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Table 6 Performance metrics for IOS parameters in patients with other lung conditions. 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

17.72

19.27

High

Moderate

AX

12.13

19.68

High

High

Fres

10.84

19.85

High

High

R5%

9.49

18.64

Moderate

Moderate

Gender

7.00

4.01

Moderate

High

Smoking

1.47

3.60

Low

Low

Diff-X5

1.34

13.14

Low

Low

Age

0.53

15.46

Low

Low

FEV1%

-2.37

14.13

Low

Low

R20

-3.73

13.06

Low

Low