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Emerging dynamics from high-resolution spatial numerical epidemics

Authors: Thomine, Olivier; Alizon, Samuel; Boennec, Corentin; Barthelemy, Marc; Sofonea, Mircea;

Emerging dynamics from high-resolution spatial numerical epidemics

Abstract

Simulating nationwide realistic individual movements with a detailed geographical structure can help optimise public health policies. However, existing tools have limited resolution or can only account for a limited number of agents. We introduce Epidemap, a new framework that can capture the daily movement of more than 60 million people in a country at a building-level resolution in a realistic and computationally efficient way. By applying it to the case of an infectious disease spreading in France, we uncover hitherto neglected effects, such as the emergence of two distinct peaks in the daily number of cases or the importance of local density in the timing of arrival of the epidemic. Finally, we show that the importance of super-spreading events strongly varies over time.

Country
France
Keywords

QH301-705.5, Science, multiagent covid-19 epidemics simulation geographic, Communicable Diseases, [SDV.BID.SPT] Life Sciences [q-bio]/Biodiversity/Systematics, Phylogenetics and taxonomy, [SDV.BID.EVO] Life Sciences [q-bio]/Biodiversity/Populations and Evolution [q-bio.PE], [SDV.EE.ECO] Life Sciences [q-bio]/Ecology, environment/Ecosystems, [SDV.EE.SANT] Life Sciences [q-bio]/Ecology, environment/Health, Humans, Biology (General), Epidemics, [SDV.MP.VIR] Life Sciences [q-bio]/Microbiology and Parasitology/Virology, Spatial Analysis, [SDV.BIBS] Life Sciences [q-bio]/Quantitative Methods [q-bio.QM], Geography, high perfomance computing, parallel computing, Q, R, COVID-19, [SDV.EE.IEO] Life Sciences [q-bio]/Ecology, environment/Symbiosis, [SDE.BE] Environmental Sciences/Biodiversity and Ecology, [SDV.SPEE] Life Sciences [q-bio]/Santé publique et épidémiologie, [SDV.GEN.GPO] Life Sciences [q-bio]/Genetics/Populations and Evolution [q-bio.PE], Medicine, [INFO.INFO-MO] Computer Science [cs]/Modeling and Simulation, France, Public Health, Computational and Systems Biology

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download
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
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7
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35
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