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. Author manuscript; available in PMC: 2015 Apr 14.
Published in final edited form as: Prehosp Emerg Care. 2014 Jun 16;18(4):461–470. doi: 10.3109/10903127.2014.912707

Table 2.

Variable importance of out-of-hospital physiologic measures in identifying seriously injured patients in a derivation sample (n = 27,086)

Tree 1
Tree 2
Tree 3
Physiologic measures (7 variables) Var impta Physiologic measures and current physiologic triage criteria (11 variables) Var impta Physiologic measures and all triage criteria (36 variablesb) Var impta
GCS 100 GCS 100 GCS 100
Respiratory rate 28.4 Respiratory rate 28.3 Criterion – age > 55 years 64.2
SBP 16.1 Criterion – GCS ≤ 13 19.7 Respiratory rate 28.1
Shock index 10.9 SBP 18.7 Criterion – GCS ≤ 13 19.7
Assisted ventilation 7.1 Shock index 16.5 Shock index 18.1
Intubation 6.7 Heart rate 10.9 Criterion – EMS provider judgment 16.4
Heart rate 6.4 Criterion – SBP 5.7 SBP 16.4
Criterion – airway 4.2 Criterion – fall 13.6
Intubation 0 Heart rate 12.7
Assisted ventilation 0 Criterion – pedestrian vs. auto 10.1
Criterion – respiratory rate <10 or >29 0 Criterion – respiratory rate <10 or >29 6.0
Criterion – motor cycle crash 5.3
Assisted ventilation 2.8
Criterion – MVC with passenger space intrusion 2.6
Intubation 2.5
Criterion – environment 2.0
Criterion – comorbidities 1.6
ROC values for CART trees

0.68 0.70 0.73
a

Estimates for variable importance (var impt) were calculated using classification and regression tree analysis to develop high-sensitivity (≥95%) decision trees. GCS, Glasgow Coma Scale score; SBP, systolic blood pressure; Criterion, field triage criteria, as determined on-scene by EMS personnel; MVC, motor vehicle crash; ROC, receiver operating characteristic.

b

19 of 36 predictors were not used in decision tree development and therefore given a variable importance score of zero. These predictors are omitted from the table for clarity, but include criterion – paralysis, criterion – SBP < 90, criterion – MVC with rollover, criterion – intoxication, criterion – airway, criterion – flail chest, criterion – MVC with death of occupant, criterion - penetrating torso injury, criterion – CPR, criterion – amputation, criterion – burn, criterion - steering wheel deformity, criterion - skull fracture, criterion – pelvic fracture, criterion – high speed MVC, criterion – long bone fractures, criterion – mangled extremity, criterion –MVC with ejection, and criterion – MVC with extrication.