Integrating machine learning and spatial clustering for malaria case prediction in Brazil’s Legal Amazon

Integrating machine learning and spatial clustering for malaria case prediction in Brazil’s Legal Amazon

Abstract Malaria remains a major global health challenge, particularly in Brazil’s Legal Amazon region, where environmental and socioeconomic conditions foster favorable conditions for disease transmission. Traditional control measures have shown limited effectiveness, emphasizing the need for bette...

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Bibliographic Details
Main Authors: Kayo Henrique de Carvalho Monteiro, Élisson da Silva Rocha, Luis Augusto Morais, Elton Gino Santos, Sebastião Rogerio da S. Neto, Vanderson Sampaio, Patricia Takako Endo
Format: Article
Language:English
Published: BMC 2025-06-01
Series:BMC Infectious Diseases
Subjects:
Malaria Prediction
Machine Learning
Spatial Clustering
Time Series Forecasting
Public Health Surveillance
Online Access:https://doi.org/10.1186/s12879-025-11193-x
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