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Yisak Dereje Asefa

AI4PEP

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Scholarly Papers (1)

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Interpretable Machine Learning for Maternal Risk Stratification: A Comparative Study of Stacked Ensembles and Tabular Transformers using Routine Clinical Data

Number of pages: 32 Posted: 24 Mar 2026
Firanol Teshome, Gelane Biru, Honey Gemechu, Eyerusalem Gebremeskel, Adane Tadesse Gebryu, Yisak Dereje Asefa, Boaz Tulu, Netsanet Workneh Gidi, Tewodros Belay Alemneh, Gelan Ayana and Jude Dzevela Kong
Jimma University (JU) - Jimma Institute of Technology, Jimma University (JU) - Jimma Institute of Technology, Jimma University (JU) - Jimma Institute of Technology, Jimma University (JU) - Jimma Institute of Technology, Jimma University (JU) - Jimma Institute of Technology, AI4PEP, Jimma University (JU), Jimma University (JU), Jimma University (JU) - Jimma Institute of Technology, Jimma University (JU) and University of Toronto
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Abstract:

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Maternal risk stratification, interpretable machine learning, TabPFN, stacked ensemble, clinical decision support