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Machine learning algorithms performed no better than regression models for prognostication in traumatic brain injury2020 Journal of Clinical Epidemiology article Medicine Traumatic Brain Injury and Neurovascular Disturbances Open access
Benjamin Yaël Gravesteijn, Daan Nieboer, Ari Ercole, Hester Floor Lingsma, David Nelson, Ben Van Calster, +90 more
198citations -
The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression2022 Journal of the American Medical Informatics Association article Computer Science Imbalanced Data Classification Techniques Open access
Ruben van den Goorbergh, Maarten van Smeden, Dirk Timmerman, Ben Van Calster
360citations -
Regression shrinkage methods for clinical prediction models do not guarantee improved performance: Simulation study2020 Statistical Methods in Medical Research article Mathematics Statistical Methods and Inference Open access
Ben Van Calster, Maarten van Smeden, B. De Cock, Ewout Willem Steyerberg
124citations -
Alternatives to default shrinkage methods can improve prediction accuracy, calibration, and coverage: A methods comparison study2025 Statistical Methods in Medical Research article Mathematics Statistical Methods and Inference Open access
Mark A. van de Wiel, Gwenaël G. R. Leday, Martijn W. Heymans, Erik W. van Zwet, Aeilko Having Zwinderman, Jeroen Hoogland
2citations -
A first-principles and machine learning combined method to investigate the interfacial friction between corrugated graphene2021 Modelling and Simulation in Materials Science and Engineering article Materials Science Machine Learning in Materials Science
Zugang Liu, Xinpeng Zhao, Heyuan Wang, Yuan Ma, Lei Gao, Haiyou Huang, +3 more
9citations -
Multiclass risk models for ovarian malignancy: an illustration of prediction uncertainty due to the choice of algorithm2023 BMC Medical Research Methodology article Medicine Ovarian cancer diagnosis and treatment Open access
Ashleigh Ledger, Jolien Ceusters, Lil Valentin, Antonia Carla Testa, Caroline Van Holsbeke, Dorella Franchi, +4 more
12citations -
Estimated pulse wave velocity (ePWV) as a potential gatekeeper for MRI-assessed PWV: a linear and deep neural network based approach in 2254 participants of the Netherlands Epidemiology of Obesity study2021 International journal of cardiac imaging article Medicine Cardiovascular Health and Disease Prevention Open access
Max J. van Hout, Ilona A. Dekkers, Ling Lin, Jos J.M. Westenberg, Martin Jan Schalij, J. Wouter Jukema, +6 more
14citations -
POS1131 Prediction Models for Rheumatic Diseases: From Clinical Simplicity to Data-Driven Complexity with Patient-reported Symptoms for an Online Symptom Checker2025 Annals of the Rheumatic Diseases conference-abstract Health Professions Artificial Intelligence in Healthcare Open access
F. Zegers, Ling Qin, Daniyal Selani, Erik B. van den Akker, Ewout Willem Steyerberg, Rachel Knevel, +1 more
0citations -
A recalibrated prediction model can identify level-1 trauma patients at risk of nosocomial pneumonia2023 Archives of Orthopaedic and Trauma Surgery article Medicine Nosocomial Infections in ICU Open access
Tim Kobes, A. M. Terpstra, Frank F. A. IJpma, Luke P. H. Leenen, Roderick Marijn Houwert, Karlijn J. P. van Wessem, +2 more
4citations -
Empirical analyses and simulations showed that different machine and statistical learning methods had differing performance for predicting blood pressure2022 Scientific Reports article Health Professions Artificial Intelligence in Healthcare Open access
Peter C. Austin, Frank E. Harrell, Douglas S. Lee, Ewout Willem Steyerberg
13citations -
Artificial Intelligence for Inflammatory Bowel Diseases (IBD); Accurately Predicting Adverse Outcomes Using Machine Learning2022 Digestive Diseases and Sciences article Biochemistry, Genetics and Molecular Biology Inflammatory Bowel Disease Open access
Aria Zand, Zack Stokes, Arjun Sharma, Welmoed Kirsten van Deen, Daniël W. Hommes
32citations -
Developing a prediction model in a lightweight packaging waste sorting plant using sensor-based sorting data combined with data of external near-infrared and LiDAR sensors2024 Waste Management & Research The Journal for a Sustainable Circular Economy article Environmental Science Municipal Solid Waste Management Open access
S.M. Schlögl, Josef Kamleitner, Nils Kroell, Xiaozheng Chen, Daniel Vollprecht, Alexia Tischberger-Aldrian
9citations