Author

M. Krauthammer

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Open access Jul 2026

Federated modular clinical decision support networks for collaborative learning in resource-limited settings

FedMoDN, a novel federated modular neural network architecture for collaborative learning across all features of an IIO distributed dataset, allowing healthcare facilities to use the full complement of their features without sharing, discarding, or imputing any data, is introduced.

Cécile Trottet, Jonathan Doenz, P. M. Mastel et al. · npj Digital Medicine · 0 citations

Jul 2026

Sparse Concept Channels in Frozen 3D CT Vision Encoders

A clear, reproducible characterization of how frozen medical encoders represent findings is provided, demonstrating direct applicability across models and outperforms published CT-CHAT on clinical efficacy and NLG metrics.

F. Nooralahzadeh, L. Bogensperger, C. Bluethgen et al. · arXiv.org · 0 citations