mmaing-aesop 0.1.9

Mixed Model of Artificial Intelligence and Next-Generation for outbreak detection.

MMAING-AESOP

MMAING-AESOP it is an early outbreak detection system based on the combination of:

• Rt (Time-Dependent Reproduction Number - NGM)
• Ensemble of Machine Learning models (Isolation Forest, LOF, OCSVM, COPOD)

The model generates Early Warning Signals (EWS) based on weekly primary care time series.

If you use MMAING-AESOP in your research, please cite:

Borges, D.G.F., Coutinho, E.R., Cerqueira-Silva, T. et al. Combining machine learning and dynamic system techniques to early detection of respiratory outbreaks in routinely collected primary healthcare records. BMC Med Res Methodol 25, 99 (2025). https://doi.org/10.1186/s12874-025-02542-0

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Instalação

pip install mmaing_aesop