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Author

Katarzyna Borys

4 papers indexed here

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Open access 2026

Learning What Matters in FHIR Graph Generation for Synthetic Patient Trajectories

We study the generation of synthetic longitudinal patient records as FHIR graphs, representing each patient as a sequence of encounters connected to diagnoses and procedures. Faithful generation requires jointly modeling the temporal structure and node content under extreme long-tail distributions of clinical event cod...

M. Bahn, Bahadır Eryılmaz, Henning Schäfer et al. · 0 citations
Open access Oct 2026

Iterative user-centered evaluation of a context-driven clinical dashboard for melanoma treatment

This study evaluated a user-centered clinical dashboard using FHIR-Server data to improve information accessibility for physicians treating melanoma patients. Current electronic health record systems distribute critical information across multiple modules and prioritize billing and research over clinical decision-makin...

E. Hartmann, Katarzyna Borys, A. Idrissi-Yaghir et al. · 0 citations
Review Open access Sep 2026

A Multi-Model, Pixel-Native Framework for Automated Computed Tomography Series Labeling and Characterization: Proof-of-Concept Study.

BACKGROUND Although Digital Imaging and Communications in Medicine (DICOM) metadata are widely used to manage medical imaging data and support clinical workflows, their suitability as a sole basis for automatic computed tomography (CT) series labeling and characterization is limited. DICOM metadata are frequently incon...

Yu-Tong Wen, A. Quinsten, C. S. Schmidt et al. · 0 citations
Review Open access Sep 2026

Topogram-based anatomical labelling of CT series: anatomy-aware CT data processing using deep learning.

Deep Learning-based analysis of CT topograms with DICOM-derived spatial geometry, enables reliable and reproducible image-based anatomical labelling of CT series, reducing reliance on inconsistent DICOM attributes and improving data consistency and scalability for clinical applications.

Yu-Tong Wen, Judith Kohnke, V. Parmar et al. · 1 citation

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