Sequence embeddings from diagnosis histories improve prediction of 93 of 131 incident disease blocks and event-free survival beyond age, sex, and comorbidity burden in large-scale hospital data.
Towardsmodelingevolvinglongitudinalhealthtrajectorieswithatransformer- based deep learning model.Annals of Epidemiology, 111:30–43, November 2025
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Sequence models reveal diagnosis accumulation pathways beyond comorbidity burden in population-scale hospital data
Sequence embeddings from diagnosis histories improve prediction of 93 of 131 incident disease blocks and event-free survival beyond age, sex, and comorbidity burden in large-scale hospital data.