Jul 2026· Network Modeling Analysis in Health Informatics and Bioinformatics· Vol 15· 0 citations· 47 references
Computer Science
TL;DR
The study supports the potential usefulness of combining contact-based models with explainable graph neural networks for scenario-based epidemic analysis and suggests that the k-GCN model captures relevant temporal and structural dependencies in the simulated graph-organized data.
A Susceptible-Exposed-Infectious-Removed (SEIR) compartmental model is developed to analyze monkeypox transmission dynamics in Shenzhen and provides evidence-based guidance for monkeypox prevention and control strategies in Shenzhen and other metropolitan areas facing similar risks.
Yicheng Li· Applied and Computational En...· 0 citations
YFV might be establishing recurrent transmission in NHP populations in southeast Brazil, indicating that more comprehensive and consistent surveillance is needed, and identifying key environmental drivers and their lags with human YFV cases can be used to develop early warning systems to guide reactive vaccination and...
C. Judge, F. Iani, E. Finch et al.· Lancet Planetary Health· 0 citations
The indispensable role of rigorous mathematical modeling is underscored in guiding dengue preparedness, optimizing control strategies, and strengthening epidemic response capacity in resource-limited settings by integrating epidemiological data with advanced numerical modeling.
Behaviour change and vaccination likely played important roles in the decline of the 2022 mpox epidemic in many studied settings, and effective mpox epidemic control requires proactive, rapid and equitable vaccine rollout supported by culturally tailored risk communication.
Yin-Chien Lin, Tzai-Hung Wen, W. Shih et al.· BMJ Global Health· 0 citations
It is suggested that the post‐2017 pattern was temporally consistent with strengthened control policies aimed at reducing mechanical connectivity between farms, although this ecological analysis cannot separate policy effects from other time‐varying epidemiological and surveillance‐related factors.
Sung Dae Park, J. Son, Dae-Sung Yoo· Transboundary and Emerging D...· 0 citations
This study provides a practical, evidence-based tool for health authorities to prioritize interventions in at-risk hub cities by identifying vector control and the reduction of mosquito biting rates as the most critical factors influencing transmission dynamics of dengue.
Qi Tan, J. Wan, Cong Niu et al.· PLoS Neglected Tropical Dise...· 0 citations
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