- published
- 2020-12-15
- reference
- Tahar Zamene Boulmezaoud, Luis Álvarez, Miguel Colom, and Jean-Michel Morel, A Daily Measure of the SARS-CoV-2 Effective Reproduction Number for all Countries, Image Processing On Line, 10 (2020), pp. 191–210. https://doi.org/10.5201/ipol.2020.304
Communicated by Gregory Randall
Demo edited by Miguel Colom
Abstract
We describe a transparent method calculating an 'effective reproduction number (ERN)' from the daily count (incidence) of newly detected cases in each country, in the EU and in each US state.
We aim at getting a result as faithful as possible to the observed data, which are very noisy.
The noise, being specific of administrations, shows a seven days period. Hence the incidence curve is first filtered by a seven days mean or median filter.
Then the ERN is computed by a classic reproduction formula due to Nishiura. To do so requires knowledge of the serial interval function Phi(s) which models the time between the onset of
symptoms in a primary case and the onset of symptoms in secondary cases, or equivalently
the probability that a person confirmed infected today was actually infected s days earlier
by another confirmed infected person. We use and compare several recently proposed evaluations of Phi, and verify that their variation has moderate practical incidence on the evaluation of the ERN. The method we present derives from Nishiura's formula but we prove that for the adequate choice of parameters it is identical to one of the methods proposed by the classic EpiEstim (Estimate Time Varying Reproduction Numbers from Epidemic Curves) software.
We find that the same method can be applied to compute an effective reproduction number from the daily death count, which yields therefore another prediction of the expansion of the pandemic. Although this application has no clear theoretical justification, we find good experimental fit of the ERN curves obtained from the incidence and from the death curve, up to a time shift. In most countries, both curves appear to be similar, with a time delay that depends on each country's detection and administrative processing delays.
Both ERNs can be consulted daily online in the demo tag associated with this paper.
We refer the readers to the online demo to experiment by themselves. In the case of France, an ERN based on hospitalizations, new entries in ICU's and deaths at hospitals is also computed daily.
Download
- full text manuscript: PDF (1.3MB)
- source code: TGZ
History
- Note from the editor: the source code was updated on December 15, 2021 due to a change in the data source service (ECDC stopped from 14 Dec. 2020 to provide daily data, only weekly). The original version of the code is available from here.
- Note from the editor: the manuscript of the article was modified on 2022-01-01 to include information about its editors. The original version of the manuscript is available here.