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Tobias Penzkofer

2 papers indexed

crossrefCancers2025-07-29Cited by 1

An Explainable AI Exploration of the Machine Learning Classification of Neoplastic Intracerebral Hemorrhage from Non-Contrast CT

Sophia Schulze-Weddige, Georg Lukas Baumgärtner, Tobias Orth, Anna Tietze, Michael Scheel, David Wasilewski, et al.

Intracerebral hemorrhage (ICH) associated with primary and metastatic brain tumors presents a significant challenge in neuro-oncology due to the substantial risk of complications [...]

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crossrefHealthcare2023-08-23Cited by 2

Challenges in Implementing the Local Node Infrastructure for a National Federated Machine Learning Network in Radiology

Paul-Philipp Jacobs, Constantin Ehrengut, Andreas Michael Bucher, Tobias Penzkofer, Mathias Lukas, Jens Kleesiek, et al.

Data-driven machine learning in medical research and diagnostics needs large-scale datasets curated by clinical experts. The generation of large datasets can be challenging in terms of resource consumption and time effort, while generalizability and validation of the developed mo…

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