Ewout W. Steyerberg

1. Transparent Reporting of a multivariable prediction model for Individual Prognosis Or Diagnosis (TRIPOD): Explanation and Elaboration
   2015/01/05 by Karel G.M. Moons, Douglas G. Altman, Johannes B. Reitsma +8 · 81 citations
   Decision Sciences · Health Professions · Economics, Econometrics and Finance · #Meta-analysis and systematic reviews #Healthcare cost, quality, practices #Health Systems, Economic Evaluations, Quality of Life
2. Calibration: the Achilles heel of predictive analytics
   2019/12/01 by On behalf of Topic Group ‘Evaluating diagnostic tests and prediction models’ of the STRATOS initiative, Ben Van Calster, David J. McLernon +3 · 1 voice · 42 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #Sepsis Diagnosis and Treatment
3. Prediction models need appropriate internal, internal–external, and external validation
   2015/04/18 by Ewout W. Steyerberg, Frank E. Harrell · 16 citations
   Mathematics · Medicine · #Liver Disease Diagnosis and Treatment #Sepsis Diagnosis and Treatment #Statistical Methods in Epidemiology
4. A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models
   2019/02/11 by Evangelia Christodoulou, Jie Ma, Professor Gary S. Collins +4 · 18 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare
5. Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal
   2020/04/07 by Laure Wynants, Ben Van Calster, Professor Gary S. Collins +54 · 21 citations
   Medicine · #COVID-19 Clinical Research Studies #COVID-19 diagnosis using AI #SARS-CoV-2 detection and testing
6. Performance evaluation of predictive AI models to support medical decisions: Overview and guidance
   2024/12/13 by Ben Van Calster, Gary S. Collins, Van Calster, Ben +25 · 7 voices · 4 citations
   #cs.LG #stat.ME #stat.ML
7. Assessing the Performance of Prediction Models
   2010/01/01 by Ewout W. Steyerberg, Andrew J. Vickers, Nancy R. Cook +5 · 8 citations
8. Traumatic brain injury: progress and challenges in prevention, clinical care, and research
   2022/09/29 by Andrew I.R. Maas, Andrew I R Maas, David Menon +138 · 1 voice · 15 citations
   Medicine · #Cardiac Arrest and Resuscitation #Traumatic Brain Injury Research #Traumatic Brain Injury and Neurovascular Disturbances
9. External validation is necessary in prediction research:
   2003/09/01 by Sacha E. Bleeker, S.E Bleeker, Henriëtte A. Moll +11 · 6 citations
   Decision Sciences · Medicine · #Reliability and Agreement in Measurement #Sepsis Diagnosis and Treatment #Thermal Regulation in Medicine
10. Understanding of interaction (subgroup) analysis in clinical trials
    2019/05/28 by Milos Brankovic, Isabella Kardys, Ewout W. Steyerberg +5 · 4 citations
    Mathematics · Decision Sciences · #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials #Meta-analysis and systematic reviews
11. Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers
    2010/11/05 by Michael Pencina, Michael J. Pencina, Ralph B. D'Agostino +2 · 3 citations
    Decision Sciences · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Health Systems, Economic Evaluations, Quality of Life #Meta-analysis and systematic reviews
12. Assessing the incremental value of diagnostic and prognostic markers: a review and illustration
    2011/05/31 by Ewout W. Steyerberg, Michael Pencina, Michael J. Pencina +4 · 3 citations
    Medicine · #Testicular diseases and treatments #Ovarian cancer diagnosis and treatment #Prostate Cancer Diagnosis and Treatment
13. There is no such thing as a validated prediction model
    2023/02/24 by Ben Van Calster, Ewout W. Steyerberg, Laure Wynants +1 · 1 voice · 5 citations
    Medicine · Computer Science · #Sepsis Diagnosis and Treatment #Machine Learning in Healthcare #Simulation-Based Education in Healthcare
14. A new framework to enhance the interpretation of external validation studies of clinical prediction models
    2014/08/30 by Thomas P. A. Debray, Thomas P.A. Debray, Yvonne Vergouwe +4 · 3 citations
    Computer Science · Medicine · #Blood properties and coagulation #Imbalanced Data Classification Techniques #Venous Thromboembolism Diagnosis and Management
15. Ventricular Drainage Catheters versus Intracranial Parenchymal Catheters for Intracranial Pressure Monitoring-Based Management of Traumatic Brain Injury: A Systematic Review and Meta-Analysis
    2018/09/25 by Victor Volovici, Jilske Huijben, Jilske A. Huijben +13 · 2 citations
    Medicine · Neuroscience · #Traumatic Brain Injury and Neurovascular Disturbances #Cerebrospinal fluid and hydrocephalus #Neurosurgical Procedures and Complications
16. Epidemiology of traumatic brain injury in Europe
    2015/08/14 by Wouter Peeters, Ruben van den Brande, Suzanne Polinder +4 · 1 citation
17. Personalized Screening Intervals for Biomarkers using Joint Models for\n Longitudinal and Survival Data
    2015/03/22 by Dimitris Rizopoulos, Rizopoulos, Dimitris, Jeremy M. G. Taylor +7 · 1 citation
    Engineering · Mathematics · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference
18. Evaluation of performance measures in predictive artificial intelligence models to support medical decisions: overview and guidance
    2025/12/01 by Ben Van Calster, Professor Gary S. Collins, Andrew J. Vickers +11 · 2 voices · 5 citations
    Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence in Healthcare and Education #Explainable Artificial Intelligence (XAI)
19. Management of moderate to severe traumatic brain injury: an update for the intensivist
    2022/05/20 by Geert Meyfroidt, Pierre Bouzat, Michaël P. Casaer +26 · 2 citations
    Medicine · #Cardiac Arrest and Resuscitation #Sepsis Diagnosis and Treatment #Traumatic Brain Injury and Neurovascular Disturbances
20. Performance of the IMPACT and CRASH prognostic models for traumatic brain injury in a contemporary multicenter cohort: a TRACK-TBI study
    2024/03/16 by John K. Yue, Young Moo Lee, Young M. Lee +83 · 2 citations
    Medicine · Biochemistry, Genetics and Molecular Biology · #Traumatic Brain Injury and Neurovascular Disturbances #S100 Proteins and Annexins #Traumatic Brain Injury Research
21. Inflammatory and clinical risk factors for asthma attacks (ORACLE2): a patient-level meta-analysis of control groups of 22 randomised trials
    2025/04/08 by Fleur L Meulmeester, Fleur L. Meulmeester, Samuel Mailhot-Larouche +39 · 1 voice · 1 citation
    Immunology and Microbiology · Medicine · Social Sciences · #Asthma and respiratory diseases #Delphi Technique in Research #IL-33, ST2, and ILC Pathways
22. FRANK E. HARRELL, Regression Modeling Strategies: With Applications, to Linear Models, Logistic and Ordinal Regression, and Survival Analysis, 2nd ed. Heidelberg: Springer.
    2016/09/01 by Ewout W. Steyerberg, E. W. Steyerberg · 22 citations
    Mathematics · Computer Science · Engineering · #Advanced Statistical Methods and Models #Bayesian Modeling and Causal Inference #Diverse Scientific and Engineering Research
23. Trauma models to identify major trauma and mortality in the prehospital setting
    2019/09/10 by Charlie Sewalt, C A Sewalt, Esmée Venema +13 · 17 citations
    Medicine · #Trauma and Emergency Care Studies #Abdominal Trauma and Injuries #Trauma Management and Diagnosis
24. Effective Sample Size for the Kaplan-Meier Estimator: A Valuable Measure of Uncertainty?
    2025/08/04 by Toby Hackmann, Doranne Thomassen, Anne M. Stiggelbout +5 · 1 citation
    Decision Sciences · Mathematics · #Decision-Making and Behavioral Economics #Statistical Methods and Bayesian Inference
25. A systematic review and meta-analysis on the association between quality of hospital care and readmission rates in patients with heart failure
    2015/07/18 by Claudia Fischer, Ewout W. Steyerberg, Gregg C. Fonarow +3 · 13 citations
    Medicine · #Heart Failure Treatment and Management #Cardiovascular Function and Risk Factors #Transplantation: Methods and Outcomes
26. Presence of invasive cribriform or intraductal growth at biopsy outperforms percentage grade 4 in predicting outcome of Gleason score 3+4=7 prostate cancer
    2017/05/19 by Charlotte F. Kweldam, Charlotte F Kweldam, Intan P Kümmerlin +13 · 1 citation
    Mathematics · Medicine · #Prostate Cancer Diagnosis and Treatment #Prostate Cancer Treatment and Research #Statistical Methods in Clinical Trials
27. EULAR/ACR risk stratification criteria for development of rheumatoid arthritis in the risk stage of arthralgia
    2025/05/09 by Hanna W. van Steenbergen, H.W. van Steenbergen, Frank Doornkamp +38 · 11 citations
    Medicine · #Rheumatoid Arthritis Research and Therapies #Systemic Lupus Erythematosus Research #Gout, Hyperuricemia, Uric Acid