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Table 3 Sample characteristics—nominal and ordinal variables

From: Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach

Variable

Category

Count/%

With outcome 0 (alive)/%

With outcome 1 (dead)/%

Race

Asian

456/58.1

337/73.9

119/26.1

 

Other

329/41.9

244/74.2

85/25.8

 

Total/%

785/100

581/74.1

204/25.9

Mechanism of injury (MOI)

MVC

294/37.5

222/75.5

72/24.5

 

Fall

199/25.4

142/71.4

57/28.6

 

Pedestrian

162/20.5

110/67.9

52/32.1

 

Other

130/16.6

107/82.3

23/17.7

 

Total/%

785/100

581/74.1

204/25.9

Mode of arrival

Ambulance

639/81.4

455/71.2

184/28.8

 

Other

146/18.6

126/86.3

20/13.7

 

Total/%

785/100%

581/74.1%

204/25.9%

Multiple rib fractures

No

600/76.4%

454/75.7%

146/24.3%

 

Yes

185/23.6%

127/68.6%

58/31.4%

 

Total

785/100%

581/74.1%

204/25.9%

Lung contusion

No

509/64.8%

387/76%

122/24%

 

Yes

276/35.2%

194/70.3%

82/29.7%

 

Total

785/100%

581/74.1%

204/25.9%

Hemothorax

No

678/86.4%

514/75.8%

164/24.2%

 

Yes

107/13.6%

67/62.6%

40/37.4%

 

Total

785/100%

581/74.1%

204/25.9%

Pneumothorax

No

594/75.7%

456/76.8%

138/23.2%

 

Yes

191/24.3%

125/65.4%

66/34.6%

 

Total

785/100%

581/74.1%

204/25.9%

Midline shift

No

521/66.4%

416/79.8%

105/20.2%

 

Yes

264/33.6%

165/62.5%

99/37.5%

 

Total/%

785/100

581/74.1

204/25.9

TBI diagnosis/ CT findings

SDH

226/28.8

151/66.8

75/33.2

 

EDH

161/20.5

140/87

21/13

 

SAH

86/11

48/55.8

38/44.2

 

CONT

119/15.2

101/84.9

18/15.1

 

DAI

106/13.5

85/80.2

21/19.8

 

Other

87/11.1

56/64.4

31/35.6

 

Total/%

785/100

581/74.1

204/25.9

Cerebral edema

No

701/89.3

552/78.7

149/21.3

 

Yes

84/10.7

29/34.5

55/65.5

 

Total/%

785/100

581/74.1

204/25.9

Head AIS (HAIS)

3

241/30.7

218/90.5

23/9.5

 

4

187/23.8

140/74.9

47/25.1

 

5

357/45.5

223/62.5

134/37.5

 

Total/%

785/100

581/74.1

204/25.9

Face AIS (FAIS)

0

399/50.8

276/69.2

123/30.8

 

1

85/10.8

70/82.4

15/17.6

 

2 (2–5)a

301/38.3

235/78.1

66/21.9

 

Total/%

785/100

581/74.1

204/25.9

Chest AIS (CAIS)

0

353/45

282/79.9

71/20.1

 

1 (1–2)a

120/15.3

82/68.3

38/31.7

 

2 (3–5)a

312/39.7

217/69.6

95/30.4

 

Total/%

785/100

581/74.1

204/25.9

Abdomen AIS (AAIS)

0

610/77.7

473/77.5

137/22.5

 

1 (1–2)a

104/13.2

67/64.4

37/35.6

 

2 (3–5)a

71/9

41/57.7

30/42.3

 

Total/%

785/100

581/74.1

204/25.9

Spine AIS (SAIS)

0

538/68.5

402/74.7

136/25.3

 

1 (1–5)a

274/31.5

179/72.5

68/27.5

 

Total/%

785/100

581/74.1

204/25.9

Extremities AIS (EAIS)

0

416/53

316/76

100/24

 

1 (1–2)a

262/33.4

194/74

68/26

 

2 (3–5)a

107/13.6

71/66.4

36/33.6

 

Total/%

785/100

581/74.1

204/25.9

Known comorbidities

No

659/83.9

496/75.3

163/24.7

 

Yes

126/16.1

85/67.5

41/32.5

 

Total/%

785/100

581/74.1

204/25.9

Intubation location

In-hospital

267/34

210/78.7

57/21.3

 

Pre-hospital

518/66

371/71.6

147/28.4

 

Total/%

785/100

581/74.1

204/25.9

VTE prophylaxis

No

180/22.9

60/33.3

120/66.7

 

Yes

605/77.1

521/86.1

84/13.9

 

Total/%

785/100

581/74.1

204/25.9

Blood transfusion

No

252/32.1

228/90.5

24/9.5

 

Yes

533/67.9

353/66.2

180/33.8

 

Total/%

785/100

581/74.1

204/25.9

  1. MVC: Motor vehicle crash, SDH: subdural hemorrhage, EDH: epidural hemorrhage, SAH: subarachnoid hemorrhage, CONT: hemorrhagic contusion, DAI: diffuse axonal injury, VTE: venous thromboembolism
  2. aMedian and range