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 |
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.
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.