여 프랑스 병원의 COVID-19 발병률 예측Article Published on 2021-10-012022-09-11 Journal: International Journal of Infectious Diseases [Category] SARS, 치료기술, [키워드] added Analysis Clustering coefficients Contact COVID-19 COVID-19 epidemic COVID-19 incidence curated curvature death determine disease incidence Epidemic finding France French Frequency hospital Hospital admission human mobility incidence Infectious disease mobile phone National networks Perspective Predictive public health recorded Spread Time series traction Wuhan Wuhan, China [DOI] 10.1016/j.ijid.2021.08.029 PMC 바로가기 [Article Type] Article
SARS-CoV-2 infections in 165 countries over time시간 경과에 따른 165개국의 SARS-CoV-2 감염Article Published on 2021-10-012022-09-11 Journal: International Journal of Infectious Diseases [Category] SARS, 치료기술, [키워드] 95% CI 95% confidence interval Accuracy acute respiratory syndrome acute respiratory syndrome coronavirus acute respiratory syndrome coronavirus 2 approach asymptomatic infection asymptomatic infections Brazil confirmed case confirmed cases coronavirus country COVID-19 COVID-19 pandemic cumulative death Efficacy estimate expand exponential growth Exponential growth rate Factor fatality fraction growth rate Infection Infection fatality risk knowledge measure Older pandemic Population size Prevalence progression SARS-CoV-2 SARS-COV-2 infection SARS-CoV-2 infections severe acute respiratory syndrome Coronavirus The United States time Time series understanding United States [DOI] 10.1016/j.ijid.2021.08.067 PMC 바로가기 [Article Type] Article
COVID-19 Mortality Prediction From Deep Learning in a Large Multistate Electronic Health Record and Laboratory Information System Data Set: Algorithm Development and ValidationOriginal Paper Published on 2021-09-282022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, SARS, [키워드] 95% CI age Algorithm America Analysis approach AUROC Cardiopulmonary caused characteristic clinical manifestations Clinical treatment Cohort Comorbidity covariate COVID-19 data set death deep deep learning development disease EHR Electronic health record evaluated feature fibrinogen first positive follow-up time hazard ratio Health heterogeneous indicated individual information Kera Laboratory laboratory measurement Laboratory test learning machine learning machine learning model Mayo Clinic Mild Missing data Mortality Neural network nucleic acid test objective oxygen saturation Patient patient population performed predicted prediction provide provided Record recurrent neural networks reducing reported Result retained robust SARS-COV-2 infection serum statistically significant difference Stratification survival Symptom System TensorFlow the SARS-CoV-2 virus the United State Time series Traditional treated validation [DOI] 10.2196/30157 PMC 바로가기 [Article Type] Original Paper
Teens’ Social Media Engagement during the COVID-19 Pandemic: A Time Series Examination of Posting and Emotion on RedditArticle Published on 2021-09-252022-10-29 Journal: International Journal of Environmental Research an [Category] Coronavirus, SARS, [키워드] addition Affect analyzed collected Community COVID-19 COVID-19 pandemic declining emotion emotion expression Engagement events Evolution examination examined expression Frequency indicated inhibit Interrupted less media mental health mental health concern mental health concerns outbreak pandemic participated posting behavior Psychological Reddit Research reversed Sery social interaction social media Support time Time series Youth [DOI] 10.3390/ijerph181910079 PMC 바로가기 [Article Type] Article
Forecasting the COVID-19 Epidemic by Integrating Symptom Search Behavior Into Predictive Models: Infoveillance StudyOriginal Paper Published on 2021-08-112022-10-30 Journal: Journal of Medical Internet Research [Category] COVID-19, MERS, SARS, [키워드] Analysis association average Behavior big data calculated Combination confirmed COVID-19 case coronavirus correlation country COVID-19 COVID-19 disease COVID-19 epidemic deaths develop Digital health disease Epidemics estimate evaluate facilitate Forecasting Frame Google Google Trends IMPROVE Inclusion infodemiology infoveillance IQR median Metrics Model nine objective Outbreaks PC1 PCA performed predict Predictive Predictive model predictive models previous study principal component analysis raw data reduction Result SARS-CoV-2 selected Shiny web application statistical model suggested Surveillance Symptom Symptoms time lag Time series Topic trend was used were used with COVID-19 [DOI] 10.2196/28876 PMC 바로가기 [Article Type] Original Paper
Global Utilization Trends of Direct Acting Antivirals (DAAs) during the COVID-19 Pandemic: A Time Series AnalysisCovid-19 Pandemic 동안 직접 행동 항 바이러스 (DAA)의 글로벌 활용 동향 : 시계열 분석Article Published on 2021-07-072022-09-10 Journal: Viruses [Category] SARS, 치료제, [키워드] 2019 novel coronavirus America Analysis antivirals average Brazil Canada changes in conducted country COVID-19 Critical cross-sectional database Decline decrease Diagnosis Direct drug policy effort examined Germany HCV Hepatitis hepatitis C hepatitis C virus Interrupted Intervention IQVIA Kazakhstan monthly rates Novel coronavirus pandemic Prevalence Sery Support the United State time Time series Treatment trend United Kingdom United States utilization was used [DOI] 10.3390/v13071314 PMC 바로가기 [Article Type] Article
Estimating Vehicle and Pedestrian Activity from Town and City Traffic Cameras †도시 및 도시 교통 카메라에서 차량 및 보행자 활동 추정 †Article Published on 2021-07-032022-09-10 Journal: Sensors (Basel, Switzerland) [Category] SARS, 치료기술, [키워드] Accuracy activity adopted Automatic camera city cloud computing correlation COVID-19 data cleaning deep learning Department detect East economy and society England faster generate Google Cloud Platform IMPROVE include Intervention Local measure Mobility MONITOR North number offer office ONS open pandemic Pedestrian Plate Population Recognition reliability response Society solution statistical Statistics Structure Time series town Traffic traffic camera Transport trend vehicle Virus Disease Volume [DOI] 10.3390/s21134564 PMC 바로가기 [Article Type] Article
Machine learning techniques to detect and forecast the daily total COVID-19 infected and deaths cases under different lockdown types다양한 잠금 유형에서 일일 총 COVID-19 감염 및 사망 사례를 감지하고 예측하는 기계 학습 기술Article Published on 2021-07-012022-09-11 Journal: Microscopy research and technique [Category] SARS, 치료기술, [키워드] Accuracy adopted ARIMA Complete country COVID-19 criteria cumulative data set data sets death deaths detect Effectiveness error evaluated Forecasting healthcare hospitals impacted infected case infected cases intensity lockdown lockdowns lung lungs infection machine machine learning models mitigate pandemic predict public health random reduce social isolation Spread SVM the SARS-CoV-2 Time series were used [DOI] 10.1002/jemt.23702 PMC 바로가기 [Article Type] Article