Sample size for binary logistic prediction models: Beyond events per variable criteria
van Smeden, Maarten, Moons, Karel GM, de Groot, Joris AH, Collins, Gary S, Altman, Douglas G, Eijkemans, Marinus JC, Reitsma, Johannes B
Published in Statistical methods in medical research (01.08.2019)
Published in Statistical methods in medical research (01.08.2019)
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Journal Article
Guidelines and quality criteria for artificial intelligence-based prediction models in healthcare: a scoping review
de Hond, Anne A. H., Leeuwenberg, Artuur M., Hooft, Lotty, Kant, Ilse M. J., Nijman, Steven W. J., van Os, Hendrikus J. A., Aardoom, Jiska J., Debray, Thomas P. A., Schuit, Ewoud, van Smeden, Maarten, Reitsma, Johannes B., Steyerberg, Ewout W., Chavannes, Niels H., Moons, Karel G. M.
Published in NPJ digital medicine (10.01.2022)
Published in NPJ digital medicine (10.01.2022)
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Journal Article
Time to reality check the promises of machine learning-powered precision medicine
Wilkinson, Jack, Arnold, Kellyn F, Murray, Eleanor J, van Smeden, Maarten, Carr, Kareem, Sippy, Rachel, de Kamps, Marc, Beam, Andrew, Konigorski, Stefan, Lippert, Christoph, Gilthorpe, Mark S, Tennant, Peter W G
Published in The Lancet. Digital health (01.12.2020)
Published in The Lancet. Digital health (01.12.2020)
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Journal Article
The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression
van den Goorbergh, Ruben, van Smeden, Maarten, Timmerman, Dirk, Van Calster, Ben
Published in Journal of the American Medical Informatics Association : JAMIA (16.08.2022)
Published in Journal of the American Medical Informatics Association : JAMIA (16.08.2022)
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Journal Article
Calculating the sample size required for developing a clinical prediction model
Riley, Richard D, Ensor, Joie, Snell, Kym I E, Harrell, Frank E, Martin, Glen P, Reitsma, Johannes B, Moons, Karel G M, Collins, Gary, van Smeden, Maarten
Published in BMJ (Online) (18.03.2020)
Published in BMJ (Online) (18.03.2020)
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Journal Article
Calibration: the Achilles heel of predictive analytics
Van Calster, Ben, McLernon, David J, van Smeden, Maarten, Wynants, Laure, Steyerberg, Ewout W
Published in BMC medicine (16.12.2019)
Published in BMC medicine (16.12.2019)
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Journal Article
Prognostic factors for adverse outcomes in patients with COVID-19: a field-wide systematic review and meta-analysis
Bellou, Vanesa, Tzoulaki, Ioanna, van Smeden, Maarten, Moons, Karel G M, Evangelou, Evangelos, Belbasis, Lazaros
Published in European Respiratory Journal (01.02.2022)
Published in European Respiratory Journal (01.02.2022)
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Protocol for development of a reporting guideline (TRIPOD-AI) and risk of bias tool (PROBAST-AI) for diagnostic and prognostic prediction model studies based on artificial intelligence
Collins, Gary S, Dhiman, Paula, Andaur Navarro, Constanza L, Ma, Jie, Hooft, Lotty, Reitsma, Johannes B, Logullo, Patricia, Beam, Andrew L, Peng, Lily, Van Calster, Ben, van Smeden, Maarten, Riley, Richard D, Moons, Karel GM
Published in BMJ open (09.07.2021)
Published in BMJ open (09.07.2021)
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Journal Article
There is no such thing as a validated prediction model
Van Calster, Ben, Steyerberg, Ewout W, Wynants, Laure, van Smeden, Maarten
Published in BMC medicine (24.02.2023)
Published in BMC medicine (24.02.2023)
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Journal Article
Critical appraisal of artificial intelligence-based prediction models for cardiovascular disease
van Smeden, Maarten, Heinze, Georg, Van Calster, Ben, Asselbergs, Folkert W, Vardas, Panos E, Bruining, Nico, de Jaegere, Peter, Moore, Jason H, Denaxas, Spiros, Boulesteix, Anne Laure, Moons, Karel G M
Published in European heart journal (14.08.2022)
Published in European heart journal (14.08.2022)
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Journal Article
Three myths about risk thresholds for prediction models
Wynants, Laure, van Smeden, Maarten, McLernon, David J, Timmerman, Dirk, Steyerberg, Ewout W, Van Calster, Ben
Published in BMC medicine (25.10.2019)
Published in BMC medicine (25.10.2019)
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Journal Article
Imputation and missing indicators for handling missing data in the development and deployment of clinical prediction models: A simulation study
Sisk, Rose, Sperrin, Matthew, Peek, Niels, van Smeden, Maarten, Martin, Glen Philip
Published in Statistical methods in medical research (01.08.2023)
Published in Statistical methods in medical research (01.08.2023)
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Journal Article
COVID-19 prediction models should adhere to methodological and reporting standards
Collins, Gary S, van Smeden, Maarten, Riley, Richard D
Published in European Respiratory Journal (01.09.2020)
Published in European Respiratory Journal (01.09.2020)
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Poor handling of continuous predictors in clinical prediction models using logistic regression: a systematic review
Ma, Jie, Dhiman, Paula, Qi, Cathy, Bullock, Garrett, van Smeden, Maarten, Riley, Richard D, Collins, Gary S
Published in Journal of clinical epidemiology (01.09.2023)
Published in Journal of clinical epidemiology (01.09.2023)
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Journal Article
Systematic evaluation and external validation of 22 prognostic models among hospitalised adults with COVID-19: an observational cohort study
Gupta, Rishi K, Marks, Michael, Samuels, Thomas H A, Luintel, Akish, Rampling, Tommy, Chowdhury, Humayra, Quartagno, Matteo, Nair, Arjun, Lipman, Marc, Abubakar, Ibrahim, van Smeden, Maarten, Wong, Wai Keong, Williams, Bryan, Noursadeghi, Mahdad
Published in European Respiratory Journal (01.12.2020)
Published in European Respiratory Journal (01.12.2020)
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No rationale for 1 variable per 10 events criterion for binary logistic regression analysis
van Smeden, Maarten, de Groot, Joris A H, Moons, Karel G M, Collins, Gary S, Altman, Douglas G, Eijkemans, Marinus J C, Reitsma, Johannes B
Published in BMC medical research methodology (24.11.2016)
Published in BMC medical research methodology (24.11.2016)
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Journal Article
Cross-institution natural language processing for reliable clinical association studies: a methodological exploration
Sushil, Madhumita, Butte, Atul J., Schuit, Ewoud, van Smeden, Maarten, Leeuwenberg, Artuur M.
Published in Journal of clinical epidemiology (01.03.2024)
Published in Journal of clinical epidemiology (01.03.2024)
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