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Table 5 Performance metrics for IOS parameters in patients with COPD with and without concurrent asthma. Results include random forest analysis for IOS parameters (R5%, R20, R5-20, AX, Fres, and Diff-X5), FEV1%, and clinical features (gender, smoking, age). Metrics include MDA, MDG, and their respective categories

From: The influence of obesity on IOS parameters in asthma, COPD, and other lung diseases: analyzed by random forest

Feature

MDA

MDG

MDA_Category

MDG_Category

R5-20

12.50

8.20

High

Low

AX

8.57

23.11

High

Low

Fres

7.76

22.45

High

Low

R5%

7.56

25.91

Moderate

Moderate

Gender

7.34

27.76

Moderate

High

Smoking

4.91

25.03

Low

Moderate

Diff-X5

2.49

29.49

Low

High

Age

0.22

22.80

Low

Low

FEV1%

-0.07

6.10

Low

Low

R20

-0.36

28.48

Low

High