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Machine Learning in Healthcare Sign in to save
Papers per year
Papers 112
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Machine learning vs. rule-based methods for document classification of electronic health records within mental health care—A systematic literature review2025 Natural Language Processing Journal review Computer Science Machine Learning in Healthcare Open access
Emil Rijcken, Kalliopi Zervanou, Pablo J. Mosteiro, Floortje E. Scheepers, Marco René Spruit, Uzay Kaymak
17citations -
Quantitative and temporal approach to utilising electronic medical records from general practices in mental health prediction2020 Computers in Biology and Medicine article Computer Science Machine Learning in Healthcare Open access
Olga Półchłopek, Nynke R. Koning, Frederike L. Büchner, Mathilde R. Crone, Mattijs Everard Numans, Mark Hoogendoorn
17citations -
Extracting patient lifestyle characteristics from Dutch clinical text with BERT models2024 BMC Medical Informatics and Decision Making article Computer Science Machine Learning in Healthcare Open access
Hielke Muizelaar, M. Haas, Koert van Dortmont, Peter van der Putten, Marco René Spruit
16citations -
A Simulation Study to Compare the Predictive Performance of Survival Neural Networks with Cox Models for Clinical Trial Data2021 Computational and Mathematical Methods in Medicine article Computer Science Machine Learning in Healthcare Open access
Georgios Kantidakis, Elia Mario Biganzoli, Hein Putter, Marta F. Fiocco
15citations -
A framework for employing longitudinally collected multicenter electronic health records to stratify heterogeneous patient populations on disease history2022 Journal of the American Medical Informatics Association article Computer Science Machine Learning in Healthcare Open access
Marc P. Maurits, Ilya Korsunsky, Soumya Raychaudhuri, Shawn N. Murphy, Jordan W. Smoller, Scott T. Weiss, +8 more
13citations -
Can we reliably automate clinical prognostic modelling? A retrospective cohort study for ICU triage prediction of in-hospital mortality of COVID-19 patients in the Netherlands2022 International Journal of Medical Informatics article Computer Science Machine Learning in Healthcare Open access
Iacopo Vagliano, Sylvia Brinkman, Ameen Abu–Hanna, M. Sesmu Arbous, Dave Anton Dongelmans, Paul Elbers, +3 more
13citations -
Novel architecture for gated recurrent unit autoencoder trained on time series from electronic health records enables detection of ICU patient subgroups2023 Scientific Reports article Computer Science Machine Learning in Healthcare Open access cited by 2 patents
Kilian Merkelbach, Steffen Schaper, Christian Diedrich, Sebastian Johannes Fritsch, Andreas Schuppert
12citations -
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
Konstantin Sharafutdinov, Jayesh Sudhir Bhat, Sebastian Johannes Fritsch, Kateryna Nikulina, Moein E. Samadi, Richard Polzin, +4 more
12citations -
Computational Simulation of Virtual Patients Reduces Dataset Bias and Improves Machine Learning-Based Detection of ARDS from Noisy Heterogeneous ICU Datasets2023 IEEE Open Journal of Engineering in Medicine and Biology article Computer Science Machine Learning in Healthcare Open access
Konstantin Sharafutdinov, Sebastian Johannes Fritsch, Pejman Farhadi Ghalati, Sina Saffaran, Declan G. Bates, Jonathan G. Hardman, +5 more
12citations -
Multimodal integration of longitudinal noninvasive diagnostics for survival prediction in immunotherapy using deep learning2025 Journal of the American Medical Informatics Association article Computer Science Machine Learning in Healthcare Open access
Melda Yeghaian, Zuhir Bodalal, John B.A.G. Haanen, Stefano Trebeschi, Marcel A. J. van Gerven
12citations -
Development and validation of artificial intelligence models for early detection of postoperative infections (PERISCOPE): a multicentre study using electronic health record data2024 The Lancet Regional Health - Europe article Computer Science Machine Learning in Healthcare Open access
Siri Lise van der Meijden, Anna M van Boekel, Laurens Schinkelshoek, Harry van Goor, Ewout Willem Steyerberg, Rob G. H. H. Nelissen, +4 more
12citations -
Prediction of Acute Respiratory Failure Requiring Advanced Respiratory Support in Advance of Interventions and Treatment: A Multivariable Prediction Model From Electronic Medical Record Data
An-Kwok Ian Wong, Rishikesan Kamaleswaran, Azade Tabaie, Matthew A. Reyna, Christopher S. Josef, Chad J. Robichaux, +6 more
10citations
Most active Aachen authors
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Sebastian Johannes Fritsch 707 citations overall17 papers
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Andreas Schuppert 3,628 citations overall16 papers
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Rachel Knevel 6,792 citations overall14 papers
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Ewout Willem Steyerberg 172,939 citations overall10 papers
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Konstantin Sharafutdinov 92 citations overall10 papers
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Marco René Spruit 4,160 citations overall9 papers
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Gernot Marx 16,187 citations overall8 papers
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M. Sesmu Arbous 11,553 citations overall8 papers
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Tjardo Daniël Maarseveen 149 citations overall8 papers
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Richard Polzin 47 citations overall8 papers
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Kateryna Nikulina 34 citations overall8 papers
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Erik B. van den Akker 7,226 citations overall7 papers
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Johannes Bickenbach 2,547 citations overall7 papers
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Moein E. Samadi 78 citations overall7 papers
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Tom W. J. Huizinga 99,423 citations overall6 papers