Dynamic, continually updated, and heterogeneous data integration across multiple streams is becoming increasingly important to precision healthcare, where computational models of individual patients are growing more important. Two paradigms have come to the fore for building digital twins: digital twins and Personal kn...
C. O. Agboola, M. Oladosu, M. Abah et al.· International Journal of Pre...· 0 citations
An integrated, layered structure that connects local federated-learning nodes, an interoperable semantic data layer, and a regional digital-twin simulation layer is proposed, linked by privacy preserving mechanisms and Africa-specific data-governance safeguards.
C. O. Agboola, M. Oladosu, M. Abah et al.· International Journal of Pre...· 0 citations
This review aims to summarize the current status of the artificial intelligence (AI)-based multi-omics diagnostic workflows employed in three disease paradigms: infectious, neurodegenerative, and metabolic diseases, and critically evaluate their translational potential from the discovery of biomarkers to digital twin h...
Emmanuel Nkansah, M. Oladosu, M. Abah et al.· International Journal of Pre...· 0 citations
Cyber-Physical Systems (CPS), a combination of embedded computing, communication networks, and physical processes, are increasingly reshaping clinical practice, pharmaceutical supply chains, and hospital infrastructure. This review covers key principles of Medical CPS design; major interoperability frameworks such as F...
Emmanuel Nkansah, M. Oladosu, M. Abah et al.· International Journal of Pre...· 0 citations
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