User profiles for Ewout W. Steyerberg
Ewout W. SteyerbergProfessor of Clinical Biostatistics and Medical Decision Making, LUMC & Erasmus MC Verified email at lumc.nl Cited by 160907 |
Internal validation of predictive models: efficiency of some procedures for logistic regression analysis
EW Steyerberg, FE Harrell Jr, GJJM Borsboom… - Journal of clinical …, 2001 - Elsevier
The performance of a predictive model is overestimated when simply determined on the sample
of subjects that was used to construct the model. Several internal validation methods are …
of subjects that was used to construct the model. Several internal validation methods are …
Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal
Objective To review and appraise the validity and usefulness of published and preprint reports
of prediction models for prognosis of patients with covid-19, and for detecting people in …
of prediction models for prognosis of patients with covid-19, and for detecting people in …
Towards better clinical prediction models: seven steps for development and an ABCD for validation
EW Steyerberg, Y Vergouwe - European heart journal, 2014 - academic.oup.com
Clinical prediction models provide risk estimates for the presence of disease (diagnosis) or
an event in the future course of disease (prognosis) for individual patients. Although …
an event in the future course of disease (prognosis) for individual patients. Although …
A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
Objectives The objective of this study was to compare performance of logistic regression (LR)
with machine learning (ML) for clinical prediction modeling in the literature. Study Design …
with machine learning (ML) for clinical prediction modeling in the literature. Study Design …
Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration
The TRIPOD (Transparent Reporting of a multivariable prediction model for Individual
Prognosis Or Diagnosis) Statement includes a 22-item checklist, which aims to improve the …
Prognosis Or Diagnosis) Statement includes a 22-item checklist, which aims to improve the …
Prognostic modelling with logistic regression analysis: a comparison of selection and estimation methods in small data sets
EW Steyerberg, MJC Eijkemans… - Statistics in …, 2000 - Wiley Online Library
Logistic regression analysis may well be used to develop a prognostic model for a
dichotomous outcome. Especially when limited data are available, it is difficult to determine an …
dichotomous outcome. Especially when limited data are available, it is difficult to determine an …
Traumatic brain injury: integrated approaches to improve prevention, clinical care, and research
…, N Von Steinbüchel, W Stewart, EW Steyerberg… - The Lancet …, 2017 - thelancet.com
A concerted effort to tackle the global health problem posed by traumatic brain injury (TBI) is
long overdue. TBI is a public health challenge of vast, but insufficiently recognised, …
long overdue. TBI is a public health challenge of vast, but insufficiently recognised, …
A calibration hierarchy for risk models was defined: from utopia to empirical data
…, B De Cock, MJ Pencina, EW Steyerberg - Journal of clinical …, 2016 - Elsevier
Objective Calibrated risk models are vital for valid decision support. We define four levels of
calibration and describe implications for model development and external validation of …
calibration and describe implications for model development and external validation of …
[HTML][HTML] Calibration: the Achilles heel of predictive analytics
, … Moons Karel GM Steyerberg Ewout W. Van Calster Ben … - BMC medicine, 2019 - Springer
Background The assessment of calibration performance of risk prediction models based on
regression or more flexible machine learning algorithms receives little attention. Main text …
regression or more flexible machine learning algorithms receives little attention. Main text …
Management of mild traumatic brain injury at the emergency department and hospital admission in Europe: a survey of 71 neurotrauma centers participating in the …
…, D Menon, J van der Naalt, EW Steyerberg… - Journal of …, 2017 - liebertpub.com
Previous studies have indicated that there is no consensus about management of mild
traumatic brain injury (mTBI) at the emergency department (ED) and during hospital admission. …
traumatic brain injury (mTBI) at the emergency department (ED) and during hospital admission. …