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Author

Aleix Beneyto

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Review Open access Oct 2026

Retrieval-Augmented Simulation for Interpreting Probabilistic Digital Twins in Type 1 Diabetes.

BACKGROUND Personalized digital twins for type 1 diabetes (T1D) can simulate future glucose responses under different therapeutic conditions, but their probabilistic outputs require structured interpretation before supporting clinician-facing reasoning. We introduce retrieval-augmented simulation (RAS), a modular frame...

Omer Mujahid, Iván Contreras, Aleix Beneyto et al. · 0 citations
Review Open access Jul 2026

On the road to fully automated insulin delivery: A systematic review of meal announcement free algorithms

Automated meal detection and compensation algorithms show promise for integration into FAID systems, with encouraging detection performance and glycemic outcomes, but the evidence remains heterogeneous, and a substantial portion is still based on in-silico studies rather than clinical validation.

Muhammad Ibrahim, Aleix Beneyto, Iván Contreras et al. · 0 citations

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