ArticleBMC medicine2020
Evaluation of the potential incidence of COVID-19 and effectiveness of containment measures in Spain: a data-driven approach.
Article in BMC medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers.
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Who cites it
34 citing papers in PubMed.
- Minimizing Societal Cost of Epidemics: Optimal Catastrophe Insurance Compensation Allocation.Risk analysis : an official publication of the Society for Risk Analysis · 2026Article
- The Big Bang of an epidemic: a metapopulation approach to identify the spatiotemporal origin of contagious diseases and their universal spreading pattern.Scientific reports · 2025Article
- Key epidemiological indicators and spatial autocorrelation patterns across five waves of COVID-19 in Catalonia.Scientific reports · 2023Article
- Early warning of emerging infectious diseases based on multimodal data.Biosafety and health · 2023Review
- Assessing the effectiveness of perimeter lockdowns as a response to epidemics at the urban scale.Scientific reports · 2023Article
- Unraveling the COVID-19 hospitalization dynamics in Spain using Bayesian inference.BMC medical research methodology · 2023Article
- Do regionally targeted lockdowns alter movement to non-lockdown regions? Evidence from Ontario, Canada.Health & place · 2023Article
- ANFIS for prediction of epidemic peak and infected cases for COVID-19 in India.Neural computing & applications · 2023Article
- Multilayer networks with higher-order interaction reveal the impact of collective behavior on epidemic dynamics.Chaos, solitons, and fractals · 2022Article
- Data-driven approach in a compartmental epidemic model to assess undocumented infections.Chaos, solitons, and fractals · 2022Article
- Quantifying the importance and location of SARS-CoV-2 transmission events in large metropolitan areas.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
- Article
- Assessing the impact of air pollution and climate seasonality on COVID-19 multiwaves in Madrid, Spain.Environmental research · 2022Article
- A global country-level analysis of the relationship between obesity and COVID-19 cases and mortality.Diabetes, obesity & metabolism · 2021Article
- Interplay between mobility, multi-seeding and lockdowns shapes COVID-19 local impact.PLoS computational biology · 2021Article
- SIR model of the pandemic trend of COVID-19 in Peru.Revista de la Facultad de Ciencias Medicas (Cordoba, Argentina) · 2021Article
- Deep learning of contagion dynamics on complex networks.Nature communications · 2021Article
- Exploring the linkage between seasonality of environmental factors and COVID-19 waves in Madrid, Spain.Process safety and environmental protection : transactions of the Institution of Chemical Engineers, Part B · 2021Article
- Non-pharmaceutical interventions during the COVID-19 pandemic: A review.Physics reports · 2021Review
- Are countries' precautionary actions against COVID-19 effective? An assessment study of 175 countries worldwide.Saudi pharmaceutical journal : SPJ : the official publication of the Saudi Pharmaceutical Society · 2021Article
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2 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundWe are currently experiencing an unprecedented challenge, managing and containing an outbreak of a new coronavirus disease known as COVID-19. While China-where the outbreak started-seems to have been able to contain the growth of the epidemic, different outbreaks are nowadays present in multiple countries. Nonetheless, authorities have taken action and implemented containment measures, even if not everything is known.
methodsTo facilitate this task, we have studied the effect of different containment strategies that can be put into effect. Our work referred initially to the situation in Spain as of February 28, 2020, where a few dozens of cases had been detected, but has been updated to match the current situation as of 13 April. We implemented an SEIR metapopulation model that allows tracing explicitly the spatial spread of the disease through data-driven stochastic simulations.
resultsOur results are in line with the most recent recommendations from the World Health Organization, namely, that the best strategy is the early detection and isolation of individuals with symptoms, followed by interventions and public recommendations aimed at reducing the transmissibility of the disease, which, although might not be sufficient for disease eradication, would produce as a second order effect a delay of several days in the raise of the number of infected cases.
conclusionsMany quantitative aspects of the natural history of the disease are still unknown, such as the amount of possible asymptomatic spreading or the role of age in both the susceptibility and mortality of the disease. However, preparedness plans and mitigation interventions should be ready for quick and efficacious deployment globally. The scenarios evaluated here through data-driven simulations indicate that measures aimed at reducing individuals' flow are much less effective than others intended for early case identification and isolation. Therefore, resources should be directed towards detecting as many and as fast as possible the new cases and isolate them.
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