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. 2022 Nov 29;12:20562. doi: 10.1038/s41598-022-24958-0

Table 6.

Multiple regression analysis between the University Selection Test (PSU) (mean language + mathematics), language PSU and mathematics PSU scores (dependent variables) and the most relevant parameters (independent variables).

Parameter Estimate Standard Error
of Estimate
T for H0:
Parameter = 0
p >|T|
PSU score (mean language + mathematics)
Intercept −291.5 139.4 −2.09 .0393
IA (Ref: Grades IV + V)
Grade I + II 239.3 26.9 8.87 .0001
Grade III 49.8 26.0 1.92 .0586
GMV 0.59 0.15 3.90 .0002
rIFG 106.9 37.4 2.86 .0053
SES (Ref: Medium)
High SES 16.6 20.1 0.83 .4097
Low SES 44.6 18.4 2.41 .0178
Sex (Ref: males)
Females −27.8 19.1 1.45 .1505
Language PSU score
Intercept −251.3 148.0 −1.70 .0930
IA (Ref: Grades IV + V)
Grade I + II 235.9 28.6 8.24 .0001
Grade III 68.7 27.6 2.49 .0146
GMV 0.64 0.16 4.03 .0001
SES (Ref: Medium)
High SES 26.9 21.3 1.26 .2113
Low SES −41.5 19.6 −2.12 .0368
rIFG 71.0 39.7 1.79 .0770
Sex (Ref: males)
Females −35.8 20.3 1.76 .0817
Mathematics PSU score
Intercept −321.8 175.5 −1.83 .0699
IA (Ref: Grades IV + V)
Grade I + II 238.8 32.8 7.27 .0001
Grade III 27.5 32.0 0.86 .3912
rIFG 142.9 47.5 3.00 .0034
GMV 0.52 0.19 2.75 .0071
SES (Ref: Medium)
High SES 6.08 25.5 0.24 .8127
Low SES −49.1 23.2 −2.12 .0370
Sex (Ref: males)
Females −18.3 24.1 0.76 .4494

Model R2 = .811; Root MSE (Root mean squared error, standard deviation of the dependent variable PSU) = 71.4949; Model F Value = 55.76, p < .0001.

Model R2 = .770; Root MSE (Root mean squared error, standard deviation of the dependent variable language PSU) = 75.9123; Model F Value = 43.61, p < .0001.

Model R2 = .750; Root MSE (Root mean squared error, standard deviation of the dependent variable mathematics PSU) = 90.9008; Model F Value = 39.52, p < .0001.

IA, intellectual ability; IA grades: Grade I, superior; Grade II, above average; Grade III, average; Grade IV, below average; Grade V, intellectually defective. GMV, gray matter volume. rIFG, right inferior frontal gyrus thickness. SES, socio-economic status. The initial regressors (independent variables considered in the statistical model) considered for the forward stepwise selection method were IA, SES, sex, brain segmentation without ventricles, GMV, brainstem, rIFG, right cerebellum cortex, left cerebellum cortex.