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Table 2 Results of the logistic regression analysis (dependent variable NIV usage)

From: Utilization of non-invasive ventilation before prehospital emergency anesthesia in trauma – a cohort analysis with machine learning

 

Coefficient B

Standard error

z

p

Odds Ratio

95% conf. interval

Constant

2.86

1.98

1.44

0.15

  

Rhonchus

-0.54

0.39

1.4

0.16

0.58

0.27–1.24

Auscultation other

-1.48

0.79

1.86

0.06

0.23

0.05–1.08

Obstruction/gasping/apnea

-1.24

0.46

2.68

< 0.01*

0.29

0.12–0.72

Bronchial spasm

4.79

0.64

7.42

< 0.01*

119.75

33.85–423.57

Dyspnea/cyanosis

0.82

0.23

3.57

< 0.01*

2.28

1.45–3.58

Head mild

0.46

0.58

0.8

0.42

1.59

0.51–4.91

Head moderate

1.22

0.33

3.7

< 0.01*

3.37

1.77–6.42

Head severe

1.21

0.26

4.64

< 0.01*

3.37

2.01–5.62

Face mild

0.68

0.41

1.68

0.09

1.98

0.89–4.38

Face moderate

0.17

0.3

0.57

0.57

1.18

0.66–2.12

Face severe

-0.96

0.47

2.01

0.04*

0.38

0.15–0.98

Cervical spine mild

-2.05

0.92

2.24

0.02*

0.13

0.02–0.78

Cervical spine moderate

-0.71

0.56

1.29

0.20

0.49

0.16–1.45

Cervical spine severe

-0.98

1.05

0.93

0.35

0.38

0.05–2.94

Thoracic/lumbar spine mild

0.04

0.93

0.04

0.96

1.04

0.17–6.42

Thoracic/lumbar spine moderate

-1.21

0.61

1.97

0.05*

0.3

0.09–0.99

Thoracic/lumbar spine severe

-0.5

0.6

0.84

0.40

0.6

0.19–1.96

Thorax mild

0.06

0.63

0.09

0.93

1.06

0.31–3.65

Thorax moderate

0.14

0.31

0.45

0.65

1.15

0.63–2.1

Thorax severe

0.24

0.3

0.79

0.43

1.27

0.7–2.3

Abdomen mild

0.6

0.87

0.68

0.49

1.82

0.33–10.05

Abdomen moderate

0.19

0.51

0.37

0.71

1.21

0.45–3.27

Abdomen severe

0.37

0.35

1.05

0.30

1.44

0.73–2.87

Pelvis mild

0.84

0.79

1.07

0.29

2.32

0.49–10.9

Pelvis moderate

-0.72

0.59

1.23

0.22

0.49

0.15–1.53

Pelvis severe

0.68

0.33

2.04

0.04*

1.98

1.03–3.8

Soft parts mild

0.08

0.52

0.16

0.87

1.09

0.39–3.04

Soft parts moderate

-0.49

0.54

0.91

0.36

0.61

0.21–1.76

Soft parts severe

-0.58

0.68

0.85

0.4

0.56

0.15–2.14

Thoracic drainage

-0.36

0.35

1.02

0.31

0.7

0.35–1.39

PES 2

-0.01

0.24

0.03

0.97

0.99

0.62–1.6

PES 3

0.69

0.38

1.82

0.07

1.99

0.95–4.16

PES 4

0.2

0.87

0.23

0.81

1.22

0.22–6.71

Age

-0.02

0.01

3.11

< 0.01*

0.98

0.97–0.99

GCS

-0.01

0.02

0.64

0.52

0.99

0.94–1.03

Heart rate

0.01

0.01

0.86

0.40

1.01

0.99–1.03

Systolic blood pressure

-0.01

0.01

1.35

0.18

0.99

0.98–1

Respiratory rate

0.07

0.03

2.55

0.01*

1.07

1.02–1.13

Oxygen saturation

-0.03

0.01

1.9

0.06

0.97

0.95–1

Pain level

-0.11

0.04

3.2

< 0.01*

0.89

0.83–0.96

Shock index

-1.96

1.18

1.67

0.10

0.14

0.01–1.41

  1. Logistic regression analysis shows that the model as a whole is significant (chi-squared test (degrees of freedom = 41) = 438.26, p < 0.001*, -2 Log-Likelihood 663.01, Cox & Snell R² 0.4, Nagelkerke R² 0.55, McFadden’s R² 0.4), *statistically significant (p < 0.05) in a Z-test. The reference categories were normal auscultation, no injury of the certain body part and PES 1. Abbreviations: PES, pre-emergency status with 1 = healthy to 4 = morbibund; GCS, Glasgow Coma Scale; NIV, non-invasive ventilation