Exploring the nuances of R0: Eight estimates and application to 2009 pandemic influenza

03/23/2020
by   Shannon Gallagher, et al.
0

For nearly a century, the initial reproduction number (R0) has been used as a one number summary to compare outbreaks of infectious disease, yet there is no `standard' estimator for R0. Difficulties in estimating R0 arise both from how a disease transmits through a population as well as from differences in statistical estimation method. We describe eight methods used to estimate R0 and provide a thorough simulation study of how these estimates change in the presence of different disease parameters. As motivation, we analyze the 2009 outbreak of the H1N1 pandemic influenza in the USA and compare the results from our eight methods to a previous study. We discuss the most important aspects from our results which effect the estimation of R0, which include the population size, time period used, and the initial percent of infectious individuals. Additionally, we discuss how pre-processing incidence counts may effect estimates of R0. Finally, we provide guidelines for estimating point estimates and confidence intervals to create reliable, comparable estimates of R0.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/29/2020

Exact Inference for Disease Prevalence Based on a Test with Unknown Specificity and Sensitivity

To make informative public policy decisions in battling the ongoing COVI...
research
11/19/2020

Statistical techniques to estimate the SARS-CoV-2 infection fatality rate

The determination of the infection fatality rate (IFR) for the novel SAR...
research
06/09/2019

Modeling Excess Deaths After a Natural Disaster with Application to Hurricane Maria

Estimation of excess deaths due to a natural disaster is an important pu...
research
06/10/2019

Confidence intervals for class prevalences under prior probability shift

Point estimation of class prevalences in the presence of data set shift ...
research
08/31/2021

Regional estimates of reproduction numbers with application to COVID-19

In the last year many public health decisions were based on real-time mo...
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...
research
12/16/2020

Disease Momentum: Estimating the Reproduction Number in the Presence of Superspreading

A primary quantity of interest in the study of infectious diseases is th...

Please sign up or login with your details

Forgot password? Click here to reset