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Table 2 Features that have a discrete value

From: Unravelling intubation challenges: a machine learning approach incorporating multiple predictive parameters

Features

Feature importance

Mean

Std

Description

Age(year)

0.062004

43.098

14.08

-

BMI (kg/m2)

0.041490

27.698

5.83

Body Mass Index

Mouth Opening(cm)

0.068357

4.376

0.77

The linear distance between the edge of the upper tooth (gum) and the edge of the lower tooth on the same side.

Neck Circumference(cm)

0.086946

37.405

3.63

The measurement of Neck Circumference (NC) entails assessing the circumference of the neck in its neutral position, just below the Adam’s apple.

Neck Length(cm)

0.023407

11.165

1.33

This parameter is determined by measuring the distance from the external occipital protuberance to the seventh cervical vertebra in the neutral position of the neck. A measurement of less than 7 cm is correlated with an increased probability of encountering a difficult airway.

Thyromental Distance(cm)

0.030534

9.361

1.49

It is determined by measuring the linear distance between the thyroid notch and the mentum in the condition of full neck extension.

Sternomental Distance(cm)

0.106998

16.648

2.11

The linear distance between the upper border of the manubrium of the sternum and the mentum in the condition of full neck extension.

Rhinionmentum Distance(cm)

0.023414

6.795

0.87

The linear distance between the mentum and the base of the nasal septum.

Neck extension degree (clinometry)

0.044165

43.511

11.75

The angle between the horizon line and the neck in the state of maximum neck extension.

Anterior neck Flexion degree (clinometry)

0.039345

71.645

13.11

The angle between the horizon line and the neck in the state of maximum flexion of the neck.

left lateral neck flexion degree (clinometry)

0.032863

45.463

10.50

The angle between the midline and the maximum bending of the neck to the left.

Right lateral neck flexion degree (clinometry)

0.032591

47.778

11.02

The angle between the midline and the maximum bending of the neck to the right.

Neck extension degree (application)

0.037774

41.502

13.13

The angle between the horizon line and the neck in the state of maximum neck extension.

Anterior neck Flexion degree(application)

0.053250

73.685

14.56

The angle between the horizon line and the neck in the state of maximum flexion of the neck.

left lateral neck flexion degree

(application)

0.025654

40.704

12.10

The angle between the midline and the maximum bending of the neck to the left.

Right lateral neck flexion degree (application)

0.030172

53.357

19.62

The angle between the midline and the maximum bending of the neck to the right.

AASI

0.031471

0.622

0.14

AcromioAxillo Suprasternal Notch Index.

Hyomental Distance(cm)

0.045787

5.814

0.98

The linear distance between the hyoid bone and the mentum in the condition of full neck extension.

HMDn

0.025921

4.152

0.69

The ratio of hyomental distance in neutral head position

HMDR

0.027409

1.418

0.25

The ratio of hyomental distance in neutral head position (HMDn) to hyomental distance in full extension of the head (HMDe).