将检测量纳入有效再生数动态估计

Incorporating testing volume into estimation of effective reproduction number dynamics

Journal of the Royal Statistical Society. Series A: Statistics in Society · 2023
被引 4
ABS 3

中文导读

提出一种将诊断检测数量作为协变量的新模型,用于更准确地估计有效再生数,在模拟数据和加州新冠数据中表现优于现有方法。

Abstract

Branching process inspired models are widely used to estimate the effective reproduction number-a useful summary statistic describing an infectious disease outbreak-using counts of new cases. Case data is a real-time indicator of changes in the reproduction number, but is challenging to work with because cases fluctuate due to factors unrelated to the number of new infections. We develop a new model that incorporates the number of diagnostic tests as a surveillance model covariate. Using simulated data and data from the SARS-CoV-2 pandemic in California, we demonstrate that incorporating tests leads to improved performance over the state of the art.

流行病学传染病建模统计方法公共卫生