TY - CHAP ED - Rotondo, M. F. ED - Cribari, C. ED - Smith, R. S. ED - Chicago, I. L. PY - 2014 DA - 2014// BT - Resources for the optimal care of the injured patient ID - ref1 ER - TY - JOUR AU - MacKenzie, E. J. AU - Rivara, F. P. AU - Jurkovich, G. J. AU - Nathens, A. B. AU - Frey, K. P. AU - Egleston, B. L. AU - Salkever, D. S. AU - Scharfstein, D. O. PY - 2006 DA - 2006// TI - A national evaluation of the effect of trauma-center care on mortality JO - N Engl J Med VL - 354 UR - https://doi.org/10.1056/NEJMsa052049 DO - 10.1056/NEJMsa052049 ID - MacKenzie2006 ER - TY - JOUR AU - Staudenmayer, K. AU - Weiser, T. G. AU - Maggio, P. M. AU - Spain, D. A. AU - Hsia, R. Y. PY - 2016 DA - 2016// TI - Trauma center care is associated with reduced readmissions after injury JO - J Trauma Acute Care Surg VL - 80 UR - https://doi.org/10.1097/TA.0000000000000956 DO - 10.1097/TA.0000000000000956 ID - Staudenmayer2016 ER - TY - JOUR AU - Rein, E. A. J. AU - Houwert, R. M. AU - Gunning, A. C. AU - Lichtveld, R. A. AU - Leenen, L. P. H. AU - Heijl, M. PY - 2017 DA - 2017// TI - Accuracy of prehospital triage protocols in selecting severely injured patients: a systematic review JO - J Trauma Acute Care Surg VL - 83 UR - https://doi.org/10.1097/TA.0000000000001516 DO - 10.1097/TA.0000000000001516 ID - Rein2017 ER - TY - STD TI - van Rein EAJ, van der Sluijs R, Voskens FJ, Lansink KWW, Houwert RM, Lichtveld RA, de Jongh MA, Dijkgraaf MGW, Champion HR, Beeres FJP, et al. Development and validation of a prediction model for prehospital triage of trauma patients. JAMA Surg. 2019. https://doi.org/10.1001/jamasurg.2018.4752. [Epub ahead of print]. ID - ref5 ER - TY - JOUR AU - Collins, G. S. AU - Reitsma, J. B. AU - Altman, D. G. AU - Moons, K. G. PY - 2015 DA - 2015// TI - Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement JO - BMJ VL - 350 UR - https://doi.org/10.1136/bmj.g7594 DO - 10.1136/bmj.g7594 ID - Collins2015 ER - TY - JOUR AU - Moons, K. G. AU - Kengne, A. P. AU - Grobbee, D. E. AU - Royston, P. AU - Vergouwe, Y. AU - Altman, D. G. AU - Woodward, M. PY - 2012 DA - 2012// TI - Risk prediction models: II. External validation, model updating, and impact assessment JO - Heart VL - 98 UR - https://doi.org/10.1136/heartjnl-2011-301247 DO - 10.1136/heartjnl-2011-301247 ID - Moons2012 ER - TY - JOUR AU - Moons, K. G. AU - Kengne, A. P. AU - Woodward, M. AU - Royston, P. AU - Vergouwe, Y. AU - Altman, D. G. AU - Grobbee, D. E. PY - 2012 DA - 2012// TI - Risk prediction models: I. Development, internal validation, and assessing the incremental value of a new (bio)marker JO - Heart VL - 98 UR - https://doi.org/10.1136/heartjnl-2011-301246 DO - 10.1136/heartjnl-2011-301246 ID - Moons2012 ER - TY - JOUR AU - Debray, T. P. AU - Moons, K. G. AU - Ahmed, I. AU - Koffijberg, H. AU - Riley, R. D. PY - 2013 DA - 2013// TI - A framework for developing, implementing, and evaluating clinical prediction models in an individual participant data meta-analysis JO - Stat Med VL - 32 UR - https://doi.org/10.1002/sim.5732 DO - 10.1002/sim.5732 ID - Debray2013 ER - TY - JOUR AU - Dick, W. F. AU - Baskett, P. J. AU - Grande, C. AU - Delooz, H. AU - Kloeck, W. AU - Lackner, C. AU - Lipp, M. AU - Mauritz, W. AU - Nerlich, M. AU - Nicholl, J. PY - 1999 DA - 1999// TI - Recommendations for uniform reporting of data following major trauma--the Utstein style. An International Trauma Anaesthesia and Critical Care Society (ITACCS) initiative JO - Eur J Emerg Med VL - 6 UR - https://doi.org/10.1097/00063110-199912000-00016 DO - 10.1097/00063110-199912000-00016 ID - Dick1999 ER - TY - JOUR AU - Champion, H. R. AU - Copes, W. S. AU - Sacco, W. J. AU - Lawnick, M. M. AU - Keast, S. L. AU - Bain, L. W. AU - Flanagan, M. E. AU - Frey, C. F. PY - 1990 DA - 1990// TI - The Major Trauma Outcome Study: establishing national norms for trauma care JO - J Trauma VL - 30 UR - https://doi.org/10.1097/00005373-199011000-00008 DO - 10.1097/00005373-199011000-00008 ID - Champion1990 ER - TY - STD TI - Landelijk Netwerk Acute Zorg: LTR landelijk jaarrapport 2011–2015. In. Edited by LNAZ; 2016. ID - ref12 ER - TY - JOUR AU - Ringdal, K. G. AU - Coats, T. J. AU - Lefering, R. AU - Bartolomeo, S. AU - Steen, P. A. AU - Roise, O. AU - Handolin, L. AU - Lossius, H. M. PY - 2008 DA - 2008// TI - Utstein TCDep: the Utstein template for uniform reporting of data following major trauma: a joint revision by SCANTEM, TARN, DGU-TR and RITG JO - Scand J Trauma Resusc Emerg Med VL - 16 UR - https://doi.org/10.1186/1757-7241-16-7 DO - 10.1186/1757-7241-16-7 ID - Ringdal2008 ER - TY - JOUR AU - Voskens, F. r. a. n. k. J. AU - van Rein, E. v. e. l. i. n. e. A. J. AU - van der Sluijs, R. o. g. i. e. r. AU - Houwert, R. o. d. e. r. i. c. k. M. AU - Lichtveld, R. o. b. e. r. t. A. n. t. o. n. AU - Verleisdonk, E. g. b. e. r. t. J. AU - Segers, M. i. c. h. i. e. l. AU - van Olden, G. e. r. AU - Dijkgraaf, M. a. r. c. e. l. AU - Leenen, L. u. k. e. P. H. AU - van Heijl, M. a. r. k. PY - 2018 DA - 2018// TI - Accuracy of Prehospital Triage in Selecting Severely Injured Trauma Patients JO - JAMA Surgery VL - 153 UR - https://doi.org/10.1001/jamasurg.2017.4472 DO - 10.1001/jamasurg.2017.4472 ID - Voskens2018 ER - TY - JOUR AU - Brown, J. B. AU - Rosengart, M. R. AU - Kahn, J. M. AU - Mohan, D. AU - Zuckerbraun, B. S. AU - Billiar, T. R. AU - Peitzman, A. B. AU - Angus, D. C. AU - Sperry, J. L. PY - 2017 DA - 2017// TI - Impact of volume change over time on trauma mortality in the United States JO - Ann Surg VL - 266 UR - https://doi.org/10.1097/SLA.0000000000001838 DO - 10.1097/SLA.0000000000001838 ID - Brown2017 ER - TY - JOUR AU - Nathens, A. B. AU - Jurkovich, G. J. AU - Maier, R. V. AU - Grossman, D. C. AU - MacKenzie, E. J. AU - Moore, M. AU - Rivara, F. P. PY - 2001 DA - 2001// TI - Relationship between trauma center volume and outcomes JO - JAMA VL - 285 UR - https://doi.org/10.1001/jama.285.9.1164 DO - 10.1001/jama.285.9.1164 ID - Nathens2001 ER - TY - JOUR AU - Baxt, W. G. AU - Upenieks, V. PY - 1990 DA - 1990// TI - The lack of full correlation between the Injury Severity Score and the resource needs of injured patients JO - Ann Emerg Med VL - 19 UR - https://doi.org/10.1016/S0196-0644(05)82606-X DO - 10.1016/S0196-0644(05)82606-X ID - Baxt1990 ER - TY - JOUR AU - Newgard, C. D. AU - Hedges, J. R. AU - Diggs, B. AU - Mullins, R. J. PY - 2008 DA - 2008// TI - Establishing the need for trauma center care: anatomic injury or resource use? JO - Prehosp Emerg Care VL - 12 UR - https://doi.org/10.1080/10903120802290737 DO - 10.1080/10903120802290737 ID - Newgard2008 ER - TY - JOUR AU - Newgard, C. D. AU - Fu, R. AU - Lerner, E. B. AU - Daya, M. AU - Wright, D. AU - Jui, J. AU - Mann, N. C. AU - Bulger, E. AU - Hedges, J. AU - Wittwer, L. PY - 2017 DA - 2017// TI - Deaths and high-risk trauma patients missed by standard trauma data sources JO - J Trauma Acute Care Surg VL - 83 UR - https://doi.org/10.1097/TA.0000000000001616 DO - 10.1097/TA.0000000000001616 ID - Newgard2017 ER - TY - JOUR AU - Buuren, S. AU - Groothuis-Oudshoorn, K. PY - 2011 DA - 2011// TI - MICE: multivariate imputation by chained equations in R JO - J Stat Softw VL - 45 UR - https://doi.org/10.18637/jss.v045.i03 DO - 10.18637/jss.v045.i03 ID - Buuren2011 ER - TY - STD TI - Audigier V, White I, Jolani S, Debray TP, Quartagno M, Carpenter J, van Buuren S, Resche-Rigon M. Multiple imputation for multilevel data with continuous and binary variables. Stat Methods Med Res. 2018. ID - ref21 ER - TY - JOUR AU - Marshall, A. AU - Altman, D. G. AU - Holder, R. L. AU - Royston, P. PY - 2009 DA - 2009// TI - Combining estimates of interest in prognostic modelling studies after multiple imputation: current practice and guidelines JO - BMC Med Res Methodol VL - 9 UR - https://doi.org/10.1186/1471-2288-9-57 DO - 10.1186/1471-2288-9-57 ID - Marshall2009 ER - TY - JOUR AU - Moons, K. G. AU - Donders, A. R. AU - Steyerberg, E. W. AU - Harrell, F. E. PY - 2004 DA - 2004// TI - Penalized maximum likelihood estimation to directly adjust diagnostic and prognostic prediction models for overoptimism: a clinical example JO - J Clin Epidemiol VL - 57 UR - https://doi.org/10.1016/j.jclinepi.2004.01.020 DO - 10.1016/j.jclinepi.2004.01.020 ID - Moons2004 ER - TY - BOOK AU - Chen, T. AU - Guestrin, C. PY - 2016 DA - 2016// TI - XGBoost: a scalable tree boosting system UR - https://doi.org/10.1145/2939672.2939785 DO - 10.1145/2939672.2939785 ID - Chen2016 ER - TY - STD TI - Ke G, Meng Q, Finley T, Wang T, Chen W, Ma W, Ye Q, Liu TY. LightGBM: a highly efficient gradient boosting decision tree. In: Guyon I, Luxburg UV, Bengio S, Wallach H, Fergus R, Vishwanathan S, Garnett R, Long Beach CA, editors. Conference on Neural Information Processing Systems (NIPS). USA: Curran Associates, Inc.; 2017. ID - ref25 ER - TY - JOUR AU - Friedman, J. H. PY - 2001 DA - 2001// TI - Greedy function approximation: a gradient boosting machine JO - Ann Stat VL - 29 UR - https://doi.org/10.1214/aos/1013203451 DO - 10.1214/aos/1013203451 ID - Friedman2001 ER - TY - JOUR AU - Natekin, A. AU - Knoll, A. PY - 2013 DA - 2013// TI - Gradient boosting machines, a tutorial JO - Front Neurorobot VL - 7 UR - https://doi.org/10.3389/fnbot.2013.00021 DO - 10.3389/fnbot.2013.00021 ID - Natekin2013 ER - TY - JOUR AU - Bergstra, J. AU - Bardenet, R. AU - Bengio, Y. AU - Kégl, B. PY - 2011 DA - 2011// TI - Algorithms for hyper-parameter optimization JO - Proc Neural Information Processing Systems VL - 24 ID - Bergstra2011 ER - TY - JOUR AU - Vickers, A. J. AU - Elkin, E. B. PY - 2006 DA - 2006// TI - Decision curve analysis: a novel method for evaluating prediction models JO - Med Decis Mak VL - 26 UR - https://doi.org/10.1177/0272989X06295361 DO - 10.1177/0272989X06295361 ID - Vickers2006 ER - TY - JOUR AU - Debray, T. P. AU - Damen, J. A. AU - Snell, K. I. AU - Ensor, J. AU - Hooft, L. AU - Reitsma, J. B. AU - Riley, R. D. AU - Moons, K. G. PY - 2017 DA - 2017// TI - A guide to systematic review and meta-analysis of prediction model performance JO - BMJ VL - 356 UR - https://doi.org/10.1136/bmj.i6460 DO - 10.1136/bmj.i6460 ID - Debray2017 ER - TY - JOUR AU - Sutton, A. J. AU - Abrams, K. R. PY - 2001 DA - 2001// TI - Bayesian methods in meta-analysis and evidence synthesis JO - Stat Methods Med Res VL - 10 UR - https://doi.org/10.1177/096228020101000404 DO - 10.1177/096228020101000404 ID - Sutton2001 ER -