The clinical promise of computational pathology increasingly depends on foundation model-based pipelines, yet the morphological concepts encoded by these systems remain poorly understood. We address this gap with a concept-level visualization framework using class visualizations (CVs) and activation atlases (AAs) in a...
M. Gustav, F. Wolf, Christina Glasner et al.· Cell Reports Medicine· 0 citations
A fully on-premise clinical agent that couples local operational control with a multi-perspective reliability framework to support selective autonomy is developed and evaluated, supporting a practical framework for institutionally governed clinical agents.
Li Zhang, G. Wölflein, Dyke Ferber et al.· Nature Medicine· 4 citations
This is the first study to benchmark SLMs on Italian EHRs and investigate the role of clinical expertise in prompt engineering, offering valuable insights for the future integration of SLMs into real-world clinical workflows.
Federica Corso, V. Peppoloni, L. Mazzeo et al.· Communications Medicine· 0 citations
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