Using similarity measures for medical event sequences to predict mortality in trauma patients

Glance, 2009, TMPM-ICD9: a trauma mortality prediction model based on ICD-9-CM codes, Annals of Surgery, 249, 1032, 10.1097/SLA.0b013e3181a38f28 Cassidy, 2014, Is the trauma mortality prediction model (TMPM-ICD-9-CM) a valid predictor of mortality in pediatric trauma patients?, Journal of Pediatric Surgery, 49, 189, 10.1016/j.jpedsurg.2013.09.055 Moore, 2018, Impact of trauma system structure on injury outcomes: a systematic review and meta-analysis, World Journal of Surgery, 42, 1327, 10.1007/s00268-017-4292-0 Celso, 2006, A systematic review and meta-analysis comparing outcome of severely injured patients treated in trauma centers following the establishment of trauma systems, Journal of Trauma and Acute Care Surgery, 60, 371, 10.1097/01.ta.0000197916.99629.eb Weeks, 2016, A modified Kampala trauma score (KTS) effectively predicts mortality in trauma patients, Injury, 47, 125, 10.1016/j.injury.2015.07.004 Glance, 2012, Impact of trauma center designation on outcomes: is there a difference between level I and level II trauma centers?, Journal of the American College of Surgeons, 215, 372, 10.1016/j.jamcollsurg.2012.03.018 Hashmi, 2014, Predictors of mortality in geriatric trauma patients: a systematic review and meta-analysis, Journal of Trauma and Acute Care Surgery, 76, 894, 10.1097/TA.0b013e3182ab0763 Tohira, 2012, Systematic review of predictive performance of injury severity scoring tools, Scandinavian Journal of Trauma, Resuscitation and Emergency Medicine, 20, 63, 10.1186/1757-7241-20-63 Kilgo, 2003, The worst injury predicts mortality outcome the best: rethinking the role of multiple injuries in trauma outcome scoring, Journal of Trauma and Acute Care Surgery, 55, 599, 10.1097/01.TA.0000085721.47738.BD Burd, 2008, Bayesian logistic injury severity score: a method for predicting mortality using international classification of disease-9 codes, Academic Emergency Medicine, 15, 466, 10.1111/j.1553-2712.2008.00105.x Zheng, 2010, The optimal temporal common subsequence, 316 Mannino, 2017, Development and evaluation of a similarity measure for medical event sequences, ACM Transactions on Management Information Systems (TMIS), 8, 8 Barell, 2002, An introduction to the Barell body region by nature of injury diagnosis matrix, Injury Prevention, 8, 91, 10.1136/ip.8.2.91 Clark, 2006, Estimating injury severity using the Barell matrix, Injury Prevention, 12, 111, 10.1136/ip.2005.010058 Bhatia, 2009, Survey of nearest neighbor techniques, International Journal of Computer Science and Information Security, 8, 14 Manning, 2008 Dudani, 1976, The distance-weighted k-nearest-neighbor rule, IEEE Transactions on Systems, Man, and Cybernetics, 325, 10.1109/TSMC.1976.5408784 Garcia-Pedrajas, 2009, Boosting k-nearest neighbor classifier by means of input space projection, Expert Systems with Applications, 36, 10570, 10.1016/j.eswa.2009.02.065 Maloof, 2003, Learning when data sets are imbalanced and when costs are unequal and unknown, vol. 2, 1 Kalton, 2009, Methods for oversampling rare subpopulations in social surveys, Survey Methodology, 35, 125 Zhang, 2010, KNN-CF approach: incorporating certainty factor to kNN classification, IEEE Intelligent Informatics Bulletin, 11, 24 Hedegaard, 2016, “Proposed framework for presenting injury data using the international classification of diseases,” tenth revision, clinical modification (ICD-10-CM) diagnosis codes, National Health Statistics Reports, 1 Qin, 2008, Comparison of non-parametric confidence intervals for the area under the roc curve of a continuous-scale diagnostic test, Statistical Methods in Medical Research, 17, 207, 10.1177/0962280207087173 Kottas, 2014, A modified Wald interval for the area under the ROC curve (AUC) in diagnostic case-control studies, BMC Medical Research Methodology, 14, 26, 10.1186/1471-2288-14-26 Youden, 1950, Index for rating diagnostic tests, Cancer, 3, 32, 10.1002/1097-0142(1950)3:1<32::AID-CNCR2820030106>3.0.CO;2-3 Li, 2013, Weighted Youden index and its two-independent-sample comparison based on weighted sensitivity and specificity, Chinese Medical Journal, 126, 1150 Newgard, 2016, Cost savings in trauma systems: the devil's in the details, Annals of Emergency Medicine, 67, 68, 10.1016/j.annemergmed.2015.06.025 Neyman, 1933, On the problem of the most efficient tests of statistical hypotheses, Philosophical Transactions of the Royal Society, 231, 289, 10.1098/rsta.1933.0009 cms.gov