Heliyon · 2021 · 23 citations · 54 references
Public HealthBiostatisticsPopulation Health SciencesEpidemiologic MethodsEpidemiologySpatial EpidemiologyDemographic AnalysisDisease Trend AnalysisMobility Pattern AnalysisPopulation MobilityTime-series Analysis In EpidemiologyTransmission DynamicsAge-structured Compartmental ModelsBehavioral Response In EmergenciesHeterogeneity In Disease SpreadHuman Mobility AnalysisHuman Mobility PatternsMobile Phone Mobility DataMobility During Public Health EmergenciesMobility-based Transmission Modeling
In this work, we employ a data-fitted compartmental model to visualize the progression and behavioral response to COVID-19 that match provincial case data in Ontario, Canada from February to June of 2020. This is a "rear-view mirror" glance at how this region has responded to the 1st wave of the pandemic, when testing was sparse and NPI measures were the only remedy to stave off the pandemic. We use an SEIR-type model with age-stratified subpopulations and their corresponding contact rates and asymptomatic rates in order to incorporate heterogeneity in our population and to calibrate the time-dependent reduction of Ontario-specific contact rates to reflect intervention measures in the province throughout lockdown and various stages of social-distancing measures. Cellphone mobility data taken from Google, combining several mobility categories, allows us to investigate the effects of mobility reduction and other NPI measures on the evolution of the pandemic. Of interest here is our quantification of the effectiveness of Ontario's response to COVID-19 before and after provincial measures and our conclusion that the sharp decrease in mobility has had a pronounced effect in the first few weeks of the lockdown, while its effect is harder to infer once other NPI measures took hold.
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Social Contacts and Mixing Patterns Relevant to the Spread of Infectious Diseases
Joël Mossong, Niel Hens, Mark Jit et al. · PLoS Medicine · 2008 · 3.2K citations · Full text
Veterinary Medicine, Infectious Diseases, Population Health Sciences +15
Kenji Mizumoto, Katsushi Kagaya, Alexander E. Zarebski et al. · Eurosurveillance · 2020 · 2.5K citations · Full text
Veterinary Medicine, Infectious Disease Control, Infectious Diseases +17