Table 1 Patient characteristics and comparison between hospitals according to in-hospital mortality.

From: External validation of an artificial intelligence model using clinical variables, including ICD-10 codes, for predicting in-hospital mortality among trauma patients: a multicenter retrospective cohort study

Hospital

Cheju Halla General Hospital

Chonnam National University Hospital

Total

Survived

Deceased

Total

Survived

Deceased

(N = 3058)

(N = 2960)

(N = 98)

(N = 1382)

(N = 1261)

(N = 121)

Mortality rate

98 (3.2%)

  

121 (8.8%)

  

Age (year)

53.4 ± 21.5

52.8 ± 21.4

71.9 ± 17.1

49.0 ± 23.8

47.9 ± 23.9

60.2 ± 20.4

Procedure code

 Head procedure

74 (2.4%)

48 (1.6%)

26 (26.5%)

34 (2.5%)

8 (0.6%)

26 (21.5%)

 Torso procedure-vascular

108 (3.5%)

91 (3.1%)

17 (17.3%)

73 (5.3%)

61 (4.8%)

12 (9.9%)

 Torso procedure-abdomen

68 (2.2%)

51 (1.7%)

17 (17.3%)

78 (5.6%)

54 (4.3%)

24 (19.8%)

 Torso procedure-chest

88 (2.9%)

78 (2.6%)

10 (10.2%)

32 (2.3%)

22 (1.7%)

10 (8.3%)

 Torso procedure-heart

0 (0.0%)

0 (0.0%)

0 (0.0%)

5 (0.4%)

4 (0.3%)

1 (0.8%)

 ECMO

2 (0.1%)

0 (0.0%)

2 (2.0%)

2 (0.1%)

1 (0.1%)

1 (0.8%)

Initial KTAS

 Level 1

24 (0.8%)

10 (0.3%)

14 (14.3%)

44 (3.2%)

10 (0.8%)

34 (28.1%)

 Level 2

580 (19.0%)

538 (18.2%)

42 (42.9%)

262 (19.0%)

196 (15.5%)

66 (54.5%)

 Level 3

1823 (59.6%)

1791 (60.5%)

32 (32.7%)

513 (37.1%)

497 (39.4%)

16 (13.2%)

 Level 4

630 (20.6%)

620 (20.9%)

10 (10.2%)

524 (37.9%)

519 (41.2%)

5 (4.1%)

 Level 5

1 (0.0%)

1 (0.0%)

0 (0.0%)

39 (2.8%)

39 (3.1%)

0 (0.0%)

 Not classified

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

 Missing data

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

Altered KTAS

 Level 1

34 (1.1%)

12 (0.4%)

22 (22.4%)

53 (3.8%)

14 (1.1%)

39 (32.2%)

 Level 2

427 (14.0%)

386 (13.0%)

41 (41.8%)

331 (24.0%)

269 (21.3%)

62 (51.2%)

 Level 3

2549 (83.4%)

2514 (84.9%)

35 (35.7%)

943 (68.2%)

926 (73.4%)

17 (14.0%)

 Level 4

47 (1.5%)

47 (1.6%)

0 (0.0%)

54 (3.9%)

51 (4.0%)

3 (2.5%)

 Level 5

1 (0.0%)

1 (0.0%)

0 (0.0%)

1 (0.1%)

1 (0.1%)

0 (0.0%)

 Missing data

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

0 (0%)

Intentionality

 Accidental, unintentional

2792 (91.3%)

2710 (91.6%)

82 (83.7%)

1091 (78.9%)

1003 (79.5%)

88 (72.7%)

 Suicide, intentional self-harm

65 (2.1%)

64 (2.2%)

1 (1.0%)

4 (0.3%)

3 (0.2%)

1 (0.8%)

 Assault, violence

77 (2.5%)

76 (2.6%)

1 (1.0%)

2 (0.1%)

2 (0.2%)

0 (0.0%)

 Other specified

0 (0.0%)

0 (0.0%)

0 (0.0%)

116 (8.4%)

109 (8.6%)

7 (5.8%)

 Unspecified

48 (1.6%)

45 (1.5%)

3 (3.1%)

160 (11.6%)

135 (10.7%)

25 (20.7%)

 Missing data

76 (2.5%)

65 (2.2%)

11 (11.2%)

9 (0.7%)

9 (0.7%)

0 (0.0%)

Injury mechanism

 Car accident

331 (10.8%)

324 (10.9%)

7 (7.1%)

106 (7.7%)

95 (7.5%)

11 (9.1%)

 Bicycle accident

67 (2.2%)

67 (2.3%)

0 (0.0%)

34 (2.5%)

32 (2.5%)

2 (1.7%)

 Motorcycle accident

236 (7.7%)

227 (7.7%)

9 (9.2%)

93 (6.7%)

70 (5.6%)

23 (19.0%)

 Traffic accident-pedestrian, train, airplane, ship, etc.

237 (7.8%)

216 (7.3%)

21 (21.4%)

100 (7.2%)

70 (5.6%)

30 (24.8%)

 Traffic accident-unknown

0 (0.0%)

0 (0.0%)

0 (0.0%)

4 (0.3%)

3 (0.2%)

1 (0.8%)

 Fall

626 (20.5%)

616 (20.8%)

10 (10.2%)

193 (14.0%)

171 (13.6%)

22 (18.2%)

 Slip

716 (23.4%)

679 (22.9%)

37 (37.8%)

234 (16.9%)

217 (17.2%)

17 (14.0%)

 Struck by person or object

212 (6.9%)

209 (7.1%)

3 (3.1%)

295 (21.3%)

286 (22.7%)

9 (7.4%)

 Firearm/cut (sharp or object)/piece

253 (8.3%)

252 (8.5%)

1 (1.0%)

263 (19.0%)

258 (20.5%)

5 (4.1%)

 Machine

107 (3.5%)

107 (3.6%)

0 (0.0%)

18 (1.3%)

18 (1.4%)

0 (0.0%)

 Fire, flames, or heat

69 (2.3%)

65 (2.2%)

4 (4.1%)

9 (0.7%)

9 (0.7%)

0 (0.0%)

 Drowning or nearly drowning

3 (0.1%)

3 (0.1%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

 Poisoning

0 (0%)

0 (0.0%)

0 (0.0%)

0 (0%)

0 (0.0%)

0 (0.0%)

 Choking, hanging

0 (0.0%)

0 (0.0%)

0 (0.0%)

1 (0.1%)

1 (0.1%)

0 (0.0%)

 Other-rape, electric

129 (4.2%)

128 (4.3%)

1 (1.0%)

26 (1.9%)

25 (2.0%)

1 (0.8%)

 Unknown

72 (2.4%)

67 (2.3%)

5 (5.1%)

6 (0.4%)

6 (0.5%)

0 (0.0%)

 Missing data

0 (0%)

0 (0.0%)

0 (0.0%)

0 (0%)

0 (0.0%)

0 (0.0%)

Emergency presentation

 Yes

3020 (98.8%)

2922 (98.7%)

98 (100.0%)

1382 (100.0%)

1261 (100.0%)

121 (100.0%)

 No

36 (1.2%)

36 (1.2%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

 Unspecified

2 (0.1%)

2 (0.1%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

0 (0.0%)

AVPU scale

 Alert

2803 (91.7%)

2758 (93.2%)

45 (45.9%)

1229 (88.9%)

1190 (94.4%)

39 (32.2%)

 Drowsy

128 (4.2%)

115 (3.9%)

13 (13.3%)

55 (4.0%)

43 (3.4%)

12 (9.9%)

 Semi-coma

95 (3.1%)

76 (2.6%)

19 (19.4%)

61 (4.4%)

25 (2.0%)

36 (29.8%)

 Coma

32 (1.0%)

11 (0.4%)

21 (21.4%)

37 (2.7%)

3 (0.2%)

34 (28.1%)

 Unknown response

0 (0%)

0 (0.0%)

0 (0.0%)

0 (0%)

0 (0.0%)

0 (0.0%)

 Sex (male)

1904 (62.3%)

1847 (62.4%)

57 (58.2%)

1017 (73.6%)

922 (73.1%)

95 (78.5%)

 Injury severity score

8.2 ± 7.3

7.7 ± 6.6

20.9 ± 13.1

8.5 ± 8.9

7.0 ± 7.0

24.9 ± 9.9

 Injury severity score < 9

1695 (55.4%)

1682 (56.8%)

13 (13.3%)

821 (59.4%)

819 (64.9%)

2 (1.7%)

  1. KTAS, Korean Triage and Acuity Scale; ECMO, extracorporeal membrane oxygenation, AVPU, alert/verbal/pain/unresponsive.