Variable | Development Dataset | Validation Dataset | ||||
---|---|---|---|---|---|---|
Surgical Airway Management | Â | Surgical Airway Management | Â | |||
No | Yes | P-value | No | Yes | P-value | |
N (%) | 8019 (98.6) | 110 (1.4) | Â | 8801 (98.8) | 106 (1.2) | Â |
Age, years, median (IQR) | 57 (34–71) | 44 (26–66) | 0.001 | 61 (38–74) | 50 (27–70) | 0.006 |
Age group | Â | Â | 0.026 | Â | Â | 0.056 |
 16–59 y | 4308 (53.7) | 71 (64.5) |  | 4245 (48.2) | 61 (57.5) |  |
  ≥ 60 y | 3711 (46.3) | 39 (35.5) |  | 4556 (51.8) | 45 (42.5) |  |
 Missing | 0 (0) | 0 (0) |  | 0 (0) | 0 (0) |  |
Male sex | 5678 (70.8) | 91 (82.7) | 0.006 | 6156 (69.9) | 92 (86.8) | 0.006 |
 Missing | 0 (0) | 0 (0) |  | 0 (0) | 0 (0) |  |
Vital signs on hospital arrival, median (IQR) | ||||||
 Systolic blood pressure, mm Hg | 122 (90–151) | 128 (105–150) | 0.307 | 125 (93–153) | 129 (96–155) | 0.493 |
 Missing | 0 (0) | 0 (0) |  | 0 (0) | 0 (0) |  |
 Heart rate, bpm | 95 (78–116) | 101 (80–113) | 0.399 | 93 (77–113) | 100 (80–120) | 0.061 |
  Missing | 135 (1.7) | 1 (0.9) |  | 143 (1.6) | 4 (3.8) |  |
 GCS score | 8 (4–13) | 8 (4–13) | 0.933 | 8 (4–13) | 7 (4–14) | 0.669 |
  Missing | 277 (0.6) | 4 (0.6) |  | 292 (3.3) | 7 (6.6) |  |
Variable | Development Dataset | Validation Dataset | ||||
Surgical Airway Management | Â | Surgical Airway Management | Â | |||
No | Yes | P-value | No | Yes | P-value | |
Revised Trauma Score (RTS), median (IQR) | 6 (5–7) | 6 (4–7) | 0.775 | 6 (5–8) | 6 (5–8) | 0.480 |
 Missing | 893 (11.1) | 16 (14.5) |  | 969 (11.0) | 19 (17.9) |  |
Injury Severity Score (ISS), median (IQR) | 26 (20–36) | 27 (20–34) | 0.803 | 25 (19–35) | 27 (18–35) | 0.618 |
 Missing | 132 (16.4) | 3 (2.7) |  | 130 (1.5) | 0 (0) |  |
Admission to the tertiary emergency hospitals | 7056 (88.0) | 92 (83.6) | 0.164 | 7675 (87.2) | 86 (81.1) | 0.063 |
Injured region, AIS score | Â | Â | Â | Â | Â | |
 Head, median (IQR) | 4 (0–5) | 3 (0–4) | 0.002 | 1 (0–1) | 1 (0–1) | 0.507 |
  AIS ≥ 2, n (%) | 5417 (67.4) | 64 (58.2) | 0.037 | 5830 (66.2) | 71 (67.0) | 0.873 |
 Face, median (IQR) | 0 (0–0) | 1 (0–2) | <  0.001 | 0 (0–0) | 1 (0–2) | <  0.001 |
  AIS ≥ 2, n (%) | 1040 (13.0) | 47 (42.7) | <  0.001 | 1237 (14.1) | 44 (41.5) | <  0.001 |
 Neck, median (IQR) | 0 (0–0) | 0 (0–0) | <  0.001 | 0 (0–0) | 0 (0–0) | <  0.001 |
  AIS ≥ 2, n (%) | 58 (0.7) | 11 (10.0) | <  0.001 | 64 (0.7) | 8 (7.5) | <  0.001 |
 Chest, median (IQR) | 0 (0–4) | 0 (0–4) | 0.882 | 0 (0–1) | 0 (0–1) | 0.539 |
Variable | Development Dataset | Validation Dataset | ||||
Surgical Airway Management | Â | Surgical Airway Management | Â | |||
No | Yes | P value | No | Yes | P value | |
  AIS ≥ 2, n (%) | 3750 (46.8) | 50 (45.5) | 0.785 | 4039 (45.9) | 50 (47.2) | 0.793 |
 Abdomen, median (IQR) | 0 (0–0) | 0 (0–0) | 0.012 | 0 (0–0) | 0 (0–0) | 0.245 |
  AIS ≥ 2, n (%) | 1853 (23.1) | 14 (12.7) | 0.010 | 1891 (21.5) | 18 (17.0) | 0.261 |
 Spine, median (IQR) | 0 (0–0) | 0 (0–2) | 0.002 | 0 (0–0) | 0 (0–1) | 0.261 |
  AIS ≥ 2, n (%) | 1438 (17.9) | 32 (29.1) | 0.003 | 2090 (23.7) | 29 (27.4) | 0.385 |
 Upper extremities | 0 (0–1) | 0 (0–1) | 0.097 | 0 (0–1) | 0 (0–0) | 0.231 |
  AIS ≥ 2, n (%) | 1623 (20.2) | 27 (24.5) | 0.265 | 1919 (21.8) | 19 (17.9) | 0.336 |
 Pelvis and lower extremities,  median (IQR) | 0 (0–3) | 0 (0–2) | 0.104 | 0 (0–0) | 0 (0–0) | 0.518 |
  AIS ≥ 2, n (%) | 3043 (37.9) | 33 (30.0) | 0.088 | 3235 (36.8) | 35 (33.0) | 0.427 |
 Surface, median (IQR) | 0 (0–0) | 0 (0–0) | 0.558 | 0 (0–0) | 0 (0–0) | 0.260 |
  AIS ≥ 2, n (%) | 23 (0.3) | 1 (0.9) | 0.232 | 26 (0.3) | 0 (0.0) | 0.575 |
 Cervical spine, median (IQR) | 3 (2–4) | 3 (2–4) | 0.510 | 0 (0–0) | 0 (0–4) | 0.440 |
  AIS ≥ 2, n (%) | 652 (8.1) | 24 (21.8) | <  0.001 | 920 (10.5) | 24 (22.6) | <  0.001 |