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Open access Oct 2026

Evaluating Patient Representation Strategies for Early Prediction of Alzheimer’s Disease and Related Dementias from Longitudinal EHRs

This work systematically evaluated how EHR representation and temporal distance from diagnosis influence ADRD prediction and whether representation-specific performance generalizes across health systems, and characterized representation-dependent tradeoffs in early ADRD prediction across temporal horizons and healthcar...

Shahla Farzana, A. Arian, Moise Desvarieux et al. · 0 citations
Open access Sep 2026

Evaluating Clinical Foundation Models for Early Alzheimer’s Disease and Related Dementia Prediction from Longitudinal EHRs

Early identification of Alzheimer's disease and related dementias (ADRD) remains challenging despite its importance for timely intervention, management of modifiable risk factors, and care planning. We developed and evaluated ADRD onset prediction models using longitudinal electronic health records (EHRs) from the All...

Shahla Farzana, A. Arian, Tatjana Rundek et al. · 0 citations

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