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2020 – today
- 2025
[j1]Patrick Rockenschaub, Ela Marie Akay, Benjamin Gregory Carlisle, Adam Hilbert
, Joshua Wendland, Falk Meyer-Eschenbach, Anatol-Fiete Näher, Dietmar Frey, Vince Istvan Madai:
External validation of AI-based scoring systems in the ICU: a systematic review and meta-analysis. BMC Medical Informatics Decis. Mak. 25(1): 5 (2025)- [i6]Matthias Perkonigg, Patrick Rockenschaub, Georg Göbel, Adelheid Wöhrer:
Hierarchical Generalized Category Discovery for Brain Tumor Classification in Digital Pathology. CoRR abs/2510.02760 (2025) - 2024
- [c2]Robin Van De Water, Hendrik Schmidt, Paul W. G. Elbers, Patrick Thoral, Bert Arnrich, Patrick Rockenschaub:
Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML. ICLR 2024 - [i5]Xudong Sun, Carla Feistner, Alexej Gossmann, George Schwarz, Rao Muhammad Umer, Lisa Beer, Patrick Rockenschaub, Rahul Babu Shrestha, Armin Gruber, Nutan Chen, Sayedali Shetab Boushehri, Florian Buettner, Carsten Marr:
DomainLab: A modular Python package for domain generalization in deep learning. CoRR abs/2403.14356 (2024) - [i4]Patrick Rockenschaub, Zhicong Xian, Alireza Zamanian, Marta Piperno, Octavia-Andreea Ciora, Elisabeth Pachl, Narges Ahmidi:
Robust prediction under missingness shifts. CoRR abs/2406.16484 (2024) - 2023
- [i3]Patrick Rockenschaub, Adam Hilbert, Tabea Kossen, Falk von Dincklage, Vince Istvan Madai, Dietmar Frey:
From Single-Hospital to Multi-Centre Applications: Enhancing the Generalisability of Deep Learning Models for Adverse Event Prediction in the ICU. CoRR abs/2303.15354 (2023) - [i2]Robin Van De Water, Hendrik Schmidt, Paul W. G. Elbers, Patrick Thoral, Bert Arnrich, Patrick Rockenschaub:
Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML. CoRR abs/2306.05109 (2023) - 2021
- [c1]Oliver Carr, Avelino Javer, Patrick Rockenschaub, Owen Parsons, Robert Dürichen:
Longitudinal patient stratification of electronic health records with flexible adjustment for clinical outcomes. ML4H@NeurIPS 2021: 220-238 - [i1]Oliver Carr, Avelino Javer, Patrick Rockenschaub, Owen Parsons, Robert Dürichen:
Longitudinal patient stratification of electronic health records with flexible adjustment for clinical outcomes. CoRR abs/2111.06152 (2021)
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