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. 2021 Apr 9;11:591308. doi: 10.3389/fpsyg.2020.591308

TABLE 3.

Hierarchical regression models of reading ability predicted by visual–spatial ability and arithmetic ability.

Predictors Reading ability
Step 1 B (SE) Step 2a B (SE) Step 2b B (SE) Step 3 B (SE)
Cognitive variables
Non-verbal IQ 0.31 (0.09)*** 0.14 (0.09) 0.18 (0.09)* 0.13 (0.09)
RAN −1.16 (0.17)*** −0.67 (0.19)*** −0.95 (0.18)*** −0.65 (0.19)***
Onset and rime deletion 0.30 (0.25) 0.30 (0.24) 0.29 (0.25) 0.29 (0.24)
Phoneme deletion 0.28 (0.19) 0.13 (0.19) 0.22 (0.19) 0.13 (0.19)
Morphological production 0.97 (0.12)*** 0.88 (0.12)*** 0.89 (0.12)*** 0.86 (0.12)***
Arithmatic ability
Addition 0.03 (0.19) −0.01 (0.19)
Subtraction 0.07 (0.18) 0.03 (0.19)
Multiplication 0.13 (0.21) 0.15 (0.22)
Division 0.35 (0.12)* 0.33 (0.12)**
Comparison 0.07 (0.15) 0.04 (0.15)
Blank filling 0.18 (0.13) 0.15 (0.14)
Visual–spatial ability
Number continuation 0.82 (0.27)** 0.39 (0.29)
Visual length 0.08 (0.10) 0.04 (0.10)
Figure counting 0.47 (0.17)** 0.17 (0.18)
Square counting −0.14 (0.14) −0.12 (0.13)
Number connection 0.02 (0.02) 0.01 (0.02)
R2 = 0.347 R2 = 0.408 R2 = 0.380 R2 = 0.413

*p < 0.05, **p < 0.01, ***p < 0.001.