Malaria in pregnancy remains a significant public health concern in sub-Saharan Africa. It may contribute to population-level maternal mortality through adverse maternal outcomes. This study aims to develop a machine learning framework to predict maternal mortality ratio (MMR) across African countries.
A sup...
Messaouda Belfakir, Imad Shahid, M. Belfkir et al.· Frontiers in Public Health· 0 citations
Mental disorders contribute substantially to global disability and economic burden, yet relatively little is known about how macro-level national indicators relate to cross-country differences in mental health burden. We constructed a country–year panel for 183 countries from 1990 to 2023 by combining data from the Glo...
Imad Shahid, G. Benrhmach, K. El Moutaouakil et al.· Discover Analytics· 0 citations
In this paper, we describe a new hybrid framework called FIS-CSP-OM that combines Fuzzy Inference Systems (FIS), Constraint Satisfaction Problems (CSP), and Optimization Modeling (OM) together for analysing and interpreting imbalanced datasets. The goal of the hybrid framework is to provide a means to integrate interpr...
A. Al-Shaery, M. Roudani, Karim El Moutaouakil et al.· IEEE Access· 0 citations
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