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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 -
Assessing Performance and Clinical Usefulness in Prediction Models With Survival Outcomes: Practical Guidance for Cox Proportional Hazards Models2022 Annals of Internal Medicine article Mathematics Statistical Methods in Epidemiology Open access
David J. McLernon, Daniele Giardiello, Ben Van Calster, Laure Wynants, Nan van Geloven, Maarten van Smeden, +18 more
164citations -
Key Aspects of Prognostic Model Development and Interpretation From a Clinical Perspective2021 JAMA Otolaryngology–Head & Neck Surgery article Mathematics Statistical Methods in Epidemiology
Arta Hoesseini, Nikki van Leeuwen, Aniel Sewnaik, Ewout Willem Steyerberg, Robert J. Baatenburg de Jong, Hester Floor Lingsma, +1 more
40citations -
External Validations of Cardiovascular Clinical Prediction Models: A Large-Scale Review of the Literature2021 Circulation Cardiovascular Quality and Outcomes article Mathematics Statistical Methods in Epidemiology Open access
Benjamin S. Wessler, Jason Nelson, Jinny G. Park, Hannah L. McGinnes, Gaurav Gulati, Riley Brazil, +6 more
82citations -
Risk of bias of prognostic models developed using machine learning: a systematic review in oncology2022 Diagnostic and Prognostic Research 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
80citations -
Establishing driving simulator validity: drawbacks of null-hypothesis significance testing when compared to equivalence tests and Bayes factors2023 Theoretical Issues in Ergonomics Science article Mathematics Statistical Methods and Bayesian Inference
Chantal Himmels, Klemens Weigl, Andreas Riener, Joost Venrooij
6citations -
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 -
How to develop, validate, and update clinical prediction models using multinomial logistic regression2024 Journal of Clinical Epidemiology article Mathematics Statistical Methods in Epidemiology Open access
Celina K Gehringer, Glen Philip Martin, Ben Van Calster, Kimme Leanne Hyrich, Suzanne M. M. Verstappen, Jamie C. Sergeant
20citations -
Weighted metrics are required when evaluating the performance of prediction models in nested case–control studies2024 BMC Medical Research Methodology article Mathematics Statistical Methods in Epidemiology Open access
Barbara Rentroia‐Pacheco, Domenico Bellomo, Inge M. M. Lakeman, Marlies Wakkee, Loes M. Hollestein, David V. Klaveren
9citations -
Methodological guidance for the evaluation and updating of clinical prediction models: a systematic review2022 BMC Medical Research Methodology review Mathematics Statistical Methods in Epidemiology Open access
Mary Ann E. Binuya, Ellen G. Engelhardt, Winnie Schats, Marjanka K. Schmidt, Ewout Willem Steyerberg
233citations -
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 -
Adaptive sample size determination for the development of clinical prediction models2021 Diagnostic and Prognostic Research article Mathematics Statistical Methods in Epidemiology Open access
Evangelia Christodoulou, Maarten van Smeden, Michael Edlinger, Dirk Timmerman, Maria M. Wanitschek, Ewout Willem Steyerberg, +1 more
38citations