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Pereira, João F., Constantino Caetano, Liliana Antunes, Paula Patr{\'ıcio, Maria Lu{\'ısa Morgado, and Baltazar Nunes. "COVID-19 Hospitalisation in Portugal, the first year: Results from hospital discharge data." medRxiv (2022). Abstract
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Machado, B., L. Antunes, C. Caetano, J. F. Pereira, B. Nunes, P. Patrício, and M. L. Morgado. "The impact of vaccination on the evolution of COVID-19 in Portugal." Mathematical Biosciences and Engeneering. 19 (2022): 936-952.
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Caetano, Constantino, Maria Luisa Morgado, Paula Patrício, João F. Pereira, and Baltazar Nunes. "Mathematical Modelling of the Impact of Non-Pharmacological Strategies to Control the COVID-19 Epidemic in Portugal." Mathematics. 9.10 (2021).
Caetano, Constantino, Maria Luísa Morgado, Paula Patrício, Andreia Leite, Ausenda Machado, André Torres, João Freitas Pereira, Sónia Namorado, Ana Sottomayor, André Peralta-Santos, and Baltazar Nunes. "Measuring the impact of COVID-19 vaccination and immunity waning: a modelling study for Portugal." Vaccine (2022). AbstractWebsite

Vaccination strategies to control COVID-19 have been ongoing worldwide since the end of 2020. Understanding their possible effect is key to prevent future disease spread. Using a modelling approach, this study intends to measure the impact of the COVID-19 Portuguese vaccination strategy on the effective reproduction number and explore three scenarios for vaccine effectiveness waning. Namely, the no-immunity-loss, 1-year and 3-years of immunity duration scenarios. We adapted an age-structured SEIR deterministic model and used Portuguese hospitalisation data for the model calibration. Results show that, although the Portuguese vaccination plan had a substantial impact in reducing overall transmission, it might not be sufficient to control disease spread. A significant vaccination coverage of those above 5 years old, a vaccine effectiveness against disease of at least 80% and softer non-pharmaceutical interventions (NPIs), such as mask usage and social distancing, would be necessary to control disease spread in the worst scenario considered. The immunity duration scenario of 1-year displays a resurgence of COVID-19 hospitalisations by the end of 2021, the same is observed in 3-year scenario although with a lower magnitude. The no-immunity-loss scenario presents a low increase in hospitalisations. In both the 1-year and 3-year scenarios, a vaccination boost of those above 65 years old would result in a 53% and 38% peak reduction of non-ICU hospitalisations, respectively. These results suggest that NPIs should not be fully phased-out but instead be combined with a fast booster vaccination strategy to reduce healthcare burden.

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Doutor, Paulo, Paula Rodrigues, Maria Ceu do Soares, and Fabio A. C. C. Chalub. "Optimal vaccination strategies and rational behaviour in seasonal epidemics." JOURNAL OF MATHEMATICAL BIOLOGY. 73 (2016): 1437-1465. Abstract

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