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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
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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
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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
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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
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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
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Prediction or causality? A scoping review of their conflation within current observational research2021 European Journal of Epidemiology article Mathematics Statistical Methods in Epidemiology Open access
Chava L. Ramspek, Ewout Willem Steyerberg, Richard D Riley, Frits Richard Rosendaal, Olaf M. Dekkers, Friedo Wilhelm Dekker, +1 more
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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
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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
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Estimation of required sample size for external validation of risk models for binary outcomes2021 Statistical Methods in Medical Research article Mathematics Statistical Methods in Epidemiology Open access
Menelaos Pavlou, Qu Chen, Rumana Omar, Shaun R. Seaman, Ewout Willem Steyerberg, Ian R. White, +1 more
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Lessons learnt when accounting for competing events in the external validation of time-to-event prognostic models2021 International Journal of Epidemiology article Mathematics Statistical Methods in Epidemiology Open access
Chava L. Ramspek, Lucy Teece, Kym I E Snell, Marie Evans, Richard D Riley, Maarten van Smeden, +2 more
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