Redefining Influenza Transmission Seasonality Using the Novel Seasonality Index
원문 초록
The impact of climate conditions on influenza epidemiology has mostly been studied by addressing a singular aspect of transmission and a climate variable correlating to it. As climate change unfolds at an unprecedented rate, we urgently need new multidisciplinary approaches that can embrace complexity of disease transmission in the fast-changing environment and help us better understand the implications for health. In this study, we have implemented a novel seasonality index to capture a vast network of climate, infectious, and socio-behavioural mechanisms influencing a seasonal influenza epidemic. We hypothesize that intricate, region-specific behavioural patterns are cross regulating the influenza spreading and dynamics of epidemics with changes in meteorological conditions within a specific season. To better understand the phenomena, we analysed weekly surveillance data from temperate European countries and redefined seasonal transitions using the seasonality index. This approach allowed us to characterize influenza seasonality more accurately in relation to specific atmospheric conditions. Key findings include: i) a strong correlation between influenza infection rates and the seasonality index across different climate zones and social groups, and ii) a high linear correlation between winter duration, determined by the seasonality index, and the time scale of low-frequency peaks in the infection rates power spectral density.
함께 살펴볼 논문
공통 태그를 근거로 연결했습니다. 실제 인용 관계나 논문의 우수성을 뜻하지 않습니다.
A Simple Approximate Bayesian Inference Neural Surrogate for Stochastic Petri Net Models
Clustering and Pruning in Causal Data Fusion
Structural-Temporal Coupling Anomaly Detection with Dynamic Graph Transformer
A Behaviour and Disease Model of Testing and Isolation
Optimal virulence strategies in epidemiological models with asymptomatic transmission
Filtered Markovian Projection: Dimensionality Reduction in Filtering for Stochastic Reaction Networks
토론
이 논문과 연결된 포럼 글이 아직 없습니다.