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Preprint Aug 2026

CoM$^3$eT: A foundation model for medical image analysis through federated, multidimensional context integration

Medical foundation models improve generalization when training AI models with limited labeled data, but remain confined to a single specialty, such as pathology or radiology, and to either sparse or dense outputs, such as classification or segmentation. Here, we present CoM$^3$eT (Co-representation Multidimensional Mul...

J. Schäfer, Kai Geissler, Till Nicke et al. · 0 citations
Sep 2026

Comparative Transcriptomic and Immune Profiling Reveals a Shared Molecular Identity Between Clear Cell Odontogenic Carcinoma and Hyalinizing Clear Cell Carcinoma.

Clear cell odontogenic carcinoma (CCOC) and hyalinizing clear cell carcinoma (HCCC), rare head-and-neck malignancies with recurrent EWSR1::CREB family fusions, show overlapping morphologic and immunophenotypic features; no standardized systemic therapy for either exists. Given tissue constraints, the molecular relation...

Helen X. Hou, An-Nie Li, Bidish Kumar Patel et al. · 0 citations

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