Ewout Steyerberg - Publications#

The major recognition for Steyerberg as an expert on prediction modeling comes from his widely cited textbook:

EW STEYERBERG
Clinical prediction models: a practical approach to development, validation and updating.
Springer, Statistics for Biology and Health, 2nd Edition 2019, 558 p

Selection of recent publications:

1. L Wynants, B Van Calster, GS Collins, ...., EW STEYERBERG, ...
Prediction models for diagnosis and prognosis of COVID-19: systematic review and critical appraisal
BMJ 2020; 369

2. B Van Calster, M van Smeden, B De Cock, EW STEYERBERG
Regression shrinkage methods for clinical prediction models do not guarantee improved performance: simulation study
Statistical methods in medical research 2020; 29, 3166-3178

3. DM Kent, JK Paulus, D Van Klaveren, R D'Agostino, S Goodman, ..., EW STEYERBERG
The predictive approaches to treatment effect heterogeneity (PATH) statement
Annals of internal medicine 2020; 172, 35-45 and Annals of internal medicine 2020; 172, W1-W25

4. B Van Calster, DJ McLernon, M Van Smeden, L Wynants, EW STEYERBERG
Calibration: the Achilles heel of predictive analytics
BMC medicine 2019; 17, 1-7

5. EW STEYERBERG, E Wiegers, C Sewalt, A Buki, G Citerio, ..., AIR Maas
Case-mix, care pathways, and outcomes in patients with traumatic brain injury in CENTER-TBI: a European prospective, multicentre, longitudinal, cohort study. The Lancet Neurology 2019; 18, 923-934

6. EW STEYERBERG, D Nieboer, TPA Debray, HC van Houwelingen
Assessment of heterogeneity in an individual participant data meta‐analysis of prediction models: An overview and illustration
Statistics in medicine 2019; 38, 4290-4309

7. PC Austin, EW STEYERBERG
The Integrated Calibration Index (ICI) and related metrics for quantifying the calibration of logistic regression models
Statistics in medicine 2019; 38, 4051-4065

8. E Christodoulou, J Ma, GS Collins, EW STEYERBERG, ..., B Van Calster
A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
Journal of clinical epidemiology 2019; 110, 12-22

9. DM Kent, EW STEYERBERG, D van Klaveren
Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects
BMJ 2018; 363

10. P Fusar-Poli, Z Hijazi, D Stahl, EW STEYERBERG
The science of prognosis in psychiatry: a review
JAMA Psychiatry 2018; 75, 1289-1297