Ewout Steyerberg
Professor Clinical Biostatistics and Medical Decision Making
- Name
- Prof.dr. E.W. Steyerberg
- Telephone
- +31 71 526 9700
- e.w.steyerberg@lumc.nl
- ORCID iD
- 0000-0002-7787-0122
Ewout Steyerberg is professor of Clinical Biostatistics and Medical Decision Making at Leiden University Medical Center and Erasmus MC (Rotterdam, the Netherlands). He has been chairing the department of Biomedical Data Sciences since 2017. He was a Fellow of the Royal Netherlands Society for Arts and Sciences (KNAW). He spent sabbaticals at Duke University (Durham, NC: 1996) en Harvard University (Boston, MA: 2003 and 2005).
More information about Ewout Steyerberg
Ewout Steyerberg is professor of Clinical Biostatistics and Medical Decision Making at Leiden University Medical Center and Erasmus MC (Rotterdam, the Netherlands). He has been chairing the department of Biomedical Data Sciences since 2017. He was a Fellow of the Royal Netherlands Society for Arts and Sciences (KNAW). He spent sabbaticals at Duke University (Durham, NC: 1996) en Harvard University (Boston, MA: 2003 and 2005).
Biomedical Data Sciences
The department of Biomedical Data Sciences consists of 4 research sections. Advanced Data Management (ADM) is focused on high quality data acquisition and data management; Molecular Epidemiology is focused on unravelling biological mechanisms, including rheumatology and ageing; Medical Statistics is focused on the development and application of biostatistical methods; and Medical Decision Making is focused on the description and evaluation of medical decisions. Professor Steyerberg is primarily involved with the latter 2 sections (Medical Statistics and Medical Decision Making). His research concentrates on prediction. He has applied advanced regression analysis and related techniques in many clinical domains. Areas of interest include biostatistics, cost-effectiveness, and decision analysis. Contemporary research themes have his attention, including comparative effectiveness, Big Data, Artificial Intelligence (AI) and Machine Learning, Value-based Health Care, and Precision Medicine.
Professor Steyerberg’s methodological research concentrates on the role of prediction models and randomized clinical trials for better decision making in individual patients.
Academic career
1985-86: Medicine, Leiden University
1986-91: MSc, Biomedical Sciences, Leiden University (cum laude)
1996: PhD Erasmus University Rotterdam, “Prognostic modelling for clinical decision making” https://repub.eur.nl/pub/22495/
1996: sabbatical at Duke University, Durham, NC
2003 and 2005: sabbaticals at Dana Farber / Harvard Cancer Center, Boston, MA
2006: professor of Medical Decision Making, Erasmus MC, Rotterdam; inaugural address: https://repub.eur.nl/pub/13237/
2017: professor of Clinical Biostatistics and Medical Decision Making, LUMC, Leiden
Read E.Steyerberg's book here:
Clinical Prediction Models: A Practical Approach to Development, Validation, and Updating
Prizes and honourable appointments
Feb 1991 cum laude MSc Biomedical Sciences at Leiden University, The Netherlands
1995 Society for Medical Decision Making: student prize
1996 ‘TALENT stipendium’ from the Netherlands Organization for Scientific Research (‘NWO’) for a research at Duke University, Durham, NC
1999-2003 Fellowship from the Royal Netherlands Academy for Arts and Sciences
2005 Marx Research fellowship from Dana-Farber/ Harvard Cancer Center, Boston, MA
2016 John M. Eisenberg Award for Practical Application of Medical Decision Making Research by the Society for Medical Decision Making
2019 Member of the Royal Netherlands Academy for Arts and Sciences
2021 Member of the European Academy of Sciences and Arts
Professor Clinical Biostatistics and Medical Decision Making
- Faculteit Geneeskunde
- Divisie 4
- Biomedical Data Sciences
- Calster, B. van; Steyerberg, E.W.; Wynants, L. & Smeden, M. van (2023), There is no such thing as a validated prediction model, BMC Medicine 21(1).
- Kaal, A.G.; Hoek, L. op de; Hochheimer, D.T.; Brouwers, C.; Wiersinga, W.J.; Snijders, D.; Rensing, K.L.; Dijk, C.E. van; Steyerberg, E.W. & Nieuwkoop, C. van (2023), Outcomes of community-acquired pneumonia using the Pneumonia Severity Index versus the CURB-65 in routine practice of emergency departments, ERJ Open Research 9(3).
- Azizpour, K.; Schutte, P.J.; Arts, M.P.; Pondaag, W.; Bouma, G.J.; Coppes, M.; Steyerberg, E.W.; Peul, W.C. & Vleggeert-Lankamp, C.L.A. (2023), Clinical outcome in decompression alone versus decompression and instrumented fusion in patients with isthmic spondylolisthesis, Journal of Neurosurgery: Spine 38(5): 573-584.
- Thomassen, D.; Steyerberg, E. & Cessie, S. le (2023), A Bayesian (meta-)regression model for treatment effects on the risk difference scale, Statistics in Medicine 42(11).
- Rekkas, A.; Klaveren, D. van; Ryan, P.B.; Steyerberg, E.W.; Kent, D.M. & Rijnbeek, P.R. (2023), A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases, npj Digital Medicine 6(1).
- Roumans, C.A.M.; Bogt, R.D. van der; Nieboer, D.; Steyerberg, E.W.; Rizopoulos, D.; Lansdorp-Vogelaar, I.; Biermann, K.; Bruno, M.J.; Spaander, M.C.W. & ProBar Study Grp (2023), Clinical consequences of nonadherence to Barrett's esophagus surveillance recommendations: a Multicenter prospective cohort study, Diseases of the Esophagus 36(8).
- Villar, J.; González-Martin, J.M.; Añón, J.M.; Ferrando, C.; Soler, J.A.; Mosteiro, F.; Mora-Ordoñez, J.M.; Ambrós, A.; Fernández, L.; Montiel, R.; Vidal, A.; Muñoz, T.; Pérez-Méndez, L.; Rodríguez-Suárez, P.; Fernández, C.; Fernández, R.L.; Szakmany, T.; Burns, K.E.A.; Steyerberg, E.W. & Slutsky, A.S. (2023), Clinical relevance of timing of assessment of ICU mortality in patients with moderate-to-severe Acute Respiratory Distress Syndrome, Scientific Reports 13(1).
- Essen, T.A. van; Erp, I.A.M. van; Lingsma, H.F.; Pisica, D.; Yue, J.K.; Singh, R.D.; Dijck, J.T.J.M. van; Volovici, V.; Younsi, A.; Kolias, A.; Peppel, L.D.; Heijenbrok-Kal, M.; Ribbers, G.M.; Menon, D.K.; Hutchinson, P.J.A.; Manley, G.T.; Depreitere, B.; Steyerberg, E.W.; Maas, A.I.R.; Ruiter, G.C.W. de; Peul, W.C. & CENTER-TBI Investigators (2023), Comparative effectiveness of decompressive craniectomy versus craniotomy for traumatic acute subdural hematoma (CENTER-TBI), EClinicalMedicine 63.
- Candel, B.G.J.; Nissen, S.K.; Nickel, C.H.; Raven, W.; Thijssen, W.; Gaakeer, M.I.; Lassen, A.T.; Brabrand, M.; Steyerberg, E.W.; Jonge, E. de & Groot, B. de (2023), Development and External Validation of the International Early Warning Score for Improved Age- and Sex-Adjusted In-Hospital Mortality Prediction in the Emergency Department, Critical Care Medicine 51(7): 881-891.
- Chalos, V.; Venema, E.; Mulder, M.J.H.L.; Roozenbeek, B.; Steyerberg, E.W.; Wermer, M.J.H.; Nijeholt, G.J.L.A.; Worp, H.B. van der; Goyal, M.; Campbell, B.C.V.; Muir, K.W.; Guillemin, F.; Bracard, S.; White, P.; Dávalos, A.; Jovin, T.G.; Hill, M.D.; Mitchell, P.J.; Demchuk, A.M.; Saver, J.L.; Lugt, A. van der; Brown, S.; Dippel, D.W.J.; Lingsma, H.F.; HERMES Collaborators & MR CLEAN Registry Investigators (2023), Development and validation of a postprocedural model to predict outcome after endovascular treatment for ischemic stroke, JAMA Neurology 80(9): 940-948.
- Pastena, M. de; Bodegraven, E.A. van; Mungroop, T.H.; Vissers, F.L.; Jones, L.R.; Marchegiani, G.; Balduzzi, A.; Klompmaker, S.; Paiella, S.; Rad, S.T.; Koerkamp, B.G.; Eijck, C. van; Busch, O.R.; Hingh, I. de; Luyer, M.; Barnhill, C.; Seykora, T.; Maxwell, T.T.; Rooij, T. de; Tuveri, M.; Malleo, G.; Esposito, A.; Landoni, L.; Casetti, L.; Alseidi, A.; Salvia, R.; Steyerberg, E.W.; Abu Hilal, M.; Vollmer, C.M.; Besselink, M.G. & Bassi, C. (2023), Distal Pancreatectomy Fistula Risk Score (D-FRS) Development and International Validation, Annals of Surgery 277(5): E1099-E1105.
- Erp, I.A.M. van; Essen, T.A. van; Lingsma, H.; Pisica, D.; Singh, R.D.; Dijck, J.T.J.M. van; Volovici, V.; Kolias, A.; Peppel, L.D.; Heijenbrok-Kal, M.; Ribbers, G.M.; Menon, D.K.; Hutchinson, P.; Depreitere, B.; Steyerberg, E.W.; Maas, A.I.R.; Ruiter, G.C.W. de; Peul, W.C. & CENTER-TBI Investigators (2023), Early surgery versus conservative treatment in patients with traumatic intracerebral hematoma, Acta Neurochirurgica.
- Rekkas, A.; Rijnbeek, P.R.; Kent, D.M.; Steyerberg, E.W. & Klaveren, D. van (2023), Estimating individualized treatment effects from randomized controlled trials: a simulation study to compare risk-based approaches, BMC Medical Research Methodology 23(1).
- Butcher, S.C.; Essayagh, B.; Steyerberg, E.W.; Benfari, G.; Antoine, C.; Grigioni, F.; Tourneau, T. le; Roussel, J.C.; Wijngaarden, A. van; Marsan, N.A.; Tribouilloy, C.; Rusinaru, D.; Hochstadt, A.; Topilsky, Y.; Michelena, H.I.; Delgado, V.; Bax, J.J. & Enriquez-Sarano, M. (2023), Factors influencing post-surgical survival in degenerative mitral regurgitation, European Heart Journal 44(10).
- Steinbuechel, N. von; Hahm, S.; Muehlan, H.; Arango-Lasprilla, J.C.; Bockhop, F.; Covic, A.; Schmidt, S.; Steyerberg, E.W.; Maas, A.I.R.; Menon, D.; Andelic, N.; Zeldovich, M. & CTR TBI Participants Investigators (2023), Impact of Sociodemographic, Premorbid, and Injury-Related Factors on Patient-Reported Outcome Trajectories after Traumatic Brain Injury (TBI), Journal of Clinical Medicine 12(6).
- Meijden, S.L. van der; Hond, A.A.H. de; Thoral, P.J.; Steyerberg, E.W.; Kant, I.M.J.; Cinà, G. & Arbous, M.S. (2023), Intensive Care Unit Physicians' Perspectives on Artificial Intelligence-Based Clinical Decision Support Tools: Preimplementation Survey Study, JMIR Human Factors 10.
- Kaplan, Z.L.R.; Vlegel, M. van der; Dijck, J.T.J.M. van; Pisica, D.; Leeuwen, N. van; Lingsma, H.F.; Steyerberg, E.W.; Haagsma, J.A.; Majdan, M.; Polinder, S. & CENTER TBI Participants Invest (2023), Intramural healthcare consumption and costs after traumatic brain injury, Journal of Neurotrauma 40(19-20).
- Hudda, M.T.; Archer, L.; Smeden, M. van; Moons, K.G.M.; Collins, G.S.; Steyerberg, E.W.; Wahlich, C.; Reitsma, J.B.; Riley, R.D.; Calster, B. van & Wynants, L. (2023), Minimal reporting improvement after peer review in reports of COVID-19 prediction models: systematic review, Journal of Clinical Epidemiology 154: 75-84.
- Bhattacharyay, S.; Caruso, P.F.; Åkerlund, C.; Wilson, L.; Stevens, R.D.; Menon, D.K.; Steyerberg, E.W.; Nelson, D.W.; Ercole, A. & CENTER TBI Investigators Participants (2023), Mining the contribution of intensive care clinical course to outcome after traumatic brain injury, npj Digital Medicine 6(1).
- Wu, X.; Sun, Y.Y.; Xu, X.; Steyerberg, E.W.; Helmrich, I.R.A.R.; Lecky, F.; Guo, J.Y.; Li, X.; Feng, J.F.; Mao, Q.; Xie, G.T.; Maas, A.I.R.; Gao, G.Y.; Jiang, J.Y. & CTR-TBI Participants Investigator (2023), Mortality Prediction in Severe Traumatic Brain Injury Using Traditional and Machine Learning Algorithms, Journal of Neurotrauma 40(13-14): 1366-1375.
- Yue, J.; Lee, Y.; Jain, S.; Sun, X.Y.; Essen, T. van; Pisica, D.; Belton, P.; Deng, H.; Satris, G.; Wong, J.; Kanter, J.; Tarapore, P.; Huang, M.; DiGiorgio, A.; Mukherjee, P.; Yuh, E.; Markowitz, A.; Steyerberg, E.; Lingsma, H.; Menon, D.; Maas, A. & Manley, G. (2023), PERFORMANCE OF THE IMPACT AND CRASH PROGNOSTIC MODELS FOR TRAUMATIC BRAIN INJURY IN A CONTEMPORARY MULTICENTER COHORT: A TRACKTBI STUDY, Journal of Neurotrauma 40(15-16): A33-A33.
- Hond, A.A.H. de; Shah, V.B.; Kant, I.M.J.; Calster, B. van; Steyerberg, E.W. & Hernandez-Boussard, T. (2023), Perspectives on validation of clinical predictive algorithms, npj Digital Medicine 6(1).
- Dang, R.H.; Dekkers, N.; Steyerberg, E.W.; Baldaque-Silva, F.; Omae, M.; Haasnoot, K.J.C.; Tilburg, L. van; Nobbenhuis, K.; Kraan, J. van der; Langers, A.M.J.; Hooft, J.E. van; Graaf, W. de; Koch, A.D.; Didden, P.; Moons, L.M.G.; Hardwick, J.C.H. & Boonstra, J.J. (2023), Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers, Endoscopy International Open 11(08): E724-E732.
- Dang, H.; Dekkers, N.; Steyerberg, E.W.; Baldaque-Silva, F.; Omae, M.; Haasnoot, K.J.C.; Tilburg, L. van; Nobbenhuis, K.; Kraan, J. van der; Langers, A.M.J.; Hooft, J.E. van; Graaf, W. de; Koch, A.D.; Didden, P.; Moons, L.M.G.; Hardwick, J.C.H. & Boonstra, J.J. (2023), Predicting procedure duration of colorectal endoscopic submucosal dissection at Western endoscopy centers (vol 11, pg E724, 2023), Endoscopy International Open 11(8): C5-C5.
- Hond, A.A.H. de; Kant, I.M.J.; Fornasa, M.; Cina, G.; Elbers, P.W.G.; Thoral, P.J.; Arbous, M.S. & Steyerberg, E.W. (2023), Predicting Readmission or Death After Discharge From the ICU: External Validation and Retraining of a Machine Learning Model, Critical Care Medicine 51(2): 291-300.
- Mikolic, A.; Steyerberg, E.W.; Polinder, S.; Wilson, L.; Zeldovich, M.; Steinbuechel, N. von; Newcombe, V.F.J.; Menon, D.K.; Naalt, J. van der; Lingsma, H.F.; Maas, A.I.R.; Klaveren, D. van & CENTER-TBI Participants (2023), Prognostic Models for Global Functional Outcome and Post-Concussion Symptoms Following Mild Traumatic Brain Injury: A Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Study, Journal of Neurotrauma 40(15-16): 1651-1670.
- Steinbuechel, N. von; Rauen, K.; Covic, A.; Krenz, U.; Bockhop, F.; Mueller, I.; Cunitz, K.; Polinder, S.; Steyerberg, E.W.; Vester, J.; Zeldovich, M. & CTR TBI participants investigator (2023), Sensitivity of outcome instruments in a priori selected patient groups after traumatic brain injury: Results from the CENTER-TBI study, PLoS ONE 18(4).
- Langenhuijsen, L.F.S.; Janse, R.J.; Venema, E.; Kent, D.M.; Diepen, M. van; Dekker, F.W.; Steyerberg, E.W. & Jong, Y. de (2023), Systematic metareview of prediction studies demonstrates stable trends in bias and low PROBAST inter-rater agreement, Journal of Clinical Epidemiology 159: 159-173.
- Dregmans, E.; Kaal, A.G.; Meziyerh, S.; Kolfschoten, N.E.; Aken, M.O. van; Schippers, E.F.; Steyerberg, E.W. & Nieuwkoop, C. van (2022), Analysis of variation between diagnosis at admission vs discharge and clinical outcomes among adults with possible bacteremia, Jama Network Open 5(6).
- McLernon, D.J.; Giardiello, D.; Calster, B. van; Wynants, L.; Geloven, N. van; Smeden, M. van; Therneau, T.; Steyerberg, E.W. & STRATOS Initiative (2022), Assessing performance and clinical usefulness in prediction models with survival outcomes, Annals of Internal Medicine.
- Meziyerh, S.; Tomer, A.; Peters-Sengers, H.; Helm, D. van der; Coemans, M.; Pieters, T.; Venhuizen, J.H.; Haitjema, S.; Moes, D.J.; Michels, W.; Fijter, H. de; Boog, P. van der; Nguyen, T.; Florquin, S.; Zuilen, A. van; Bemelman, F.; Nurmohamed, A.; Steyerberg, E.; Rizopoulos, D.; Naesens, M.; Vries, A. de & Kers, J. (2022), Development of High-Performing and Multicenter-Validated Dynamic Prediction Models With Longitudinal Measurements of Serum Creatinine and Proteinuria for Death-Censored Kidney Graft Failure, Transplantation 106(9): S376-S376.
- Maas, A.I.R.; Menon, D.K.; Manley, G.T.; Abrams, M.; Akerlund, C.; Andelic, N.; Aries, M.; Bashford, T.; Bell, M.J.; Bodien, Y.G.; Brett, B.L.; Buki, A.; Chesnut, R.M.; Citerio, G.; Clark, D.; Clasby, B.; Cooper, D.J.; Czeiter, E.; Czosnyka, M.; Dams-O'Connor, K.; Keyser, V. de; Diaz-Arrastia, R.; Ercole, A.; Essen, T.A. van; Falvey, E.; Ferguson, A.R.; Figaji, A.; Fitzgerald, M.; Foreman, B.; Gantner, D.; Gao, G.Y.; Giacino, J.; Gravesteijn, B.; Guiza, F.; Gupta, D.; Gurnell, M.; Haagsma, J.A.; Hammond, F.M.; Hawryluk, G.; Hutchinson, P.; Jagt, M. van der; Jain, S.; Jain, S.; Jiang, J.Y.; Kent, H.; Kolias, A.; Kompanje, E.J.O.; Lecky, F.; Lingsma, H.F.; Maegele, M.; Majdan, M.; Markowitz, A.; McCrea, M.; Meyfroidt, G.; Mikoli, A.; Mondello, S.; Mukherjee, P.; Nelson, D.; Nelson, L.D.; Newcombe, V.; Okonkwo, D.; Oresic, M.; Peul, W.; Pisica, D.; Polinder, S.; Ponsford, J.; Puybasset, L.; Raj, R.; Robba, C.; Roe, C.; Rosand, J.; Schueler, P.; Sharp, D.J.; Smielewski, P.; Stein, M.B.; Steinbuchel, N. von; Stewart, W.; Steyerberg, E.W.; Stocchetti, N.; Temkin, N.; Tenovuo, O.; Theadom, A.; Thomas, I.; Espin, A.T.; Turgeon, A.F.; Unterberg, A.; Praag, D. van; Veen, E. van; Verheyden, J.; Vande Vyvere, T.; Wang, K.K.W.; Wiegers, E.J.A.; Williams, W.H.; Wilson, L.; Wisniewski, S.R.; Younsi, A.; Yue, J.K.; Yuh, E.L.; Zeiler, F.A.; Zeldovich, M.; Zemek, R. & TBIR Participants Investigators (2022), Traumatic brain injury: progress and challenges in prevention, clinical care, and research, The Lancet Neurology 21(11): 1004-1060.
- Meryem Baysan; MD, Mendi S. Arbous, MD; PhD,Ewout W. Steyerberg, MD, PhD; and Johanna G. van der Bom, MD & PhD (2022), Prediction of inhospital mortality in critically ill patients with sepsis, Critical Care Explorations 4(9).
- Velde, L.A. van der; Steyerberg, E.W.; Numans, M.E. & Kiefte-de Jong, J.C. (2022), Food insecurity status is of added value in explaining poor health, BMJ Open 12(2).
- Caudri, D.; Turkovic, L.; Klerk, N.H. de; Rosenow, T.; Murray, C.P.; Steyerberg, E.W.; Ranganathan, S.C.; Sly, P.; Stick, S.M.; Breuer, O. & AREST CF Study Grp (2022), A screening tool to identify risk for bronchiectasis progression in children with cystic fibrosis, Pediatric Pulmonology 57(1): 122-131.
- Geloven, N. van; Giardiello, D.; Bonneville, E.F.; Teece, L.; Ramspek, C.L.; Smeden, M. van; Snell, K.I.E.; Calster, B. van; Pohar-Perme, M.; Riley, R.D.; Putter, H. & Steyerberg, E. (2022), Validation of prediction models in the presence of competing risks, BRITISH MEDICAL JOURNAL.
- Geloven, N. van; Giardiello, D.; Bonneville, E.F.; Teece, L.; Ramspek, C.L.; Smeden, M. van; Snell, K.I.E.; Calster, B. van; Pohar-Perme, M.; Riley, R.D.; Putter, H.; Steyerberg, E. & STRATOS Initiative (2022), Validation of prediction models in the presence of competing risks: a guide through modern methods, BRITISH MEDICAL JOURNAL 377.
- Huinink, S.T.; Jong, D.C. de; Nieboer, D.; Thomassen, D.; Steyerberg, E.W.; Dijkgraaf, M.G.W.; Bodelier, A.G.L.; West, R.L.; Romkens, T.E.H.; Hoentjen, F.; Mallant, R.C.; Tuyl, B.A.C. van; Mares, W.G.N.; Wolfhagen, F.H.J.; Dijkstra, G.; Reijnders, J.G.P.; Boer, N.K. de; Tan, A.C.I.T.L.; Boeckel, P.G.A. van; Tack, G.J.; Asseldonk, D.P. van; D'Haens, G.R.A.M.; Woude, C.J. van der; Duijvestein, M. & Vries, A.C. de (2022), Validation and update of a prediction model for risk of relapse after cessation of anti-TNF treatment in Crohn's disease, European Journal of Gastroenterology & Hepatology 34(10): 983-992.
- Gravesteijn, B.; Krijkamp, E.; Alphen, A. van; Busschbach, J.; Geleijnse, G.; Helmrich, I.R.; Bruinsma, S.; Lint, C. van; Veen, E. van; Steyerberg, E.; Verhoef, K.; Saase, J. van; Lingsma, H. & Jong, R.B. de (2022), Update on a Model to Minimize Population Health Loss in Times of Scarce Surgical Capacity During the COVID-19 Crisis and Beyond, Value in Health 25(5): 785-786.
- Brand, C.L. van den; Foks, K.A.; Lingsma, H.F.; Naalt, J. van der; Jacobs, B.; Jong, E. de; Boogert, H.F. den; Sir,; Patka, P.; Polinder, S.; Gaakeer, M.I.; Schutte, C.E.; Jie, K.E.; Visee, H.F.; Hunink, M.G.M.; Reijners, E.; Braaksma, M.; Schoonman, G.G.; Steyerberg, E.W.; Dippel, D.W.J. & Jellema, K. (2022), Update of the CHIP (CT in Head Injury Patients) decision rule for patients with minor head injury based on a multicenter consecutive case series, Injury 53(9): 2979-2987.
- Essen, T.A. van; Lingsma, H.F.; Steyerberg, E.W.; Ruiter, G.C.W. de; Maas, A.I.R. & Peul, W.C. (2022), Treatment of acute subdural haematoma Authors' reply.
- Bhattacharyay, S.; Milosevic, I.; Wilson, L.; Menon, D.K.; Stevens, R.D.; Steyerberg, E.W.; Nelson, D.W.; Ercole, A. & CTR TBI Investigators Participants (2022), The leap to ordinal: Detailed functional prognosis after traumatic brain injury with a flexible modelling approach, PLoS ONE 17(7).
- Ullah, W.; Steyerberg, E.W. & Tchantchaleishvili, V. (2022), The checklist for administrative and research databases-related studies: The ChARDS, Artificial Organs 46(9): 1754-1759.
- Essen, T.A. van; Lingsma, H.F.; Pisica, D.; Singh, R.D.; Volovici, V.; Boogert, H.F. den; Younsi, A.; Peppel, L.D.; Heijenbrok-Kal, M.H.; Ribbers, G.M.; Walchenbach, R.; Menon, D.K.; Hutchinson, P.; Depreitere, B.; Steyerberg, E.W.; Maas, A.I.R.; Ruiter, G.C.W. de; Peul, W.C. & CENTER-TBI Collaboration Grp (2022), Surgery versus conservative treatment for traumatic acute subdural haematoma: a prospective, multicentre, observational, comparative effectiveness study, The Lancet Neurology 21(7): 620-631.
- Tomer, A.; Nieboer, D.; Roobol, M.J.; Steyerberg, E.W. & Rizopoulos, D. (2022), Shared decision making of burdensome surveillance tests using personalized schedules and their burden and benefit, Statistics in Medicine 41(12): 2115-2131.
- Roumans, C.A.M.; Zellenrath, P.A.; Steyerberg, E.W.; Lansdorp-Vogelaar, I.; Doukas, M.; Biermann, K.; Alderliesten, J.; Ingen, G. van; Nagengast, W.B.; Karrenbeld, A.; Borg, F. ter; Hage, M.; Borg, P.C.J. ter; Bakker, M.A. den; Alkhalaf, A.; Moll, F.C.P.; Brouwer-Hol, L.; Baarlen, J. van; Quispel, R.; Tilburg, A. van; Burger, J.P.W.; Tilburg, A.J.P. van; Ooms, A.H.A.G.; Tang, T.J.; Romberg-Camps, M.J.L.; Goudkade, D.; Bruno, M.J.; Rizopoulos, D. & Spaander, M.C.W. (2022), Sex Differences in Neoplastic Progression in Barrett's Esophagus: A Multicenter Prospective Cohort Study, Cancers 14(13).
- Thomas, I.; Dickens, A.M.; Posti, J.P.; Czeiter, E.; Duberg, D.; Sinioja, T.; Krakstrom, M.; Helmrich, I.R.A.R.; Wang, K.K.W.; Maas, A.I.R.; Steyerberg, E.W.; Menon, D.K.; Tenovuo, O.; Hyotylainen, T.; Buki, A.; Oresic, M. & CENTER-TBI Participants Investigat (2022), Serum metabolome associated with severity of acute traumatic brain injury, Nature Communications 13(1).
- Richter, S.; Winzeck, S.; Czeiter, E.; Amrein, K.; Kornaropoulos, E.N.; Verheyden, J.; Sugar, G.; Yang, Z.H.; Wang, K.V.; Maas, A.I.R.; Steyerberg, E.; Buki, A.; Newcombe, V.F.J.; Menon, D.K. & Collaborative European NeuroTrauma (2022), Serum biomarkers identify critically ill traumatic brain injury patients for MRI, Critical Care 26(1).
- Williams, R.D.; Markus, A.F.; Yang, C.; Duarte-Salles, T.; DuVall, S.L.; Falconer, T.; Jonnagaddala, J.; Kim, C.; Rho, Y.; Williams, A.E.; Machado, A.A.; An, M.H.; Aragon, M.; Areia, C.; Burn, E.; Choi, Y.H.; Drakos, I.; Abrahao, M.T.F.; Fernandez-Bertolin, S.; Hripcsak, G.; Kaas-Hansen, B.S.; Kandukuri, P.L.; Kors, J.A.; Kostka, K.; Liaw, S.T.; Lynch, K.E.; Machnicki, G.; Matheny, M.E.; Morales, D.; Nyberg, F.; Park, R.W.; Prats-Uribe, A.; Pratt, N.; Rao, G.; Reich, C.G.; Rivera, M.; Seinen, T.; Shoaibi, A.; Spotnitz, M.E.; Steyerberg, E.W.; Suchard, M.A.; You, S.C.; Zhang, L.; Zhou, L.L.; Ryan, P.B.; Prieto-Alhambra, D.; Reps, J.M. & Rijnbeek, P.R. (2022), Seek COVER: using a disease proxy to rapidly develop and validate a personalized risk calculator for COVID-19 outcomes in an international network, BMC Medical Research Methodology 22(1).
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- Bussel, E.F. van; Richard, E.; Busschers, W.B.; Steyerberg, E.W.; Gool, W.A. van; Charante, E.P.V. van & Hoevenaar-Blom, M.P. (2019), A cardiovascular risk prediction model for older people: Development and validation in a primary care population, Journal of Clinical Hypertension 21(8): 1145-1152.
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- McFadyen, C.A.; Zeiler, F.A.; Newcombe, V.; Synnot, A.; Steyerberg, E.; Gruen, R.L.; Rosand, J.; Palotie, A.; Maas, A.I.R. & Menon, D.K. (2019), Apolipoprotein E4 Polymorphism and Outcomes from Traumatic Brain Injury: A Living Systematic Review and Meta-Analysis, Journal of Neurotrauma: 1-13.
- Houweling, T.A.J.; Klaveren, D. van; , S. das; Azad, K.; Tripathy, P.; Manandhar, D.; Neuman, M.; Jonge, E. de; Been, J.V.; Steyerberg, E. & Costello, A. (2019), A prediction model for neonatal mortality in low- and middle-income countries: an analysis of data from population surveillance sites in India, Nepal and Bangladesh, International Journal of Epidemiology 48(1): 186-198.
- Calster, B. van; Steyerberg, E.W. & Collins, G.S. (2019), Artificial Intelligence Algorithms for Medical Prediction Should Be Nonproprietary and Readily Available, JAMA Internal Medicine 179(5): 731-731.
- Sokoreli, I.; Cleland, J.G.; Pauws, S.C.; Steyerberg, E.W.; Vries, J.J.G. de; Riistama, J.M.; Dobbs, K.; Bulemfu, J. & Clark, A.L. (2019), Added value of frailty and social support in predicting risk of 30-day unplanned re-admission or death for patients with heart failure: An analysis from OPERA-HF, International Journal of Cardiology 278: 167-172.
- von Steinbuechel Nicole, Gorbunova Anastasia, Fardzadeh Haghish Ebad, Steyerberg Ewout, Polinder Suzanne, Wilson Lindsay, Real Ruben, Maas Andrew & Menon David (2019), Assessing Outcome after TBI across Europe - Further Experiences from Center-TBI, Brain Injury 33: 169-169.
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- Verbeek, J.F.M.; Nieboer, D.; Parker, C.; Kattan, M.W.; Steyerberg, E.W. & Roobol, M.J. (2019), A Tool for Shared Decision Making on Referral for Prostate Biopsy in the Primary Care Setting: Integrating Risks of Cancer with Life Expectancy, Journal of Personalized Medicine 9(2).
- Steyerberg, E.W.; Wiegers, E.; Sewalt, C.; Buki, A.; Citerio, G.; Keyser, V. de; Ercole, A.; Kunzmann, K.; Lanyon, L.; Lecky, F.; Lingsma, H.; Manley, G.; Nelson, D.; Peul, W.; Stocchetti, N.; Steinbuchel, N. von; Vande Vyvere, T.; Verheyden, J.; Wilson, L.; Maas, A.I.R.; Menon, D.K. & CENTER-TBI Participants Investigat (2019), Case-mix, care pathways, and outcomes in patients with traumatic brain injury in CENTER-TBI: a European prospective, multicentre, longitudinal, cohort study, Lancet Neurology 18(10): 923-934.
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- Licher, S.; Leening, M.J.G.; Yilmaz, P.; Wolters, F.J.; Heeringa, J.; Bindels, P.J.E.; Vernooij, M.W.; Stephan, B.C.M.; Steyerberg, E.W.; Ikram, M.K.; Ikram, M.A. & Alzheimers Dis Neuroimaging Initia (2019), Development and Validation of a Dementia Risk Prediction Model in the General Population: An Analysis of Three Longitudinal Studies, American Journal of Psychiatry 176(7): 543-551.
- Bosma, L.B.E.; Rein, N. van; Hunfeld, N.G.M.; Steyerberg, E.W.; Melief, P.H.G.J. & Bemt, P.M.L.A. van den (2019), Development of a multivariable prediction model for identification of patients at risk for medication transfer errors at ICU discharge, PLoS ONE 14(4).
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- Husain-Syed, F.; Birk, H.W.; Ronco, C.; Schormann, T.; Tello, K.; Richter, M.J.; Wilhelm, J.; Sommer, N.; Steyerberg, E.; Bauer, P.; Walmrath, H.D.; Seeger, W.; McCullough, P.A.; Gall, H. & Ghofrani, H.A. (2019), Doppler-Derived Renal Venous Stasis Index in the Prognosis of Right Heart Failure, Journal of the American Heart Association 8(21).
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- Roos, V.H.; Mangas-Sanjuan, C.; Rodriguez-Girondo, M.; Medina-Prado, L.; Steyerberg, E.W.; Bossuyt, P.M.M.; Dekker, E.; Jover, R. & Leerdam, M.E. van (2019), Effects of Family History on Relative and Absolute Risks for Colorectal Cancer: A Systematic Review and Meta-Analysis, Clinical Gastroenterology and Hepatology 17(13): 2657-+.
- Leeuwen, N. van; Walgaard, C.; Doorn, P.A. van; Jacobs, B.C.; Steyerberg, E.W. & Lingsma, H.F. (2019), Efficient design and analysis of randomized controlled trials in rare neurological diseases: An example in Guillain-Barre syndrome, PLoS ONE 14(2).
- Volovici, V.; Steyerberg, E.W.; Cnossen, M.C.; Haitsma, I.K.; Dirven, C.M.F.; Maas, A.I.R. & Lingsma, H.F. (2019), Evolution of Evidence and Guideline Recommendations for the Medical Management of Severe Traumatic Brain Injury, Journal of Neurotrauma 36(22): 3183-3189.
- Mijderwijk, H.J.; Steyerberg, E.W.; Steiger, H.J.; Fischer, I. & Kamp, M.A. (2019), Fundamentals of Clinical Prediction Modeling for the Neurosurgeon, Neurosurgery 85(3): 302-311.
- Richter, S.; Stevenson, S.; Newman, T.; Wilson, L.; Menon, D.K.; Maas, A.I.R.; Nieboer, D.; Lingsma, H.; Steyerberg, E.W. & Newcombe, V.F.J. (2019), Handling of Missing Outcome Data in Traumatic Brain Injury Research: A Systematic Review, Journal of Neurotrauma 36(19): 2743-2752.
- Luijken, K.; Groenwold, R.H.H.; Calster, B. van; Steyerberg, E.W. & Smeden, M. van (2019), Impact of predictor measurement heterogeneity across settings on the performance of prediction models: A measurement error perspective, Statistics in Medicine 38(18): 3444-3459.
- Siregar, S.; Nieboer, D.; Versteegh, M.I.M.; Steyerberg, E.W. & Takkenberg, J.J.M. (2019), Methods for updating a risk prediction model for cardiac surgery: a statistical primer, Interactive Cardiovascular and Thoracic Surgery 28(3): 333-338.
- Klaveren, D. van; Balan, T.A.; Steyerberg, E.W. & Kent, D.M. (2019), Models with interactions overestimated heterogeneity of treatment effects and were prone to treatment mistargeting, Journal of Clinical Epidemiology 114: 72-83.
- Tomer, A.; Rizopoulos, D.; Nieboer, D.; Drost, F.J.; Roobol, M.J. & Steyerberg, E.W. (2019), Personalized Decision Making for Biopsies in Prostate Cancer Active Surveillance Programs, Medical Decision Making 39(5): 499-508.
- Calster, B. van; McLernon, D.J.; Smeden, M. van; Wynants, L.; Steyerberg, E.W. & STRATOS Initiative (2019), Calibration: the Achilles heel of predictive analytics, BMC Medicine 17(1).
- Venema, E.; Lingsma, H.F.; Chalos, V.; Mulder, M.J.H.L.; Lahr, M.M.H.; Lugt, A. van der; Es, A.C.G.M. van; Steyerberg, E.W.; Hunink, M.G.M.; Dippel, D.W.J. & Roozenbeek, B. (2019), Personalized Prehospital Triage in Acute Ischemic Stroke A Decision-Analytic Model, Stroke 50(2): 313-320.
- Tomer, A.; Nieboer, D.; Roobol, M.J.; Steyerberg, E.W. & Rizopoulos, D. (2019), Personalized schedules for surveillance of low-risk prostate cancer patients, Biometrics 75(1): 153-162.
- Giardiello, D.; Steyerberg, E.W.; Hauptmann, M.; Adank, M.A.; Akdeniz, D.; Blomqvist, C.; Bojesen, S.E.; Bolla, M.K.; Brinkhuis, M.; Chang-Claude, J.; Czene, K.; Devilee, P.; Dunning, A.M.; Easton, D.F.; Eccles, D.M.; Fasching, P.A.; Figueroa, J.; Flyger, H.; Garcia-Closas, M.; Haeberle, L.; Haiman, C.A.; Hall, P.; Hamann, U.; Hopper, J.L.; Jager, A.; Jakubowska, A.; Jung, A.; Keeman, R.; Kramer, I.; Lambrechts, D.; Marchand, L. le; Lindblom, A.; Lubinski, J.; Manoochehri, M.; Mariani, L.; Nevanlinna, H.; Oldenburg, H.S.A.; Pelders, S.; Pharoah, P.D.P.; Shah, M.; Siesling, S.; Smit, V.T.H.B.M.; Southey, M.C.; Tapper, W.J.; Tollenaar, R.A.E.M.; Broek, A.J. van den; Deurzen, C.H.M. van; Leeuwen, F.E. van; Ongeval, C. van; Van't Veer, L.J.; Wang, Q.; Wendt, C.; Westenend, P.J.; Hooning, M.J. & Schmidt, M.K. (2019), Prediction and clinical utility of a contralateral breast cancer risk model, Breast Cancer Research 21(1).
- Fustolo-Gunnink, S.F.; Fijnvandraat, K.; Klaveren, D. van; Stanworth, S.J.; Curley, A.; Onland, W.; Steyerberg, E.W.; Kort, E. de; d'Haens, E.J.; Hulzebos, C.V.; Huisman, E.J.; Boode, W.P. de; Lopriore, E.; Bom, J.G. van der & PLANET-2 MATISSE Collaborators (2019), Preterm neonates benefit from low prophylactic platelet transfusion threshold despite varying risk of bleeding or death, Blood 134(26): 2354-2360.
- Steyerberg Ewout W. (2019), Pitfalls in prediction model development and validation in small data sets, Bone Marrow Transplantation 54: 143-143.
- Munter, L. de; Polinder, S.; Ree, C.L.P. van de; Kruithof, N.; Lansink, K.W.W.; Steyerberg, E.W. & Jongh, M.A.C. de (2019), Predicting health status in the first year after trauma, British Journal of Surgery 106(6): 701-710.
- McLernon, D.J.; Lee, A.J.; Maheshwari, A.; Eekelen, R. van; Geloven, N. van; Putter, H.; Eijkemans, M.J.; Steeg, J.W. van der; Veen, F. van der; Steyerberg, E.W.; Mol, B.W. & Bhattacharya, S. (2019), Predicting the chances of having a baby with or without treatment at different time points in couples with unexplained subfertility, Human Reproduction 34(6): 1126-1138.
- Pauwels R. W. M., van der Woude C. J., Nieboer D., Steyerberg E. W., Casanova M. J., Gisbert J. P., Lobo A. J., Lees C. W., Kennedy N. A., Molnar T., Szanto K., Louis E., Mary J. -Y., Lukas M., Duijvestein M., Bots S., D'Haens G. R. A. M. & de Vries A. C. (2019), Prediction model to safely cease anti-TNF therapy in Crohn's disease: individual patient data meta-analysis (IPD-MA), Journal of Crohn's and Colitis 13: S159-S159.
- Dijkland, S.A.; Foks, K.A.; Polinder, S.; Dippel, D.W.J.; Maas, A.I.R.; Lingsma, H.F. & Steyerberg, E.W. (2019), Prognosis in Moderate and Severe Traumatic Brain Injury: A Systematic Review of Contemporary Models and Validation Studies, Journal of Neurotrauma.
- Ageron, F.X.; Gayet-Ageron, A.; Steyerberg, E.; Bouzat, P. & Roberts, I. (2019), Prognostic model for traumatic death due to bleeding: cross-sectional international study, BMJ Open 9(5).
- Austin, P.C.; Ceyisakar, I.E.; Steyerberg, E.W.; Lingsma, H.F. & Marang-van de Mheen, P.J. (2019), Ranking hospital performance based on individual indicators: can we increase reliability by creating composite indicators?, BMC Medical Research Methodology 19.
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- Eekelen, R. van; Geloven, N. van; Wely, M. van; McLernon, D.J.; Eijkemans, M.J.; Repping, S.; Steyerberg, E.W.; Mol, B.W.; Bhattacharya, S. & Veen, F. van der (2017), Constructing the crystal ball: how to get reliable prognostic information for the management of subfertile couples, Human Reproduction 32(11): 2153-2158.
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- McLernon, D.; Velde, E. te; Steyerberg, E.; Lee, A.; Mol, B. & Bhattacharya, S. (2017), A dynamic approach to estimating the chances of a live birth in couples with unexplained subfertility with and without treatment: a population-based record-linkage study, Human Reproduction 32: 324-324.
- Smedinga, H.; Steyerberg, E.W.; Beukers, W.; Klaveren, D. van; Zwarthoff, E.C. & Vergouwe, Y. (2017), Prediction of Multiple Recurrent Events: A Comparison of Extended Cox Models in Bladder Cancer, American Journal of Epidemiology 186(5): 612-623.
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