Table 5 Feature importance ranking and scores.

From: A novel framework for COPD management in cyber-physical systems using machine learning

Rank

Feature

Importance score

1

Oxygen saturation (SpO2)

0.91

2

Respiratory rate

0.88

3

Heart rate

0.84

4

Age

0.80

5

History of smoking

0.78

6

Blood pressure

0.75

7

Frequency of hospital visits

0.72

8

Air quality index (AQI)

0.70

9

Body temperature

0.67

10

COPD severity score

0.65

11

White blood cell count

0.61

12

Body mass index (BMI)

0.58