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Table 4 Sample characteristics - Nominal and ordinal variables

From: Prediction of in-hospital mortality in patients with post traumatic brain injury using National Trauma Registry and Machine Learning Approach

Variable

Category

Count/%

With Outcome 0 (Alive)/%

With Outcome 1 (Dead)/%

Race

Asian

977/60.3%

858/87.8%

119/12.2%

Other

643/39.7%

559/86.9

84/13.1%

Total/%

1620/100%

1417/87.5%

203/12.5%

Mechanism of Injury (MOI)

MVC1

486/30%

413/85%

73/15%

Fall

551/34%

495/89.8%

56/10.2%

Pedestrian

268/16.5%

216/80.6%

52/19.4%

Other

315/19.4%

293/93%

22/7%

Total/%

1620/100%

1417/87.5%

203/12.5%

Arrival mode

Ambulance

1350/83.3%

1167/86.4%

183/13.5%

Other

270/16.7%

250/92.6%

20/7.4%

Total/%

1620/100%

1417/87.5%

203/12.5%

Midline shift

No

1260/77.8%

1155/91.7%

105/8.3%

Yes

360/22.2%

262/72.8%

98/27.2%

Total/%

1620/100%

1417/87.5%

203/12.5%

CT findings/mass lesion

SDH2

455/28.1%

380/83.5%

75/16.5%

EDH3

371/22.9%

352/94.9%

19/5.1%

SAH4

152/9.4%

114/75%

38/25%

CONT5

321/19.8%

303/94.4%

18/5.6%

DAI6

120/7.4%

99/82.5%

21/17.5%

Other

201/12.4%

169/84.1%

32/15.9%

Total/%

1620/100%

1417/87.5%

203/12.5%

Cerebral edema

No

1517/93.6%

1370/90.3%

147/9.7%

Yes

103/6.4%

47/45.6%

56/54.4%

Total/%

1620/100%

1417/87.5%

203/12.5%

Facial bones fracture

No

981/60.6%

857/87.4%

124/12.6%

Yes

639/39.4

560/87.6%

79/12.4

Total/%

1620/100%

1417/87.5%

203/12.5%

Lung contusion

No

1273/78.6%

1152/90.5%

121/9.5%

Yes

347/21.4%

265/76.4%

82/23.6%

Total/%

1620/100%

1417/87.5%

203/12.5%

Hemothorax

No

1482/91.5%

1319/89%

163/11%

Yes

138/8.5%

98/71%

40/29%

Total/%

1620/100%

1417/87.5%

203/12.5%

Pneumothorax

No

1387/85.6%

1251/90.2%

136/9.8%

Yes

233/14.4%

166/71.2%

67/28.8%

Total/%

1620/100%

1417/87.5%

203/12.5%

Abdominal organ injuries

No

1417/87.5%

1278/90.2%

139/9.8%

Yes

203/12.5%

139/68.5%

64/31.5%

Total/%

1620/100%

1417/87.5%

203/12.5%

GCS category

13–15

893/55.1%

875/98%

18/2%

9–12

122/7.5%

113/92.6%

9/4.4%

≤ 8

605/37.3%

429/70.9%

176/29.1%

Total/%

1620/100%

1417/87.5%

203/12.5%

Shift

7 am-6:59 pm

858/53%

758/88.3%

100/11.7%

7 pm-6:59 pm

762/47%

659/86.5%

103/13.5%

Total/%

1620/100%

1417/87.5%

203/12.5%

Known comorbidities

No

1328/82%

1167/87.9%

161/12.1%

Yes

292/18%

250/85.6%

42/14.4%

Total/%

1620/100%

1417/87.5%

203/12.5%

Intubation

No

848/52.3%

847/99.9%

1/0.1%

Yes

772/47.7%

570/73.8%

202/26.2%

Total/%

1620/100%

1417/87.5%

203/12.5%

VTE7prophylaxis

No

656/40.5%

537/81.9%

119/18.1%

Yes

964/59.5%

880/91.3%

84/8.7%

Total/%

1620/100%

1417/87.5%

203/12.5%

Blood transfusion

No

1013/62.5%

989/97.6%

24/2.4%

Yes

607/37.5%

428/70.5%

179/29.5%

Total/%

1620/100%

1417/87.5%

203/12.5%

  1. (1) MVC Motor Vehicle Crash, (2) SDH Subdural Hemorrhage, (3) EDH Epidural Hemorrhage, (4) SAH Subarachnoid Hemorrhage, (5) CONT Hemorrhagic Contusion, (6) DAI Diffuse Axonal Injury, (7) VTE Venous Thromboembolism