Ewout W. Steyerberg

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Updating for a New Setting

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

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

Andrew J. Vickers, Ewout W. Steyerberg, Ben van Calster, 2019, Diagnostic and Prognostic Research.

Choosing Between Alternative Models

Ewout W. Steyerberg, 2019 .

ROC curves for clinical prediction models: from waste of ink towards useful insight?

Ewout W. Steyerberg, Jan Y Verbakel, Hajime Uno, 2020 .

Improving patient prostate cancer risk assessment: Moving from static, globally-applied to dynamic, practice-specific risk calculators

Ewout W. Steyerberg, Robin J. Leach, Andrew J. Vickers, 2015, J. Biomed. Informatics.

[Regression modeling strategies].

Ewout W. Steyerberg, Eduardo Núñez, Julio Núñeza, 2011, Revista espanola de cardiologia.

Elements to consider including in registration, protocols, reporting, and data sharing a .

Richard D Riley, Douglas G. Altman, Sara Schroter, 2014 .

Evaluation of Performance

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

Ranking hospital performance based on individual indicators: can we increase reliability by creating composite indicators?

Ewout W. Steyerberg, Peter C. Austin, Iris E. Ceyisakar, 2019, BMC Medical Research Methodology.

Selection of main effects

Ewout W. Steyerberg, E. Steyerberg, 2009 .

Validation of Prediction Models

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

FRANK E. HARRELL, Jr., Regression Modeling Strategies: With Applications, to Linear Models, Logistic and Ordinal Regression, and Survival Analysis, 2nd ed. Heidelberg: Springer.

Ewout W. Steyerberg, E. Steyerberg, 2016 .

Faculty Opinions recommendation of The relationship between the C-statistic of a risk-adjustment model and the accuracy of hospital report cards: a Monte Carlo Study.

Ewout W. Steyerberg, E. Steyerberg, 2013 .

Overfitting and optimism in prediction models

Ewout W. Steyerberg, E. Steyerberg, 2009 .

Predictive analytics in health care: how can we know it works?

Dirk Timmerman, Ewout W. Steyerberg, Gary S. Collins, 2019, J. Am. Medical Informatics Assoc..

ASSESSING THE INCREMENTAL PREDICTIVE VALUE OF MARKERS: UNDERSTANDING MODERN RECLASSIFICATION MEASURES BY A NEW GRAPHICAL DISPLAY

Ewout W. Steyerberg, E. Steyerberg, 2013 .

Research Paper: Randomized Trial of a Clinical Decision Support System: Impact on the Management of Children with Fever without Apparent Source

Ewout W. Steyerberg, Johan van der Lei, Jolt Roukema, 2008, J. Am. Medical Informatics Assoc..

Faculty Opinions recommendation of Random-effects meta-analysis of the clinical utility of tests and prediction models.

Ewout W. Steyerberg, 2018 .

Faculty Opinions recommendation of Decision curve analysis: a novel method for evaluating prediction models.

Ewout W. Steyerberg, 2007 .

Iranian general populations' and health care providers' preferences for benefits and harms of statin therapy for primary prevention of cardiovascular disease

Ewout W. Steyerberg, Davood Khalili, Hamid Reza Baradaran, 2020, BMC Medical Informatics and Decision Making.

Coding of Categorical and Continuous Predictors

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

Predictive approaches to heterogeneous treatment effects: a scoping review

John B. Wong, Ewout W. Steyerberg, Gowri Raman, 2020, BMC Medical Research Methodology.

Author's response: Probabilistic predictions, medical decisions, and clinical usefulness

Michael W. Kattan, Andrew J. Vickers, Ewout W. Steyerberg, 2010 .

Estimation with external information

Ewout W. Steyerberg, 2009 .

Praise to Robust Prediction Modeling in Large Datasets

Ewout W. Steyerberg, Edouard F. Bonneville, E. Steyerberg, 2020, JACC: CardioOncology.

A framework for evaluating and distinguishing validity and generalization of prediction models

Yvonne Vergouwe, Ewout W. Steyerberg, Kgm Moons, 2010 .

Evaluation of Clinical Usefulness

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

Inventory of oncologists’ unmet needs for tools to support decision-making about palliative treatment for metastatic colorectal cancer

Dóra Révész, Ewout W. Steyerberg, Veerle M. H. Coupé, 2018, BMC Medical Informatics and Decision Making.

Personal health records in the Netherlands: potential user preferences quantified by a discrete choice experiment

Ewout W. Steyerberg, Dorte Gyrd-Hansen, Marcel Heldoorn, 2017, J. Am. Medical Informatics Assoc..

Restrictions on Candidate Predictors

Ewout W. Steyerberg, E. Steyerberg, 2019, Statistics for Biology and Health.

Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers

Ewout W. Steyerberg, Peter C. Austin, P. Austin, 2013, Statistics in medicine.

Overall Lessons and Data Sets

Ewout W. Steyerberg, 2019 .

Predictive approaches to heterogeneous treatment effects: a systematic review

John B. Wong, Ewout W. Steyerberg, Gowri Raman, 2019 .

F1000Prime recommendation of Assessment of survival prediction models based on microarray data.

Ewout W. Steyerberg, 2007 .

The calibrated model-based concordance improved assessment of discriminative ability in patient clusters of limited sample size

Mithat Gönen, Yvonne Vergouwe, Ewout W. Steyerberg, 2019, Diagnostic and Prognostic Research.

A decision-analytic approach to define poor prognosis patients: a case study for non-seminomatous germ cell cancer patients

Ewout W. Steyerberg, J. Dik F. Habbema, Merel R. van Dijk, 2008, BMC Medical Informatics Decis. Mak..

How to automatically turn patient experience free-text responses into actionable insights: a natural language programming (NLP) approach

Ewout W. Steyerberg, Simone A. Cammel, Marit S. De Vos, 2020, BMC Medical Informatics and Decision Making.

Validation of a prediction model: what’s in a name?

Ewout W. Steyerberg, Hester F. Lingsma, 2017 .

F1000Prime recommendation of Calibration of risk prediction models: impact on decision-analytic performance.

Ewout W. Steyerberg, E. Steyerberg, 2014 .

Correction to How to interpret a small increase in AUC with an additional risk prediction marker: Decision analysis comes through [Statist. Med. (2015) 33, 22, 3946-3959] DOI: 10.1002/sim.6195

Andrew J. Vickers, Ben Willem J. Mol, Ewout W. Steyerberg, 2014 .

Updating for multiple settings

Ewout W. Steyerberg, 2009 .

Statistical Models for Prediction

Ewout W. Steyerberg, 2009 .

Calibration of Prognostic Risk Scores

Ewout W. Steyerberg, Ben Van Calster, Ben Van Calster, 2018, Wiley StatsRef: Statistics Reference Online.

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

Frank E. Harrell, Ewout W. Steyerberg, F. Harrell, 2016, Journal of clinical epidemiology.

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

Evert de Jonge, Ewout W. Steyerberg, Anne De Hond, 2021, Int. J. Medical Informatics.

Mortality prediction models for pediatric intensive care: comparison of overall and subgroup specific performance

Ewout W. Steyerberg, Marc van Heerde, Jan A. Hazelzet, 2013, Intensive Care Medicine.

Improving the Transparency of Prognosis Research: The Role of Reporting, Data Sharing, Registration, and Protocols

Douglas G. Altman, Sara Schroter, Ewout W. Steyerberg, 2014, PLoS medicine.

Repeatedly measured predictors: a comparison of methods for prediction modeling

Ewout W. Steyerberg, Martijn W. Heymans, Jos W. R. Twisk, 2018, Diagnostic and Prognostic Research.

Admission of patients with severe and moderate traumatic brain injury to specialized ICU facilities: a search for triage criteria

Ewout W. Steyerberg, J. Dik F. Habbema, Chantal W. P. M. Hukkelhoven, 2005, Intensive Care Medicine.

The Science of Prognosis in Psychiatry: A Review

Ewout W. Steyerberg, Paolo Fusar-Poli, Daniel Stahl, 2018, JAMA psychiatry.

Prognostic Models With Competing Risks: Methods and Application to Coronary Risk Prediction

Ewout W. Steyerberg, Marcel Wolbers, E. Steyerberg, 2009, Epidemiology.

Validation of prediction models: examining temporal and geographic stability of baseline risk and estimated covariate effects

Yvonne Vergouwe, Ewout W. Steyerberg, David van Klaveren, 2017, Diagnostic and Prognostic Research.

Epigenome-based cancer risk prediction: rationale, opportunities and challenges

Andrew E. Teschendorff, Yvonne Vergouwe, Yann Joly, 2018, Nature Reviews Clinical Oncology.

Neoadjuvant Chemoradiotherapy for Esophageal Cancer: A Review of Meta-Analyses

Ewout W. Steyerberg, Hugo W. Tilanus, E. Steyerberg, 2009, World Journal of Surgery.

Assessing the discriminative ability of risk models for more than two outcome categories

Dirk Timmerman, Yvonne Vergouwe, Ewout W. Steyerberg, 2012, European Journal of Epidemiology.

Epidemiology of traumatic brain injury in Europe

Wouter Peeters, Ewout W. Steyerberg, Hester F. Lingsma, 2015, Acta Neurochirurgica.

Risk Factors and Outcomes for Postoperative Delirium after Major Surgery in Elderly Patients

Ewout W. Steyerberg, E. Steyerberg, R. Crolla, 2015, PloS one.

Is the Readmission Rate a Valid Quality Indicator? A Review of the Evidence

Ewout W. Steyerberg, Hester F. Lingsma, Perla J. Marang-van de Mheen, 2014, PloS one.

Individual participant data meta-analyses should not ignore clustering

Ewout W. Steyerberg, Karel G.M. Moons, Jonathan J. Deeks, 2013, Journal of clinical epidemiology.

Autofluorescence Endoscopy Allows Better Differentiation Than White Light Video Colonoscopy in Classifying Adenomatous and Non-Adenomatous Colorectal Polyps

Ewout W. Steyerberg, Jan-Werner Poley, E. Kuipers, 2009 .

Predicting 14-day mortality after severe traumatic brain injury: application of the IMPACT models in the brain trauma foundation TBI-trac® New York State database.

Ewout W. Steyerberg, Jamshid Ghajar, Hester F. Lingsma, 2012, Journal of neurotrauma.

Neural Networks, Logistic Regression, and Calibration: A Rejoinder

Frank E. Harrell, Ewout W. Steyerberg, Philip H. Goodman, 1998 .

Big Data and Predictive Analytics: Recalibrating Expectations

Ewout W. Steyerberg, Nilay D. Shah, David M. Kent, 2018, JAMA.

Prognostic model research

Richard D Riley, Douglas G. Altman, Ewout W. Steyerberg, 2019, Prognosis Research in Health Care.

Calibration: the Achilles heel of predictive analytics

Maarten van Smeden, Andrew J. Vickers, Ewout W. Steyerberg, 2019, BMC Medicine.

Feature selection and validated predictive performance in the domain of Legionella pneumophila: a comparative study

Ewout W. Steyerberg, Tjeerd van der Ploeg, E. Steyerberg, 2016, BMC Research Notes.

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

Ewout W. Steyerberg, J. D. F. Habbema, J. Habbema, 2001 .

Prediction of Survival with Alternative Modeling Techniques Using Pseudo Values

Ewout W. Steyerberg, Tjeerd van der Ploeg, E. Steyerberg, 2014, PloS one.

Faculty Opinions recommendation of Translating clinical research into clinical practice: impact of using prediction rules to make decisions.

Ewout W. Steyerberg, E. Steyerberg, 2006 .

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

Jie Ma, Ewout W. Steyerberg, Gary S. Collins, 2019, Journal of clinical epidemiology.