Skip to main content

Table 3 Univariate and multivariate outcomes of the random effects meta-regression

From: Machine learning for prediction of asthma exacerbations among asthmatic patients: a systematic review and meta-analysis

Variables

Univariate analysis

Multivariate analysis

Coeff

SE

P

95%CI

Coeff

SE

P

95%CI

Boosting

1.01

0.53

0.073

(-0.10, 2.12)

0.69

0.51

0.196

(-0.40, 1.78)

LR

0.22

0.52

0.670

(-0.87, 1.33)

0.01

0.47

0.987

(-1.00, 1.02)

RF

0.27

0.56

0.636

(-0.94, 1.44)

0.06

0.51

0.908

(-1.03, 1.15)

Sample size

0.83

0.31

0.016

(0.17, 1.48)

-0.89

0.96

0.365

(-2.93, 1.14)

Outcome

0.26

0.34

0.443

(-0.43, 0.96)

0.79

0.34

0.036

(0.06, 1.52)

Age group

0.16

0.18

0.394

(-0.22, 0.53)

0.27

0.17

0.134

(-0.09, 0.63)

Publication year

-0.39

0.17

0.037

(-0.75, -0.02)

-0.89

0.50

0.099

(-1.97, 0.19)