Quantifying age-specific household contacts in Aotearoa New Zealand for infectious disease modelling

被引:0
|
作者
Sullivan, Caleb [1 ]
Senanayake, Pubudu [1 ,2 ]
Plank, Michael J. [1 ]
机构
[1] Univ Canterbury, Sch Math & Stat, Christchurch, New Zealand
[2] Stats NZ, Christchurch, New Zealand
来源
ROYAL SOCIETY OPEN SCIENCE | 2024年 / 11卷 / 10期
关键词
agent-based model; compartment-based model; contact matrix; epidemic; public health; TRANSMISSION;
D O I
10.1098/rsos.240550
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Accounting for population age structure and age-specific contact patterns is crucial for accurate modelling of human infectious disease dynamics and impact. A common approach is to use contact matrices, which estimate the number of contacts between individuals of different ages. These contact matrices are frequently based on data collected from populations with very different demographic and socio-economic characteristics from the population of interest. Here we use a comprehensive household composition dataset based on Aotearoa New Zealand census and administrative data to construct a household contact matrix and a synthetic population that can be used for modelling. We investigate the behaviour of a compartment-based and an agent-based epidemic model parametrized using these data, compared with a commonly used contact matrix that was constructed by projecting international data onto New Zealand's population. We find that using the New Zealand household data, either in a compartment-based model or in an agent-based model, leads to lower attack rates in older age groups compared with using the projected contact matrix. This difference becomes larger when household transmission is more dominant relative to non-household transmission. We provide electronic versions of the synthetic population and household contact matrix for other researchers to use in infectious disease models.
引用
收藏
页数:14
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