Author

D. Poenaru

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#machine learning Preprint Oct 2026

DIGOM: Disentangled Interaction Graphs for Outcome prediction in Multimodal healthcare

Multimodal healthcare data contain relational information that extends beyond individual patient observations. Effective clinical outcome prediction therefore requires not only integrating information from multiple modalities, but also modeling the relationships between them. Standard fusion approaches do not explicitl...

Hakima Laribi, Olivier Lefebvre, D. Poenaru et al. · 0 citations

Review Oct 2026

Unfolding new horizons: Machine learning applications for pediatric intussusception - A systematic review and meta-analysis.

BACKGROUND Pediatric intussusception is among the most common surgical emergencies in early childhood. Ultrasonography is the diagnostic standard but remains operator-dependent, and no validated machine learning (ML) tools exist for triage or prognostic stratification. We systematically evaluated ML models for diagnosi...

L. R. Campos, S. Symeou, G. Carpi et al. · Journal of Pediatric Surgery · 0 citations