Institute for Advanced Simulation (IAS)

Jülich Supercomputing Centre (JSC)

Sebastian Fritsch's publications

Journal Article Fritsch, S. J. (Corresponding author)FZJ* ; Cecconi, M.
Setting the ventilator with AI support: challenges and perspectives
Intensive care medicine 51, 593–595 (2025) [10.1007/s00134-024-07778-w]2025 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Fonck, S. (Corresponding author) ; Fritsch, S.FZJ* ; Nguyen, A. ; Kowalewski, S. ; Stollenwerk, A.
Robustness of a DenseNet-121 for the Classification of ARDS in Chest X-Rays
Current directions in biomedical engineering 10(4), 244 - 247 (2024) [10.1515/cdbme-2024-2059]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a book Fritsch, S. (Corresponding author)FZJ* ; Marx, G.
Wo die Verfügbarkeit des relevanten Wissens über Leben und Tod entscheiden kann
2024[Ebook] DIVI Jahrbuch 2024/2025 : Schwerpunkt: New Work Hot Topic: KI Berlin : MWV Medizinisch Wissenschaftliche Verlag, DIVI Jahrbuch Series : 1st ed., 1 online resource (4 pages) (2024) [10.34734/FZJ-2024-07354]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a book Fritsch, S. (Corresponding author)FZJ* ; Riedel, M.FZJ*
Künstliche Intelligenz, Algorithmen, Big Data – Aus Daten entstehen individuelle Therapiekonzepte
2024[Ebook] DIVI Jahrbuch 2024/2025 : Schwerpunkt: New Work Hot Topic: KI Berlin : MWV Medizinisch Wissenschaftliche Verlag, DIVI Jahrbuch Series : 1st ed., 1 online resource (4 pages) (2024) [10.34734/FZJ-2024-07353]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Fonck, S. (Corresponding author) ; Fritsch, S.FZJ* ; Pieper, H. ; Baron, A. ; Kowalewski, S. ; Stollenwerk, A.
Retrospective Classification of ARDS in ICU Time-series data using Random Forest with a focus on Data Pre-processing
202417th Interdisciplinary Symposium Automed, AUTOMED 2024, Villingen-SchwenningenVillingen-Schwenningen, Germany, 11 Sep 2024 - 13 Sep 20242024-09-112024-09-13 Laxenburg : IFAC, IFAC-PapersOnLine 58(24), 129 - 134 (2024) [10.1016/j.ifacol.2024.11.024]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. J. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Marx, G. ; Bickenbach, J. ; Schuppert, A.
Authors’ response: “Development of a machine learning model for prediction of the duration of unassisted spontaneous breathing in patients during prolonged weaning from mechanical ventilation”
Journal of critical care 83, 154850 (2024) [10.1016/j.jcrc.2024.154850]2024 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. J. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Marx, G. ; Bickenbach, J. ; Schuppert, A.
Development of a machine learning model for prediction of the duration of unassisted spontaneous breathing in patients during prolonged weaning from mechanical ventilation
Journal of critical care 82, 154795 (2024) [10.1016/j.jcrc.2024.154795]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. (Corresponding author)FZJ* ; Siemer, A. G. ; Dreher, M. ; Simon, T.-P. ; Marx, G. ; Bickenbach, J.
Diaphragm ultrasound in patients with prolonged weaning from mechanical ventilation
Quantitative imaging in medicine and surgery 14(5), 3248 - 3263 (2024) [10.21037/qims-23-1712]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Samadi, M. E. (Corresponding author) ; Guzman-Maldonado, J. ; Nikulina, K. ; Mirzaieazar, H. ; Sharafutdinov, K. ; Fritsch, S. J.FZJ* ; Schuppert, A.
A hybrid modeling framework for generalizable and interpretable predictions of ICU mortality across multiple hospitals
Scientific reports 14(1), 5725 (2024) [10.1038/s41598-024-55577-6]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Bickenbach, J. (Corresponding author) ; Fritsch, S.FZJ* ; Cosler, S. ; Simon, Y. ; Dreher, M. ; Theisen, S. ; Kao, J. ; Hildebrand, F. ; Marx, G. ; Simon, T. P.
Effects of structured protocolized physical therapy on the duration of mechanical ventilation in patients with prolonged weaning
Journal of critical care 80, 154491 (2024) [10.1016/j.jcrc.2023.154491]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Review/Book/Journal Article Brünjes, U. ; Fritsch, S.FZJ*
Kleinere Röhrchen für die Blutabnahme können Erythrozytenkonzentrate einsparen
2024Siegal DM et al. Small-Volume Blood Collection Tubes to Reduce Transfusions in Intensive Care. The STRATUS Randomized Clinical Trial. JAMA 2023; 330: 1872–1881 DOI: 10.1001/jama.2023.20820 Journal Club AINS 13(01), 33 - 35 (2024) [10.1055/a-2233-1591]2024 Files BibTeX | EndNote: XML, Text | RIS

Review/Book/Journal Article Simon, A. ; Fritsch, S.FZJ*
Pharmakokinetik: Vilobelimab hemmt C5a bei Intensivpatient*innen mit COVID-19
2023Lim EHT et al. Pharmacokinetic analysis of vilobelimab, anaphylatoxin C5a and antidrug antibodies in PANAMO: a phase 3 study in critically ill, invasively mechanically ventilated COVID-19 patients. Intensive Care Med Exp 2023; 11: DOI: 10.1186/s40635-023-00520-8 Journal Club AINS 12(04), 189 - 191 (2023) [10.1055/a-2183-8269]2023 Files BibTeX | EndNote: XML, Text | RIS

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 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Review/Book/Journal Article Fritsch, S.FZJ* ; Ruchalla, E.
Sepsis: Praktikabler Maßnahmenkatalog mithilfe künstlicher Intelligenz
2023Kalimouttou A et al. Machine-learning-derived sepsis bundle of care. Intensive Care Med 2023; 49: 26–36 Journal Club AINS 12(02), 86 - 88 (2023) [10.1055/a-2025-8506]2023 Files BibTeX | EndNote: XML, Text | RIS

Review/Book/Journal Article Fritsch, S.FZJ* ; Ruchalla, E.
Automatisiertes Frühwarnsystem senkt Sterblichkeit bei Klinikpatienten
2023Winslow C et al. The Impact of a Machine Learning Early Warning Score on Hospital Mortality: A Multicenter Clinical Intervention Trial. Crit Care Med 2022; 50: 1339–1347 Journal Club AINS 12(01), 11 - 12 (2023) [10.1055/a-1967-7840]2023 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Riedel, M. (Corresponding author)FZJ* ; Barakat, C.FZJ* ; Fritsch, S.FZJ* ; Aach, M.FZJ* ; Busch, J.FZJ* ; Lintermann, A.FZJ* ; Schuppert, A.RWTH* ; Brynjólfsson, S. ; Neukirchen, H. ; Book, M.
Enabling Hyperparameter-Tuning of AI Models for Healthcare using the CoE RAISE Unique AI Framework for HPC
20232023 46th MIPRO ICT and Electronics Convention (MIPRO)
46th MIPRO ICT and Electronics Convention, MIPRO 2023, OpatijaOpatija, Croatia, 22 May 2023 - 26 May 20232023-05-222023-05-26 IEEE 435-440 (2023) [10.23919/MIPRO57284.2023.10159755]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

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 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

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

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

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 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

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

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

Journal Article E. Samadi, M. (Corresponding author) ; Kiefer, S. ; Fritsch, S. J.FZJ* ; Bickenbach, J. ; Schuppert, A.
A training strategy for hybrid models to break the curse of dimensionality
PLOS ONE 17(9), e0274569 - (2022) [10.1371/journal.pone.0274569]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Barakat, C. (Corresponding author)FZJ* ; Fritsch, S.FZJ* ; Sharafutdinov, K.RWTH* ; Ingolfsson, G.Extern* ; Schuppert, A.RWTH* ; Brynjolfsson, S.Extern* ; Riedel, M.FZJ*
Lessons learned on using High-Performance Computing and Data Science Methods towards understanding the Acute Respiratory Distress Syndrome (ARDS)
20222022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO) : [Proceedings] - IEEE, 2022. - ISBN 978-953-233-103-5 - doi:10.23919/MIPRO55190.2022.9803320
2022 45th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO), OpatijaOpatija, Croatia, 23 May 2022 - 27 May 20222022-05-232022-05-27 IEEE 368-373 (2022) [10.23919/MIPRO55190.2022.9803320]2022 Files Fulltext BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. J. (Corresponding author)FZJ* ; Blankenheim, A. ; Wahl, A. ; Hetfeld, P. ; Maassen, O. ; Deffge, S. ; Kunze, J. ; Rossaint, R. ; Riedel, M.FZJ* ; Marx, G. ; Bickenbach, J.
Attitudes and perception of artificial intelligence in healthcare: A cross-sectional survey among patients
Digital health 8, 205520762211167 - (2022) [10.1177/20552076221116772]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. (Corresponding author)FZJ* ; Sharafutdinov, K. ; Schuppert, A. ; Bickenbach, J.
Nutzung von künstlicher Intelligenz zur Bekämpfung der COVID-19-Pandemie
Anästhesiologie, Intensivmedizin, Notfallmedizin, Schmerztherapie 57(03), 185 - 197 (2022) [10.1055/a-1423-8039]2022 Embargoed OpenAccess Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Fritsch, S. (Corresponding author)FZJ* ; Maassen, O. ; Riedel, M.FZJ*
Künstliche Intelligenz: Infrastrukturen und Voraussetzungen auf europäischer Ebene
Anästhesiologie, Intensivmedizin, Notfallmedizin, Schmerztherapie 57(03), 172 - 184 (2022) [10.1055/a-1423-8052]2022 Embargoed OpenAccess Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Barakat, C. (Corresponding author)FZJ* ; Fritsch, S.FZJ* ; Riedel, M.FZJ* ; Brynjolfsson, S.Extern*
An HPC-Driven Data Science Platform to Speed-up Time Series Data Analysis of Patients with the Acute Respiratory Distress Syndrome
20212021 44th International Convention on Information, Communication and Electronic Technology (MIPRO), OpatijaOpatija, Croatia, 27 Sep 2021 - 1 Oct 20212021-09-272021-10-01 340 - 345 (2021) [10.23919/MIPRO52101.2021.9596840]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Fonck, S. (Corresponding author) ; Fritsch, S.FZJ* ; Kowalewski, S. ; Hensen, R. ; Stollenwerk, A.
Algorithmic distinction of ARDS and Heart Failure in ICU data from medical embedded systems by using a computer model
20214th IFAC Conference on Embedded Systems, Computational Intelligence and Telematics in Control, CESCIT 2021, ValenciennesValenciennes, France, 5 Jul 2021 - 7 Jul 20212021-07-052021-07-07 IFAC-PapersOnLine 54(4), 135 - 140 (2021) [10.1016/j.ifacol.2021.10.023] special issue: "4th IFAC Conference on Embedded Systems, Computational Intelligence and Telematics in Control CESCIT 2021: Valenciennes, France, 5-7 July 2021"2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Sharafutdinov, K. ; Fritsch, S. J. (Corresponding author)FZJ* ; Marx, G. ; Bickenbach, J. ; Schuppert, A.
Biometric covariates and outcome in COVID-19 patients: are we looking close enough?
BMC infectious diseases 21(1), 1136 (2021) [10.1186/s12879-021-06823-z]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Maassen, O. (Corresponding author) ; Fritsch, S.FZJ* ; Palm, J. ; Deffge, S. ; Kunze, J. ; Marx, G. ; Riedel, M.FZJ* ; Schuppert, A. ; Bickenbach, J.
Future Medical Artificial Intelligence Application Requirements and Expectations of Physicians in German University Hospitals: Web-Based Survey
Journal of medical internet research 23(3), e26646 - (2021) [10.2196/26646]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Marx, G. (Corresponding author) ; Bickenbach, J. ; Fritsch, S. J.FZJ* ; Kunze, J. B. ; Maassen, O. ; Deffge, S. ; Kistermann, J. ; Haferkamp, S. ; Lutz, I. ; Voellm, N. K. ; Lowitsch, V. ; Polzin, R. ; Sharafutdinov, K. ; Mayer, H. ; Kuepfer, L. ; Burghaus, R. ; Schmitt, W. ; Lippert, J. ; Riedel, M.FZJ* ; Barakat, C.FZJ* ; Stollenwerk, A. ; Fonck, S. ; Putensen, C. ; Zenker, S. ; Erdfelder, F. ; Grigutsch, D. ; Kram, R. ; Beyer, S. ; Kampe, K. ; Gewehr, J. E. ; Salman, F. ; Juers, P. ; Kluge, S. ; Tiller, D. ; Wisotzki, E. ; Gross, S. ; Homeister, L. ; Bloos, F. ; Scherag, A. ; Ammon, D. ; Mueller, S. ; Palm, J. ; Simon, P. ; Jahn, N. ; Loeffler, M. ; Wendt, T. ; Schuerholz, T. ; Groeber, P. ; Schuppert, A.
Algorithmic surveillance of I CU patients with acute respiratory distress syndrome (ASIC): protocol for a multicentre stepped-wedge cluster randomised quality improvement strategy
BMJ open 11(4), e045589 - (2021) [10.1136/bmjopen-2020-045589]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Last Modified: 25.07.2023

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