Steyerberg, Ewout W.

Assessing the Performance of Prediction Models: A Framework for Traditional and Novel Measures

Steyerberg, E. W., Vickers, A. J., Cook, N. R., Gerds, T., Gonen, M., Obuchowski, N., Pencina, M. J., & Kattan, M. W. (2010) · Epidemiology

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 5,170

Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration

Moons, K. G. M., Altman, D. G., Reitsma, J. B., Ioannidis, J. P. A., Macaskill, P., Steyerberg, E. W., Vickers, A. J., Ransohoff, D. F., & Collins, G. S. (2015) · Annals of Internal Medicine

Meta-analysis and systematic reviewsStatistical Methods in Epidemiology

Cited by 5,147

Clinical Prediction Models: A Practical Approach to Development, Validation, and Updating

Steyerberg, E. W. (2019) · Statistics for Biology and Health

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 3,281

Systematic review and critical appraisal of prediction models for diagnosis and prognosis of COVID-19 infection

Wynants, L., Van Calster, B., Bonten, M. M., Collins, G. S., Debray, T. P., De Vos, M., Haller, M. C., Heinze, G., Moons, K. G., Riley, R. D., et al. (2020) · BMJ

COVID-19 Clinical Research StudiesStatistical Methods in Epidemiology

Cited by 3,070

Internal validation of predictive models

Steyerberg, E. W., Harrell, F. E., Borsboom, G. J. J. M., Eijkemans, M. J. C., Vergouwe, Y., & Habbema, J. D. F. (2001) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 2,746

Calibration: the Achilles heel of predictive analytics

On behalf of Topic Group ‘Evaluating diagnostic tests and prediction models’ of the STRATOS initiative, Van Calster, B., McLernon, D. J., van Smeden, M., Wynants, L., & Steyerberg, E. W. (2019) · BMC Medicine

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 2,650

Traumatic brain injury: integrated approaches to improve prevention, clinical care, and research

Maas, A. I. R., Menon, D. K., Adelson, P. D., Andelic, N., Bell, M. J., Belli, A., Bragge, P., Brazinova, A., Büki, A., Chesnut, R. M., et al. (2017) · The Lancet Neurology

Traumatic Brain Injury ResearchTraumatic Brain Injury and Neurovascular Disturbances

Cited by 2,609

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

Christodoulou, E., Ma, J., Collins, G. S., Steyerberg, E. W., Verbakel, J. Y., & Van Calster, B. (2019) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 2,119

Towards better clinical prediction models: seven steps for development and an ABCD for validation

Steyerberg, E. W., & Vergouwe, Y. (2014) · European Heart Journal

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 1,928

Prognosis Research Strategy (PROGRESS) 3: Prognostic Model Research

Steyerberg, E. W., Moons, K. G. M., van der Windt, D. A., Hayden, J. A., Perel, P., Schroter, S., Riley, R. D., Hemingway, H., Altman, D. G., & for the PROGRESS Group (2013) · PLoS Medicine

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 1,508

Clinical Prediction Models

Steyerberg, E. W. (2009) · Statistics for Biology and Health

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 1,491

Prediction models need appropriate internal, internal-external, and external validation

Steyerberg, E. W., & Harrell, F. E. (2016) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 1,304

A simple, step-by-step guide to interpreting decision curve analysis

Vickers, A. J., van Calster, B., & Steyerberg, E. W. (2019) · Diagnostic and Prognostic Research

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 1,174

Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

Vickers, A. J., Van Calster, B., & Steyerberg, E. W. (2016) · BMJ

Statistical Methods in EpidemiologyHealth Systems, Economic Evaluations, Quality of Life

Cited by 1,163

A calibration hierarchy for risk models was defined: from utopia to empirical data

Van Calster, B., Nieboer, D., Vergouwe, Y., De Cock, B., Pencina, M. J., & Steyerberg, E. W. (2016) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyAdvanced Causal Inference Techniques

Cited by 910

Prognosis Research Strategy (PROGRESS) 2: Prognostic Factor Research

Riley, R. D., Hayden, J. A., Steyerberg, E. W., Moons, K. G. M., Abrams, K., Kyzas, P. A., Malats, N., Briggs, A., Schroter, S., Altman, D. G., et al. (2013) · PLoS Medicine

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 823

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

van der Ploeg, T., Austin, P. C., & Steyerberg, E. W. (2014) · BMC Medical Research Methodology

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 809

External validation is necessary in prediction research:

Bleeker, S. E., Moll, H. A., Steyerberg, E. W., Donders, A. R. T., Derksen-Lubsen, G., Grobbee, D. E., & Moons, K. G. M. (2003) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 710

Patient age and outcome following severe traumatic brain injury: an analysis of 5600 patients

Hukkelhoven, C. W. P. M., Steyerberg, E. W., Rampen, A. J. J., Farace, E., Habbema, J. D. F., Marshall, L. F., Murray, G. D., & Maas, A. I. R. (2003) · Journal of Neurosurgery

Traumatic Brain Injury and Neurovascular DisturbancesTraumatic Brain Injury Research

Cited by 641

Substantial effective sample sizes were required for external validation studies of predictive logistic regression models

Vergouwe, Y., Steyerberg, E. W., Eijkemans, M. J. C., & Habbema, J. D. F. (2005) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyStatistical Methods in Clinical Trials

Cited by 636

Internal and external validation of predictive models: A simulation study of bias and precision in small samples

Steyerberg, E. W., Bleeker, S. E., Moll, H. A., Grobbee, D. E., & Moons, K. G. M. (2003) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 611

Reporting and Methods in Clinical Prediction Research: A Systematic Review

Bouwmeester, W., Zuithoff, N. P. A., Mallett, S., Geerlings, M. I., Vergouwe, Y., Steyerberg, E. W., Altman, D. G., & Moons, K. G. M. (2012) · PLoS Medicine

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 600

A new framework to enhance the interpretation of external validation studies of clinical prediction models

Debray, T. P. A., Vergouwe, Y., Koffijberg, H., Nieboer, D., Steyerberg, E. W., & Moons, K. G. M. (2015) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 597

Net Reclassification Improvement: Computation, Interpretation, and Controversies: A Literature Review and Clinician's Guide

Leening, M. J. G., Vedder, M. M., Witteman, J. C. M., Pencina, M. J., & Steyerberg, E. W. (2014) · Annals of Internal Medicine

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 594