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Predictive averaging and Rubin’s rule-based model pooling to predict survival risk with imputations in the presence of missing patient data: methodology and verification using two case studies and simulations2026 BMC Medical Research Methodology article Mathematics Statistical Methods and Bayesian Inference Open access
Bart J.A. Mertens, Lars L. J. van der Burg, Erwan Donal, Nina Ajmone Marsan, Liesbeth C. de Wreede
1citations -
ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models2020 Journal of Clinical Epidemiology article Mathematics Statistical Methods in Epidemiology Open access
Jan Yvan Jos Verbakel, Ewout Willem Steyerberg, Hajime Uno, B. De Cock, Laure Wynants, Professor Gary S. Collins, +1 more
141citations -
Prediction meets causal inference: the role of treatment in clinical prediction models2020 European Journal of Epidemiology article Mathematics Advanced Causal Inference Techniques Open access
Nan van Geloven, Sonja A. Swanson, Chava L. Ramspek, Kim Luijken, Merel van Diepen, Tim Peter Morris, +4 more
126citations -
Methodological conduct of prognostic prediction models developed using machine learning in oncology: a systematic review2022 BMC Medical Research Methodology review Mathematics Statistical Methods in Epidemiology Open access
Paula Dhiman, Jie Ma, Constanza L. Andaur Navarro, Benjamin Speich, Garrett Scott Bullock, Johanna AAG Damen, +6 more
138citations -
Erratum to “ROC curves for clinical prediction models part 1. ROC plots showed no added value above the AUC when evaluating the performance of clinical prediction models” [J Clin Epidemiol. 126C(2020):207-16]
Jan Yvan Jos Verbakel, Ewout Willem Steyerberg, Hajime Uno, B. De Cock, Laure Wynants, Professor Gary S. Collins, +1 more
5citations -
Recent criteria and simple rules agreed often on required sample size for developed clinical prediction models2026 Journal of Clinical Epidemiology article Mathematics Statistical Methods in Epidemiology Open access
Ewout Willem Steyerberg, Toby Hackmann, Ben Van Calster, Maarten van Smeden, Laure Wynants
0citations -
Classical Mathematical Models for Prediction of Response to Chemotherapy and Immunotherapy2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Mathematics Mathematical Biology Tumor Growth Open access
Narmin Ghaffari Laleh, Chiara Maria Lavinia Loeffler, Julia Grajek, Kateřina Staňková, Alexander T. Pearson, Hannah Sophie Muti, +4 more
14citations -
Empirical Evidence That There Is No Such Thing As A Validated Prediction Model2024 arXiv (Cornell University) preprint Mathematics Statistical Methods in Epidemiology Open access
Florian D. van Leeuwen, Ewout Willem Steyerberg, David V. Klaveren, Ben Wessler, David M. Kent, Erik W. van Zwet
1citations -
Dynamic prediction of survival using multivariate functional principal component analysis: A strict landmarking approach2024 Statistical Methods in Medical Research article Mathematics Statistical Methods and Inference Open access
Daniel Gomon, Hein Putter, Marta F. Fiocco, Mirko Signorelli
9citations -
Minimum sample size for developing a multivariable prediction model using multinomial logistic regression2023 Statistical Methods in Medical Research article Mathematics Statistical Methods in Epidemiology Open access
Alexander Pate, Richard D Riley, Professor Gary S. Collins, Maarten van Smeden, Ben Van Calster, Joie Ensor, +1 more
170citations