Mathematical Biosciences & Engineering · 2018 · 27 citations · 19 references
Veterinary MedicineInfectious Disease ControlInfectious DiseasesClinical EpidemiologyEpidemiologyInfectious Disease EpidemiologyContact TracingDisease SpreadInfectious Disease DynamicsOutbreak ControlTransmission DynamicsTransmission Network AnalysisActivity Network AnalysisEpidemic Growth RatesEpidemic Spreading ModelsInfectious Disease ModelsModeling Of Outbreak SpreadNetwork-based Transmission ModelsScenariosTransmission Dynamics Modeling
Recent experience of the Ebola outbreak in 2014 highlighted the importance of immediate response measure to impede transmission in the early stage. To this aim, efficient and effective allocation of limited resources is crucial. Among the standard interventions is the practice of following up with the recent physical contacts of the infected individuals -- known as contact tracing. In an effort to understand the effects of contact tracing protocols objectively, we explicitly develop a model of Ebola transmission incorporating contact tracing. Our modeling framework is individual-based, patient-centric, stochastic and parameterizable to suit early-stage Ebola transmission. Notably, we propose an activity driven network approach to contact tracing, and estimate the basic reproductive ratio of the epidemic growth in different scenarios. Exhaustive simulation experiments suggest that early contact tracing paired with rapid hospitalization can effectively impede the epidemic growth. Resource allocation needs to be carefully planned to enable early detection of the contacts and rapid hospitalization of the infected people.
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Activity driven modeling of time varying networks
Nicola Perra, Bruno Goncalves, Romualdo Pastor‐Satorras et al. · Scientific Reports · 2012 · 709 citations · Full text
Controlling Contagion Processes in Activity Driven Networks
Suyu Liu, Nicola Perra, Márton Karsai et al. · Physical Review Letters · 2014 · 216 citations · Full text