Steyerberg, Ewout W.

The digital scribe in clinical practice: a scoping review and research agenda

van Buchem, M. M., Boosman, H., Bauer, M. P., Kant, I. M. J., Cammel, S. A., & Steyerberg, E. W. (2021) · npj Digital Medicine

Electronic Health Records SystemsMachine Learning in Healthcare

Cited by 152

Evaluation of Evidence of Statistical Support and Corroboration of Subgroup Claims in Randomized Clinical Trials

Wallach, J. D., Sullivan, P. G., Trepanowski, J. F., Sainani, K. L., Steyerberg, E. W., & Ioannidis, J. P. A. (2017) · JAMA Internal Medicine

Meta-analysis and systematic reviewsStatistical Methods in Clinical Trials

Cited by 148

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

Verbakel, J. Y., Steyerberg, E. W., Uno, H., De Cock, B., Wynants, L., Collins, G. S., & Van Calster, B. (2020) · Journal of Clinical Epidemiology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 138

Subgroup analyses in therapeutic cardiovascular clinical trials: Are most of them misleading?

Hernández, A. V., Boersma, E., Murray, G. D., Habbema, J. D. F., & Steyerberg, E. W. (2006) · American Heart Journal

Statistical Methods in Clinical TrialsMeta-analysis and systematic reviews

Cited by 131

Understanding of interaction (subgroup) analysis in clinical trials

Brankovic, M., Kardys, I., Steyerberg, E. W., Lemeshow, S., Markovic, M., Rizopoulos, D., & Boersma, E. (2019) · European Journal of Clinical Investigation

Statistical Methods in Clinical TrialsMeta-analysis and systematic reviews

Cited by 130

Application of Shrinkage Techniques in Logistic Regression Analysis: A Case Study

Steyerberg, E. W., Eijkemans, M. J. C., & Habbema, J. D. F. (2001) · Statistica Neerlandica

Statistical Methods and InferenceStatistical Methods in Epidemiology

Cited by 124

Regression shrinkage methods for clinical prediction models do not guarantee improved performance: Simulation study

Van Calster, B., van Smeden, M., De Cock, B., & Steyerberg, E. W. (2020) · Statistical Methods in Medical Research

Statistical Methods and InferenceStatistical Methods in Epidemiology

Cited by 120

Evaluation of performance measures in predictive artificial intelligence models to support medical decisions: overview and guidance

Van Calster, B., Collins, G. S., Vickers, A. J., Wynants, L., Kerr, K. F., Barreñada, L., Varoquaux, G., Singh, K., Moons, K. G., Hernandez-Boussard, T., et al. (2025) · The Lancet Digital Health

Artificial Intelligence in Healthcare and EducationStatistical Methods in Epidemiology

Cited by 112

A simulation study evaluating approaches to the analysis of ordinal outcome data in randomized controlled trials in traumatic brain injury: results from the IMPACT Project

McHugh, G. S., Butcher, I., Steyerberg, E. W., Marmarou, A., Lu, J., Lingsma, H. F., Weir, J., Maas, A. I. R., & Murray, G. D. (2010) · Clinical Trials

Statistical Methods in Clinical TrialsStatistical Methods and Bayesian Inference

Cited by 108

Validation of prediction models in the presence of competing risks: a guide through modern methods

van Geloven, N., Giardiello, D., Bonneville, E. F., Teece, L., Ramspek, C. L., van Smeden, M., Snell, K. I. E., van Calster, B., Pohar-Perme, M., Riley, R. D., et al. (2022) · BMJ

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 106

Risk Factors for the Development of Esophageal Adenocarcinoma in Barrett's Esophagus

de Jonge, P. J. F., Steyerberg, E. W., Kuipers, E. J., Honkoop, P., Wolters, L. M. M., Kerkhof, M., van Dekken, H., & Siersema, P. D. (2006) · The American Journal of Gastroenterology

Esophageal Cancer Research and TreatmentGastroesophageal reflux and treatments

Cited by 104

Sex based subgroup differences in randomized controlled trials: empirical evidence from Cochrane meta-analyses

Wallach, J. D., Sullivan, P. G., Trepanowski, J. F., Steyerberg, E. W., & Ioannidis, J. P. A. (2016) · BMJ

Sex and Gender in HealthcareMeta-analysis and systematic reviews

Cited by 89

External Validations of Cardiovascular Clinical Prediction Models: A Large-Scale Review of the Literature

Wessler, B. S., Nelson, J., Park, J. G., McGinnes, H., Gulati, G., Brazil, R., Van Calster, B., van Klaveren, D., Venema, E., Steyerberg, E., et al. (2021) · Circulation: Cardiovascular Quality and Outcomes

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 83

Cox proportional hazards models have more statistical power than logistic regression models in cross-sectional genetic association studies

van der Net, J. B., Janssens, A. C. J. W., Eijkemans, M. J. C., Kastelein, J. J. P., Sijbrands, E. J. G., & Steyerberg, E. W. (2008) · European Journal of Human Genetics

Genetic Associations and EpidemiologyStatistical Methods in Epidemiology

Cited by 74

Meta‐analysis and aggregation of multiple published prediction models

Debray, T. P. A., Koffijberg, H., Nieboer, D., Vergouwe, Y., Steyerberg, E. W., & Moons, K. G. M. (2014) · Statistics in Medicine

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 73

Impact of a Digital Scribe System on Clinical Documentation Time and Quality: Usability Study

van Buchem, M. M., Kant, I. M. J., King, L., Kazmaier, J., Steyerberg, E. W., & Bauer, M. P. (2024) · JMIR AI

Electronic Health Records SystemsNursing Diagnosis and Documentation

Cited by 70

Machine learning for developing a prediction model of hospital admission of emergency department patients: Hype or hope?

De Hond, A., Raven, W., Schinkelshoek, L., Gaakeer, M., Ter Avest, E., Sir, O., Lameijer, H., Hessels, R. A., Reijnen, R., De Jonge, E., et al. (2021) · International Journal of Medical Informatics

Emergency and Acute Care StudiesMachine Learning in Healthcare

Cited by 66

Randomized Controlled Trials With Time-to-Event Outcomes: How Much Does Prespecified Covariate Adjustment Increase Power?

Hernández, A. V., Eijkemans, M. J. C., & Steyerberg, E. W. (2006) · Annals of Epidemiology

Statistical Methods in Clinical TrialsAdvanced Causal Inference Techniques

Cited by 65

Blood-Based Biomarkers for Improved Characterization of Traumatic Brain Injury: Recommendations from the 2024 National Institute for Neurological Disorders and Stroke Traumatic Brain Injury Classification and Nomenclature Initiative Blood-Based Biomarkers Working Group

Bazarian, J. J., Zetterberg, H., Buki, A., Dengler, B. A., Diaz-Arrastia, R., Korley, F. K., Lazarus, R., Meier, T. B., Mondello, S., Moritz, K., et al. (2025) · Journal of Neurotrauma

Traumatic Brain Injury ResearchTraumatic Brain Injury and Neurovascular Disturbances

Cited by 61

Developing and Evaluating Prediction Models in Rehabilitation Populations

Seel, R. T., Steyerberg, E. W., Malec, J. F., Sherer, M., & Macciocchi, S. N. (2012) · Archives of Physical Medicine and Rehabilitation

Statistical Methods in EpidemiologyMedical Practices and Rehabilitation

Cited by 49

A new concordance measure for risk prediction models in external validation settings

van Klaveren, D., Gönen, M., Steyerberg, E. W., & Vergouwe, Y. (2016) · Statistics in Medicine

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 48

Predictive accuracy of novel risk factors and markers: A simulation study of the sensitivity of different performance measures for the Cox proportional hazards regression model

Austin, P. C., Pencinca, M. J., & Steyerberg, E. W. (2017) · Statistical Methods in Medical Research

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 39

Intensive Care Unit Physicians’ Perspectives on Artificial Intelligence–Based Clinical Decision Support Tools: Preimplementation Survey Study

van der Meijden, S. L., de Hond, A. A. H., Thoral, P. J., Steyerberg, E. W., Kant, I. M. J., Cinà, G., & Arbous, M. S. (2023) · JMIR Human Factors

Artificial Intelligence in Healthcare and EducationMachine Learning in Healthcare

Cited by 39

Bootstrap confidence intervals for loess-based calibration curves

Austin, P. C., & Steyerberg, E. W. (2014) · Statistics in Medicine

Statistical Methods in EpidemiologyAdvanced Statistical Methods and Models

Cited by 19