Author

Imad Shahid

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Open access Sep 2026

Machine learning–based ecological prediction of maternal mortality ratio in malaria-endemic Africa

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

Open access Aug 2026

Macro-level predictors and temporal persistence of global mental health burden: a machine-learning panel study, 1990–2023

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