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Time-dependent prediction and evaluation of variable importance using superlearning in high-dimensional clinical data.
Hubbard A, Munoz ID, Decker A, Holcomb JB, Schreiber MA, Bulger EM, Brasel KJ, Fox EE, del Junco DJ, Wade CE, Rahbar MH, Cotton BA, Phelan HA, Myers JG, Alarcon LH, Muskat P, Cohen MJ; PROMMTT Study Group. Hubbard A, et al. J Trauma Acute Care Surg. 2013 Jul;75(1 Suppl 1):S53-60. doi: 10.1097/TA.0b013e3182914553. J Trauma Acute Care Surg. 2013. PMID: 23778512 Free PMC article.
Pragmatic Randomized Optimal Platelet and Plasma Ratios (PROPPR) Trial: design, rationale and implementation.
Baraniuk S, Tilley BC, del Junco DJ, Fox EE, van Belle G, Wade CE, Podbielski JM, Beeler AM, Hess JR, Bulger EM, Schreiber MA, Inaba K, Fabian TC, Kerby JD, Cohen MJ, Miller CN, Rizoli S, Scalea TM, O'Keeffe T, Brasel KJ, Cotton BA, Muskat P, Holcomb JB; PROPPR Study Group. Baraniuk S, et al. Injury. 2014 Sep;45(9):1287-95. doi: 10.1016/j.injury.2014.06.001. Epub 2014 Jun 10. Injury. 2014. PMID: 24996573 Free PMC article. Clinical Trial.
Statistical Machines for Trauma Hospital Outcomes Research: Application to the PRospective, Observational, Multi-Center Major Trauma Transfusion (PROMMTT) Study.
Moore SE, Decker A, Hubbard A, Callcut RA, Fox EE, Del Junco DJ, Holcomb JB, Rahbar MH, Wade CE, Schreiber MA, Alarcon LH, Brasel KJ, Bulger EM, Cotton BA, Muskat P, Myers JG, Phelan HA, Cohen MJ; PROMMTT Study Group. Moore SE, et al. Among authors: hubbard a. PLoS One. 2015 Aug 21;10(8):e0136438. doi: 10.1371/journal.pone.0136438. eCollection 2015. PLoS One. 2015. PMID: 26296088 Free PMC article.
Collaborative targeted maximum likelihood estimation for variable importance measure: Illustration for functional outcome prediction in mild traumatic brain injuries.
Pirracchio R, Yue JK, Manley GT, van der Laan MJ, Hubbard AE; TRACK-TBI Investigators including Wayne A Gordon, Hester F Lingsma, Andrew IR Maas, Pratik Mukherjee, David O Okonkwo, David M Schnyer, Alex B Valadka and Esther L Yuh. Pirracchio R, et al. Stat Methods Med Res. 2018 Jan;27(1):286-297. doi: 10.1177/0962280215627335. Epub 2016 Jun 29. Stat Methods Med Res. 2018. PMID: 27363429 Free PMC article.
Big data and targeted machine learning in action to assist medical decision in the ICU.
Pirracchio R, Cohen MJ, Malenica I, Cohen J, Chambaz A, Cannesson M, Lee C, Resche-Rigon M, Hubbard A; ACTERREA Research Group. Pirracchio R, et al. Among authors: hubbard a. Anaesth Crit Care Pain Med. 2019 Aug;38(4):377-384. doi: 10.1016/j.accpm.2018.09.008. Epub 2018 Oct 16. Anaesth Crit Care Pain Med. 2019. PMID: 30339893 Review.
927 results