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. 2023 Jan 25;14:1059375. doi: 10.3389/fpsyg.2023.1059375

Table 4.

Results of standard multiple regressions.

LLP-time LLP-Av. Freq. LLP-amusement LLP-communicative LLP-curriculum LLP-test Achievement
Senior I β LLM-integrative 0.05 0.23** 0.30** 0.27** 0.00 0.10** 0.13**
LLM-development 0.18** 0.19** 0.04 0.03 0.32** 0.14** 0.15**
LLM-requirement −0.05 0.00 0.01 −0.06 0.04 −0.01 −0.07
TP-validity 0.13** 0.11** −0.02 0.07* 0.15** 0.12** 0.10**
TP-importance 0.06 0.11** 0.00 0.05 0.13** 0.12** 0.02
F 26.41*** 66.06*** 26.80*** 29.36*** 69.65*** 31.21*** 24.40***
R 2 0.10 0.22 0.10 0.11 0.23 0.12 0.09
R2 adjusted 0.10 0.21 0.10 0.11 0.22 0.11 0.09
Senior II β LLM-integrative 0.08* 0.29** 0.27** 0.30** 0.09** 0.16** 0.18**
LLM-development 0.10** 0.05 −0.05 −0.07 0.17** 0.07 0.08*
LLM-requirement −0.01 0.01 −0.02 −0.03 0.05 0.02 −0.05
TP-validity 0.13** 0.17** −0.05 0.16** 0.21** 0.19** 0.10**
TP-importance 0.08* 0.14** 0.10* 0.04 0.10* 0.13** 0.07*
F 20.47*** 64.81*** 17.90*** 31.05*** 52.93*** 44.09*** 27.01***
R 2 0.09 0.23 0.08 0.12 0.20 0.17 0.11
R2 adjusted 0.08 0.22 0.07 0.12 0.19 0.16 0.11
Senior III β LLM-integrative 0.00 0.28** 0.29** 0.30** 0.12** 0.07 0.18**
LLM-development 0.09* −0.01 −0.03 −0.18** 0.09 0.08 0.01
LLM-requirement −0.01 0.06 0.02 0.07* 0.07* 0.01 −0.06
TP-validity 0.22** 0.29** 0.05 0.22** 0.31** 0.26** 0.18**
TP-importance 0.07 0.09* −0.01 0.08* 0.06 0.13** 0.05
F 16.97*** 51.53*** 14.74*** 25.12*** 42.09*** 34.82*** 18.84***
R 2 0.10 0.24 0.08 0.14 0.21 0.18 0.11
R2 adjusted 0.09 0.24 0.08 0.13 0.20 0.17 0.10

LLM = language learning motivation, LLP = language learning practice, Av. Freq. = average frequency; β = standardized regression coefficient; results of significance testing of coefficients were based on 1,000 bootstrap samples; *p < 0.05, **p < 0.01, ***p < 0.001.