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Table 7 Performance metrics for IOS parameters in patients with non-lung disease 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

20.29

33.56

High

High

AX

17.34

46.86

High

High

Fres

13.50

42.25

High

High

R5%

12.66

35.00

Moderate

Moderate

Gender

11.94

36.98

Moderate

Low

Smoking

3.90

9.46

Low

Low

Diff-X5

2.91

26.51

Low

Low

Age

2.50

7.16

Low

Moderate

FEV1%

1.78

28.18

Low

Low

R20

-0.53

33.40

Low

Low