Author

S. Mougiakakou

3 papers indexed here

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Open access Aug 2026

Long-term type 2 diabetes risk prediction using machine learning with childhood, adolescent, and genetic factors

Late diagnosis of type 2 diabetes increases patient morbidity and healthcare burden, yet current prediction models use adult risk factors to estimate 5–10-year risk. In this manuscript, we evaluate long-term prediction of type 2 diabetes over 38 years using childhood factors and polygenic risk scores (PRSs). Data fro...

Rooholla Poursoleymani, Ioannis Papathanail, Lorenzo Brigato et al. · Scientific Reports · 0 citations

Review Open access Sep 2026

Foundation Models in Sleep Research: Opportunities and Limitations.

STUDY OBJECTIVES Foundation Models (FMs) for sleep are large-scale, self-supervised models pretrained on extensive datasets and adapted for various downstream tasks. This Commentary assesses the current state of sleep FMs, emphasizing their benefits while also critically examining whether they are ready for clinical us...

Annina Helmy, Rafael Morand, A. Calzoni et al. · Sleep · 0 citations

#artificial intelligence Preprint Sep 2026

Fed-ReMasker: Federated Tabular Imputation under Feature-Level Missingness

Multi-center clinical studies and biomedical research collaborations increasingly seek to utilize data across centers to build models that generalize beyond any single center. This creates two distinct challenges: data protection regulations may restrict the sharing of raw patient data across institutions, while center...

Ioannis Papathanail, Rooholla Poursoleymani, Lubnaa Abdur Rahman et al. · 0 citations