!!Ewout Steyerberg - Publications
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The major recognition for Steyerberg as an expert on prediction modeling comes from his widely cited textbook:\\
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EW STEYERBERG\\
Clinical prediction models: a practical approach to development, validation and updating. \\
Springer, Statistics for Biology and Health, 2nd Edition 2019, 558 p\\
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__Selection of recent publications:__\\
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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\\
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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\\
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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\\
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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\\
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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\\
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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\\
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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\\
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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\\
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9. DM Kent, EW STEYERBERG, D van Klaveren\\
Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects\\
BMJ 2018; 363\\
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10. P Fusar-Poli, Z Hijazi, D Stahl, EW STEYERBERG\\
The science of prognosis in psychiatry: a review\\
JAMA Psychiatry 2018; 75, 1289-1297