Steyerberg, Ewout W.

Validation and updating of predictive logistic regression models: a study on sample size and shrinkage

Steyerberg, E. W., Borsboom, G. J. J. M., van Houwelingen, H. C., Eijkemans, M. J. C., & Habbema, J. D. F. (2004) · Statistics in Medicine

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 552

Events per variable (EPV) and the relative performance of different strategies for estimating the out-of-sample validity of logistic regression models

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

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 516

Interpreting area under the receiver operating characteristic curve

de Hond, A. A. H., Steyerberg, E. W., & van Calster, B. (2022) · The Lancet Digital Health

Statistical Methods in EpidemiologyImbalanced Data Classification Techniques

Cited by 503

Guidelines and quality criteria for artificial intelligence-based prediction models in healthcare: a scoping review

de Hond, A. A. H., Leeuwenberg, A. M., Hooft, L., Kant, I. M. J., Nijman, S. W. J., van Os, H. J. A., Aardoom, J. J., Debray, T. P. A., Schuit, E., van Smeden, M., et al. (2022) · npj Digital Medicine

Artificial Intelligence in Healthcare and EducationArtificial Intelligence in Healthcare

Cited by 499

The Predictive Approaches to Treatment effect Heterogeneity (PATH) statement

Kent, D. M., Paulus, J. K., van Klaveren, D., D'Agostino, R., Goodman, S., Hayward, R., Ioannidis, J. P. A., Patrick-Lake, B., Morton, S., Pencina, M., et al. (2020) · Annals of Internal Medicine

Statistical Methods in Clinical TrialsAdvanced Causal Inference Techniques

Cited by 469

Associations of diabetes mellitus with total life expectancy and life expectancy with and without cardiovascular disease

Franco, O. H., Steyerberg, E. W., Hu, F. B., Mackenbach, J., & Nusselder, W. (2007) · Archives of Internal Medicine

Diabetes, Cardiovascular Risks, and LipoproteinsHealthcare Systems and Public Health

Cited by 400

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

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

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 362

Evaluation of Newer Risk Markers for Coronary Heart Disease Risk Classification: A Cohort Study

Kavousi, M., Elias-Smale, S., Rutten, J. H. W., Leening, M. J. G., Vliegenthart, R., Verwoert, G. C., Krestin, G. P., Oudkerk, M., de Maat, M. P. M., Leebeek, F. W. G., et al. (2012) · Annals of Internal Medicine

Lipoproteins and Cardiovascular HealthHealth Promotion and Cardiovascular Prevention

Cited by 360

There is no such thing as a validated prediction model

Van Calster, B., Steyerberg, E. W., Wynants, L., & van Smeden, M. (2023) · BMC Medicine

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 286

Interpreting the concordance statistic of a logistic regression model: relation to the variance and odds ratio of a continuous explanatory variable

Austin, P. C., & Steyerberg, E. W. (2012) · BMC Medical Research Methodology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 270

Analysis of Discrepancies between Pulse Oximetry and Arterial Oxygen Saturation Measurements by Race and Ethnicity and Association with Organ Dysfunction and Mortality

Wong, A.-K. I., Charpignon, M., Kim, H., Josef, C., de Hond, A. A. H., Fojas, J. J., Tabaie, A., Liu, X., Mireles-Cabodevila, E., Carvalho, L., et al. (2021) · JAMA Network Open

Non-Invasive Vital Sign MonitoringHemodynamic Monitoring and Therapy

Cited by 268

Covariate adjustment in randomized controlled trials with dichotomous outcomes increases statistical power and reduces sample size requirements

Hernández, A. V., Steyerberg, E. W., & Habbema, J. D. F. (2004) · Journal of Clinical Epidemiology

Statistical Methods in Clinical TrialsStatistical Methods in Epidemiology

Cited by 258

Depression and anxiety as predictors of mortality among heart failure patients: systematic review and meta-analysis

Sokoreli, I., de Vries, J. J. G., Pauws, S. C., & Steyerberg, E. W. (2016) · Heart Failure Reviews

Cardiac Health and Mental HealthHeart Failure Treatment and Management

Cited by 251

Methodological guidance for the evaluation and updating of clinical prediction models: a systematic review

Binuya, M. A. E., Engelhardt, E. G., Schats, W., Schmidt, M. K., & Steyerberg, E. W. (2022) · BMC Medical Research Methodology

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 246

External Validity of Risk Models: Use of Benchmark Values to Disentangle a Case-Mix Effect From Incorrect Coefficients

Vergouwe, Y., Moons, K. G. M., & Steyerberg, E. W. (2010) · American Journal of Epidemiology

Statistical Methods in EpidemiologyAdvanced Causal Inference Techniques

Cited by 243

IMPACT Database of Traumatic Brain Injury: Design And Description

Marmarou, A., Lu, J., Butcher, I., McHugh, G. S., Mushkudiani, N. A., Murray, G. D., Steyerberg, E. W., & Maas, A. I. R. (2007) · Journal of Neurotrauma

Traumatic Brain Injury and Neurovascular DisturbancesTraumatic Brain Injury Research

Cited by 236

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

Van Calster, B., Wynants, L., Timmerman, D., Steyerberg, E. W., & Collins, G. S. (2019) · Journal of the American Medical Informatics Association

Artificial Intelligence in Healthcare and EducationArtificial Intelligence in Healthcare

Cited by 223

Assessing the incremental value of diagnostic and prognostic markers: a review and illustration

Steyerberg, E. W., Pencina, M. J., Lingsma, H. F., Kattan, M. W., Vickers, A. J., & Van Calster, B. (2012) · European Journal of Clinical Investigation

Statistical Methods in EpidemiologyStatistical Methods and Inference

Cited by 219

Clinical prediction models in psychiatry: a systematic review of two decades of progress and challenges

Meehan, A. J., Lewis, S. J., Fazel, S., Fusar-Poli, P., Steyerberg, E. W., Stahl, D., & Danese, A. (2022) · Molecular Psychiatry

Statistical Methods in EpidemiologyMeta-analysis and systematic reviews

Cited by 219

National Institutes of Health Stroke Scale: An Alternative Primary Outcome Measure for Trials of Acute Treatment for Ischemic Stroke

Chalos, V., van der Ende, N. A. M., Lingsma, H. F., Mulder, M. J. H. L., Venema, E., Dijkland, S. A., Berkhemer, O. A., Yoo, A. J., Broderick, J. P., Palesch, Y. Y., et al. (2020) · Stroke

Acute Ischemic Stroke ManagementStroke Rehabilitation and Recovery

Cited by 215

Three myths about risk thresholds for prediction models

on behalf of the Topic Group ‘Evaluating diagnostic tests and prediction models’ of the STRATOS initiative, Wynants, L., van Smeden, M., McLernon, D. J., Timmerman, D., Steyerberg, E. W., & Van Calster, B. (2019) · BMC Medicine

Statistical Methods in EpidemiologyClinical Reasoning and Diagnostic Skills

Cited by 213

The Science of Prognosis in Psychiatry: A Review

Fusar-Poli, P., Hijazi, Z., Stahl, D., & Steyerberg, E. W. (2018) · JAMA Psychiatry

Statistical Methods in EpidemiologyArtificial Intelligence in Healthcare

Cited by 197

Estimating treatment effects for individual patients based on the results of randomised clinical trials

Dorresteijn, J. A. N., Visseren, F. L. J., Ridker, P. M., Wassink, A. M. J., Paynter, N. P., Steyerberg, E. W., van der Graaf, Y., & Cook, N. R. (2011) · BMJ

Lipoproteins and Cardiovascular HealthStatistical Methods in Clinical Trials

Cited by 177

IMPACT Recommendations for Improving the Design and Analysis of Clinical Trials in Moderate to Severe Traumatic Brain Injury

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

Statistical Methods in Clinical TrialsTraumatic Brain Injury Research

Cited by 157