Recent Publications

All known publications ...
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http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Polzin, R. (Corresponding author) ; Fritsch, S.FZJ* ; Sharafutdinov, K. ; Marx, G. ; Schuppert, A.
Diagnostic Expert Advisor: A platform for developing machine learning models on medical time-series data
SoftwareX 23, 101517 (2023) [10.1016/j.softx.2023.101517]2023   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Barakat, C. (Corresponding author)FZJ* ; Sharafutdinov, K.RWTH* ; Busch, J.FZJ* ; Saffaran, S. ; Bates, D. G. ; Hardman, J. G. ; Schuppert, A.RWTH* ; Brynjólfsson, S. ; Fritsch, S.FZJ* ; Riedel, M.FZJ*
Developing an Artificial Intelligence-Based Representation of a Virtual Patient Model for Real-Time Diagnosis of Acute Respiratory Distress Syndrome
Diagnostics 13(12), 2098 (2023) [10.3390/diagnostics13122098] special issue: "AI-Driven Intelligent Health Care Diagnostic Solutions: A Machine Learning Approach"2023   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article/Contribution to a conference proceedings Fonck, S. (Corresponding author) ; Fritsch, S.FZJ* ; Nottenkämper, G. ; Stollenwerck, A.
Implementation of ResNet-50 for the Detection of ARDS in Chest X-Rays using transfer-learning
202316. Interdisziplinäres Symposium Automatisierungstechnische Verfahren für die Medizintechnik, AUTOMED, GießenGießen, Germany, 30 Mar 2023 - 31 Mar 20232023-03-302023-03-31 Proceedings on automation in medical engineering 2(1), ID 742 (2023)2023   Files  Fulltext Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Merkelbach, K. ; Schaper, S. ; Diedrich, C. ; Fritsch, S. J.FZJ* ; Schuppert, A. (Corresponding author)
Novel architecture for gated recurrent unit autoencoder trained on time series from electronic health records enables detection of ICU patient subgroups
Scientific reports 13(1), 4053 (2023) [10.1038/s41598-023-30986-1]2023   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Sharafutdinov, K. (Corresponding author) ; Fritsch, S. J.FZJ* ; Iravani, M. ; Ghalati, P. F. ; Saffaran, S. ; Bates, D. G. ; Hardman, J. G. ; Polzin, R. ; Mayer, H. ; Marx, G. ; Bickenbach, J. ; Schuppert, A.
Computational simulation of virtual patients reduces dataset bias and improves machine learning-based detection of ARDS from noisy heterogeneous ICU datasets
IEEE open journal of engineering in medicine and biology 5, 611 - 620 (2023) [10.1109/OJEMB.2023.3243190]2023   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Barakat, C. (Corresponding author)FZJ* ; Aach, M.FZJ* ; Schuppert, A.RWTH* ; Brynjólfsson, S. ; Fritsch, S.FZJ* ; Riedel, M.FZJ*
Analysis of Chest X-ray for COVID-19 Diagnosis as a Use Case for an HPC-Enabled Data Analysis and Machine Learning Platform for Medical Diagnosis Support
Diagnostics 13(3), 391 (2023) [10.3390/diagnostics13030391] special issue: "Artificial Intelligence in Image-Based Screening, Diagnostics, and Clinical Care of Cardiopulmonary Diseases-Volume 2"2023   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Sharafutdinov, K. (Corresponding author) ; Bhat, J. S. ; Fritsch, S. J.FZJ* ; Nikulina, K. ; E. Samadi, M. ; Polzin, R. ; Mayer, H. ; Marx, G. ; Bickenbach, J. ; Schuppert, A.
Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets
Frontiers in Big Data 5, 603429 (2022) [10.3389/fdata.2022.603429]2022   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Conference Presentation (Invited) Fritsch, S. (Corresponding author)FZJ*
Fresh out of the press - Intensivmedizin Update 2022 zu... Künstliche Intelligenz in der Intensivmedizin
2022Westdeutsche Anästhesietage 2022, WAT 2022, KölnKöln, Germany, 14 Oct 2022 - 15 Oct 20222022-10-142022-10-15 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Talk (non-conference) (Invited) Fritsch, S. (Corresponding author)FZJ*
KI aus Sicht von Ärzt:innen und Patient:innen
2022#GuteDatenGuteGesundheit, BerlinBerlin, Germany, 27 Sep 2022 - 27 Sep 20222022-09-272022-09-27 BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Talk (non-conference) (Invited) Fritsch, S. (Corresponding author)FZJ*
Frühere ARDS-Diagnose durch eine App?
202219. Forschungskonferenz der Klinik für Operative Intensivmedizin und Intermediate Care, AachenAachen, Germany, 26 Sep 2022 - 26 Sep 20222022-09-262022-09-26 BibTeX | EndNote: XML, Text | RIS

All known publications ...
Download: BibTeX | EndNote XML,  Text | RIS |