Table 1 Characteristics of study participants from training set and validation set.

From: Explainable SHAP-XGBoost models for pressure injuries among patients requiring with mechanical ventilation in intensive care unit

Factors

Training sets

N = 20,614

Testing sets

N = 8,834

P

Age (mean, y)

65.5 ± 0.1

65.7 ± 0.2

0.090

Female (N, %)

8,360(40.6)

3,588(40.5)

0.922

COPD (N, %)

5,006(24.3)

2,208(25.0)

0.194

Diabetes (N, %)

4,657(22.6)

1,969(22.3)

0.569

Myocardial infarct (N, %)

3,383(16.4)

1,452(16.4)

0.003

Congestive heart failure (N, %)

5,179(25.1)

2,212(25.0)

0.879

Peripheral vascular disease (N, %)

2,257(10.9)

985(11.2)

0.613

Cerebrovascular disease (N, %)

2,839(13.8)

1,211(13.7)

0.884

Dementia (N, %)

614 (3.0)

275 (3.1)

0.537

Renal disease (N, %)

3,735(18.1)

1,575(17.8)

0.553

Mild liver disease (N,%)

2,202(10.7)

905(10.2)

0.263

Paraplegia (N, %)

835(4.1)

370(4.2)

0.585

The presence of metastasis (N, %)

1,045(5.1)

476(5.4)

0.257

AIDS (N, %)

94(0.5)

48(0.5)

0.321

Cancer (N, %)

2,306

1,014

0.468

Respiration(PaO2/FIO2)

195.2 ± 0.7

195.1 ± 1.1

0.516

Glasgow score (mean)

14.4 ± 0.01

14.4 ± 0.02

0.668

Hemoglobin (mean, g/L)

9.9 ± 0.02

10.0 ± 0.02

0.434

Platelets count(10^6/L)

183.1 ± 0.7

182.5 ± 1.1

0.674

WBC (10^9/L)

15.2 ± 0.1

15.5 ± 0.1

0.998

Albumin (mean, g/L)

3.2 ± 0.0

3.2 ± 0.0

0.809

Sepsis (N, %)

13,920(67.5)

5,948(67.3)

0.742

Shock (N, %)

2,274(11.0)

997 (11.3)

0.524

Lactate (mean, mmol/L)

2.9 ± 0.0

3.0 ± 0.0

0.115

Los of ICU (mean, day)

4.4 ± 0.0

4.4 ± 0.1

0.426

BMI (mean, kg/m^2)

23.5 ± 0.0

23.0 ± 0.1

0.806

Emergency admission (N, %)

13,515(65.6)

5,779(65.4)

0.608

Ethnicity (N, %)

  

0.836

Asian

541(2.6)

231(2.6)

White

13,859(67.2)

5,867(66.4)

Black

1,644(8.0)

682(77.2)

Others

2,066(10.0)

897(10.2)

Unknown

2,774(13.5)

1,157(13.1)

  1. COPD, Chronic Obstructive Pulmonary Disease; AIDS, Acquired Immunodeficiency Syndrome; WBC, white blood cell; Los, length of stay; BMI, Body Mass Index.