CuraZone: The tool to care for populated areas

Rafael Jardim, Renato Quiliche, Mario Chong, Hugo Paredes, Adriana Vivacqua

Producción científica: Contribución a una revistaArtículo de revista revisión exhaustiva


The COVID-19 pandemic highlighted the inadequate readiness of numerous nations to address diseases that could potentially evolve into epidemics or pandemics, posing risks to health systems and supply chains. Statistical analysis and predictive models were developed to manage COVID-19 and other diseases that harm public health. However, few public-policy decision-support tools are documented in the literature, although several governments have created them. In line with the previous developments, this tool uses socioeconomic features to model the COVID-19 province’s mortality rates. This paper presents a tool to predict the mortality rate of a province using supervised learning techniques, named CuraZone. This tool was validated using 196 provinces in Peru for training and considering 31 characteristics. The tool displays the dataset’s most essential characteristics, shows the country’s mean square error (MSE), and predicts a province’s mortality rate. In addition, the tool contributes to the field of Explainable AI (XAI), as it shows the importance of each feature. Highlighted contributions of this work include the support for the decision-making of governments or stakeholders in epidemics, providing the source code in an open and reproducible way, and the estimated mortality rate for specific populations of a neighborhood, city, or country.
Idioma originalInglés
Número de artículo100581
Número de páginas4
PublicaciónSoftware Impacts
EstadoPublicada - nov. 2023

Nota bibliográfica

Funding Information:
The authors of this publication recognize the “Universidade Federal do Rio de Janeiro (UFRJ), Brazil”, “Pontifícia Universidade Católica do Rio de Janeiro (PUC-Rio), Brazil” and the “Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES), Brazil ” for their support on the development of technology.

Publisher Copyright:
© 2023 The Author(s)


Profundice en los temas de investigación de 'CuraZone: The tool to care for populated areas'. En conjunto forman una huella única.

Citar esto