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. 2024 Sep 14;7(3):ooae084. doi: 10.1093/jamiaopen/ooae084

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© The Author(s) 2024. Published by Oxford University Press on behalf of the American Medical Informatics Association.

This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.

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Graphs and diagrams of the proposed PheW2P2V, illustrating four detailed steps, including phenome-wide case-control identifications, medical concepts embeddings, weighted patient vectors tailored for a phenotype, and phenome-wide risk predictions. — The workflow of the proposed PheW²P2V framework.