Modelling death rates due to COVID-19: A Bayesian approach

04/06/2020
by   Cristian Bayes, et al.
0

Objective: To estimate the number of deaths in Peru due to COVID-19. Design: With a priori information obtained from the daily number of deaths due to CODIV-19 in China and data from the Peruvian authorities, we constructed a predictive Bayesian non-linear model for the number of deaths in Peru. Exposure: COVID-19. Outcome: Number of deaths. Results: Assuming an intervention level similar to the one implemented in China, the total number of deaths in Peru is expected to be 612 (95 days after the first reported death, the 99 observed. The inflexion point in the number of deaths is estimated to be around day 26 (95 estimates can help authorities to monitor the epidemic and implement strategies in order to manage the COVID-19 pandemic.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
07/17/2020

Estimating COVID-19 cases and reproduction number in Mexico

In this report we fit a semi-mechanistic Bayesian hierarchical model to ...
research
07/04/2020

Excess deaths hidden 100 days after the quarantine in Peru by COVID-19

Objective: To make an estimate of the excess deaths caused by COVID-19 i...
research
08/07/2020

Estimating undocumented Covid-19 infections in Cuba by means of a hybrid mechanistic-statistical approach

We adapt the hybrid mechanistic-statistical approach of Ref. [1] to esti...
research
03/17/2020

Predicting the ultimate outcome of the COVID-19 outbreak in Italy

During the COVID-19 outbreak, it is essential to monitor the effectivene...
research
03/07/2021

Improving Bayesian estimation of Vaccine Efficacy

A full Bayesian approach to the estimation of Vaccine Efficacy is presen...
research
04/26/2020

Predictive data assimilation through Reduced Order Modeling for epidemics with data uncertainty

In this article, we develop a data assimilation procedure to predict the...
research
03/02/2021

Statistical methods used to combine the effective reproduction number, R(t), and other related measures of COVID-19 in the UK

In the COVID-19 pandemic, a range of epidemiological models have been us...

Please sign up or login with your details

Forgot password? Click here to reset