Acta Psychologica Sinica ›› 2024, Vol. 56 ›› Issue (1): 70-82.doi: 10.3724/SP.J.1041.2024.00070
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ZHAO Ying1, WU Xinchun2(), CHEN Hongjun2, SUN Peng2, WANG Haolan2
Published:
2024-01-25
Online:
2023-11-23
Contact:
WU Xinchun
E-mail:xcwu@bnu.edu.cn
ZHAO Ying, WU Xinchun, CHEN Hongjun, SUN Peng, WANG Haolan. (2024). Mechanisms underlying the effects of morphological awareness and rapid automatized naming (RAN) on the reading abilities of Chinese Children: An analysis of mediating effects across different stages. Acta Psychologica Sinica, 56(1), 70-82.
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URL: https://journal.psych.ac.cn/acps/EN/10.3724/SP.J.1041.2024.00070
Lower stage (Grade 2) | Middle stage (Grade 4) | Higher stage (Grade 6) | ||
---|---|---|---|---|
n | Total | 130 | 134 | 152 |
Boy | 63 | 67 | 89 | |
Girl | 67 | 67 | 63 | |
Age (year) | M | 7.70 | 9.65 | 11.61 |
SD | 0.32 | 0.35 | 0.33 |
Table 1 The basic demographic information of Chinese children in each stage
Lower stage (Grade 2) | Middle stage (Grade 4) | Higher stage (Grade 6) | ||
---|---|---|---|---|
n | Total | 130 | 134 | 152 |
Boy | 63 | 67 | 89 | |
Girl | 67 | 67 | 63 | |
Age (year) | M | 7.70 | 9.65 | 11.61 |
SD | 0.32 | 0.35 | 0.33 |
Variables | Lower stage | Middle stage | Higher stage | |||
---|---|---|---|---|---|---|
Skewness | kurtosis | Skewness | kurtosis | Skewness | kurtosis | |
General cognitive ability | −0.56 | −0.04 | −0.82 | 0.40 | −0.42 | −0.33 |
T1 Working memory | 0.61 | 0.20 | 0.52 | −0.19 | 0.85 | −0.05 |
T1 Phonological awareness | −0.82 | −0.38 | −1.74 | 3.35 | −1.77 | 3.10 |
T1 Orthographic awareness | −1.15 | 2.04 | −1.34 | 2.35 | −1.43 | 2.31 |
T1 Morphological awareness | −0.04 | −0.37 | −0.59 | 0.73 | −1.00 | 0.90 |
T1 RAN | 0.56 | 0.41 | 1.54 | 4.94 | 0.61 | 0.04 |
T1 Word recognition accuracy | −0.36 | −0.50 | −1.27 | 2.23 | −0.99 | 0.48 |
T1 Word recognition fluency | 0.60 | 1.49 | −0.15 | −0.07 | 0.75 | 1.99 |
T1 Vocabulary knowledge | 0.67 | 0.82 | −0.34 | −0.24 | −0.46 | 0.52 |
T2 Reading comprehension | −1.16 | 1.69 | −1.00 | 0.77 | −1.13 | 1.32 |
T2 Reading fluency | 0.31 | 0.22 | −0.15 | −0.21 | 0.56 | 1.58 |
Table 2 Skewness and kurtosis of scores on each task in the lower, middle and higher stages
Variables | Lower stage | Middle stage | Higher stage | |||
---|---|---|---|---|---|---|
Skewness | kurtosis | Skewness | kurtosis | Skewness | kurtosis | |
General cognitive ability | −0.56 | −0.04 | −0.82 | 0.40 | −0.42 | −0.33 |
T1 Working memory | 0.61 | 0.20 | 0.52 | −0.19 | 0.85 | −0.05 |
T1 Phonological awareness | −0.82 | −0.38 | −1.74 | 3.35 | −1.77 | 3.10 |
T1 Orthographic awareness | −1.15 | 2.04 | −1.34 | 2.35 | −1.43 | 2.31 |
T1 Morphological awareness | −0.04 | −0.37 | −0.59 | 0.73 | −1.00 | 0.90 |
T1 RAN | 0.56 | 0.41 | 1.54 | 4.94 | 0.61 | 0.04 |
T1 Word recognition accuracy | −0.36 | −0.50 | −1.27 | 2.23 | −0.99 | 0.48 |
T1 Word recognition fluency | 0.60 | 1.49 | −0.15 | −0.07 | 0.75 | 1.99 |
T1 Vocabulary knowledge | 0.67 | 0.82 | −0.34 | −0.24 | −0.46 | 0.52 |
T2 Reading comprehension | −1.16 | 1.69 | −1.00 | 0.77 | −1.13 | 1.32 |
T2 Reading fluency | 0.31 | 0.22 | −0.15 | −0.21 | 0.56 | 1.58 |
Variables | Lower stage | Middle stage | Higher stage | F | η2p | Post Hoc | |||
---|---|---|---|---|---|---|---|---|---|
M | SD | M | SD | M | SD | ||||
General cognitive ability | 39.45 | 6.91 | 42.74 | 6.71 | 45.19 | 7.44 | 23.25*** | 0.10 | 2 < 4 < 6 |
T1 Working memory | 1.72 | 0.98 | 2.52 | 1.18 | 3.32 | 1.60 | 52.80*** | 0.20 | 2 < 4 < 6 |
T1 Phonological awareness | 10.81 | 1.30 | 10.66 | 1.73 | 10.39 | 2.04 | 2.13 | 0.01 | — |
T1 Orthographic awareness | 36.94 | 5.43 | 38.10 | 5.65 | 37.58 | 6.21 | 1.32 | 0.01 | — |
T1 Morphological awareness | 25.70 | 9.44 | 34.36 | 9.17 | 35.18 | 10.08 | 40.44*** | 0.16 | 2 < 4 = 6 |
T1 RAN | 10.11 | 2.37 | 8.67 | 2.04 | 7.36 | 1.63 | 65.60*** | 0.24 | 2 > 4 > 6 |
T1 Word recognition accuracy | 75.35 | 24.48 | 117.16 | 13.62 | 127.95 | 11.33 | 357.78*** | 0.63 | 2 < 4 < 6 |
T1 Word recognition fluency | 72.79 | 16.97 | 87.79 | 15.87 | 102.87 | 21.33 | 94.13*** | 0.31 | 2 < 4 < 6 |
T1 Vocabulary knowledge | 18.57 | 5.54 | 30.44 | 7.18 | 35.75 | 7.97 | 215.80*** | 0.51 | 2 < 4 < 6 |
T2 Reading comprehension-raw | 32.35 | 4.64 | 30.72 | 4.57 | 31.17 | 4.73 | — | — | — |
T2 Reading comprehension-equated | −0.63 | 0.97 | 0.11 | 0.86 | 0.44 | 0.86 | 51.82*** | 0.20 | 2 < 4 < 6 |
T2 Reading fluency | 177.87 | 46.52 | 222.57 | 40.71 | 279.35 | 62.34 | 138.89*** | 0.40 | 2 < 4 < 6 |
Table 3 Descriptive statistics and difference test of scores on each task in the lower, middle and higher stages
Variables | Lower stage | Middle stage | Higher stage | F | η2p | Post Hoc | |||
---|---|---|---|---|---|---|---|---|---|
M | SD | M | SD | M | SD | ||||
General cognitive ability | 39.45 | 6.91 | 42.74 | 6.71 | 45.19 | 7.44 | 23.25*** | 0.10 | 2 < 4 < 6 |
T1 Working memory | 1.72 | 0.98 | 2.52 | 1.18 | 3.32 | 1.60 | 52.80*** | 0.20 | 2 < 4 < 6 |
T1 Phonological awareness | 10.81 | 1.30 | 10.66 | 1.73 | 10.39 | 2.04 | 2.13 | 0.01 | — |
T1 Orthographic awareness | 36.94 | 5.43 | 38.10 | 5.65 | 37.58 | 6.21 | 1.32 | 0.01 | — |
T1 Morphological awareness | 25.70 | 9.44 | 34.36 | 9.17 | 35.18 | 10.08 | 40.44*** | 0.16 | 2 < 4 = 6 |
T1 RAN | 10.11 | 2.37 | 8.67 | 2.04 | 7.36 | 1.63 | 65.60*** | 0.24 | 2 > 4 > 6 |
T1 Word recognition accuracy | 75.35 | 24.48 | 117.16 | 13.62 | 127.95 | 11.33 | 357.78*** | 0.63 | 2 < 4 < 6 |
T1 Word recognition fluency | 72.79 | 16.97 | 87.79 | 15.87 | 102.87 | 21.33 | 94.13*** | 0.31 | 2 < 4 < 6 |
T1 Vocabulary knowledge | 18.57 | 5.54 | 30.44 | 7.18 | 35.75 | 7.97 | 215.80*** | 0.51 | 2 < 4 < 6 |
T2 Reading comprehension-raw | 32.35 | 4.64 | 30.72 | 4.57 | 31.17 | 4.73 | — | — | — |
T2 Reading comprehension-equated | −0.63 | 0.97 | 0.11 | 0.86 | 0.44 | 0.86 | 51.82*** | 0.20 | 2 < 4 < 6 |
T2 Reading fluency | 177.87 | 46.52 | 222.57 | 40.71 | 279.35 | 62.34 | 138.89*** | 0.40 | 2 < 4 < 6 |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.24** | — | ||||||||
3. T1 Phonological awareness | 0.11 | 0.04 | — | |||||||
4. T1 Orthographic awareness | 0.05 | 0.15 | −0.10 | — | ||||||
5. T1 Morphological awareness | 0.22* | 0.26** | 0.17 | −0.03 | — | |||||
6. T1 RAN | −0.06 | −0.11 | −0.29** | −0.06 | −0.21* | — | ||||
7. T1 Word recognition accuracy | 0.17 | 0.20* | 0.18* | 0.05 | 0.39*** | −0.35*** | — | |||
8. T1 Word recognition fluency | 0.14 | 0.23** | 0.22* | −0.02 | 0.32*** | −0.63*** | 0.63*** | — | ||
9. T1 Vocabulary knowledge | 0.09 | 0.09 | 0.06 | −0.24** | 0.32*** | −0.11 | 0.29** | 0.24** | — | |
10. T2 Reading comprehension | 0.40*** | 0.17 | 0.10 | −0.08 | 0.39*** | −0.13 | 0.61*** | 0.40*** | 0.27** | — |
11. T2 Reading fluency | 0.11 | 0.20* | 0.11 | −0.06 | 0.36*** | −0.53*** | 0.69*** | 0.80*** | 0.34*** | 0.52*** |
Table 4 Correlations among all variables in the lower stage
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.24** | — | ||||||||
3. T1 Phonological awareness | 0.11 | 0.04 | — | |||||||
4. T1 Orthographic awareness | 0.05 | 0.15 | −0.10 | — | ||||||
5. T1 Morphological awareness | 0.22* | 0.26** | 0.17 | −0.03 | — | |||||
6. T1 RAN | −0.06 | −0.11 | −0.29** | −0.06 | −0.21* | — | ||||
7. T1 Word recognition accuracy | 0.17 | 0.20* | 0.18* | 0.05 | 0.39*** | −0.35*** | — | |||
8. T1 Word recognition fluency | 0.14 | 0.23** | 0.22* | −0.02 | 0.32*** | −0.63*** | 0.63*** | — | ||
9. T1 Vocabulary knowledge | 0.09 | 0.09 | 0.06 | −0.24** | 0.32*** | −0.11 | 0.29** | 0.24** | — | |
10. T2 Reading comprehension | 0.40*** | 0.17 | 0.10 | −0.08 | 0.39*** | −0.13 | 0.61*** | 0.40*** | 0.27** | — |
11. T2 Reading fluency | 0.11 | 0.20* | 0.11 | −0.06 | 0.36*** | −0.53*** | 0.69*** | 0.80*** | 0.34*** | 0.52*** |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.11 | — | ||||||||
3. T1 Phonological awareness | 0.31*** | 0.27** | — | |||||||
4. T1 Orthographic awareness | 0.08 | −0.07 | −0.08 | — | ||||||
5. T1 Morphological awareness | 0.19* | 0.22* | 0.30*** | 0.08 | — | |||||
6. T1 RAN | −0.22* | −0.17 | −0.17 | 0.08 | −0.13 | — | ||||
7. T1 Word recognition accuracy | 0.37*** | 0.28** | 0.26** | −0.02 | 0.44*** | −0.44*** | — | |||
8. T1 Word recognition fluency | 0.26** | 0.16 | 0.26** | 0.002 | 0.30*** | −0.59*** | 0.45*** | — | ||
9. T1 Vocabulary knowledge | 0.21* | 0.22** | 0.14 | −0.08 | 0.34*** | −0.27** | 0.54*** | 0.28** | — | |
10. T2 Reading comprehension | 0.45*** | 0.18* | 0.38*** | −0.08 | 0.41*** | −0.28** | 0.52*** | 0.40*** | 0.39*** | — |
11. T2 Reading fluency | 0.39*** | 0.23** | 0.33*** | −0.09 | 0.34*** | −0.47*** | 0.58*** | 0.71*** | 0.36*** | 0.51*** |
Table 5 Correlations among all variables in the middle stage
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.11 | — | ||||||||
3. T1 Phonological awareness | 0.31*** | 0.27** | — | |||||||
4. T1 Orthographic awareness | 0.08 | −0.07 | −0.08 | — | ||||||
5. T1 Morphological awareness | 0.19* | 0.22* | 0.30*** | 0.08 | — | |||||
6. T1 RAN | −0.22* | −0.17 | −0.17 | 0.08 | −0.13 | — | ||||
7. T1 Word recognition accuracy | 0.37*** | 0.28** | 0.26** | −0.02 | 0.44*** | −0.44*** | — | |||
8. T1 Word recognition fluency | 0.26** | 0.16 | 0.26** | 0.002 | 0.30*** | −0.59*** | 0.45*** | — | ||
9. T1 Vocabulary knowledge | 0.21* | 0.22** | 0.14 | −0.08 | 0.34*** | −0.27** | 0.54*** | 0.28** | — | |
10. T2 Reading comprehension | 0.45*** | 0.18* | 0.38*** | −0.08 | 0.41*** | −0.28** | 0.52*** | 0.40*** | 0.39*** | — |
11. T2 Reading fluency | 0.39*** | 0.23** | 0.33*** | −0.09 | 0.34*** | −0.47*** | 0.58*** | 0.71*** | 0.36*** | 0.51*** |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.44*** | — | ||||||||
3. T1 Phonological awareness | 0.15 | 0.25** | — | |||||||
4. T1 Orthographic awareness | 0.15 | 0.08 | −0.14 | — | ||||||
5. T1 Morphological awareness | 0.37*** | 0.16* | 0.17* | 0.11 | — | |||||
6. T1 RAN | −0.06 | −0.21* | −0.01 | 0.27** | −0.08 | — | ||||
7. T1 Word recognition accuracy | 0.37*** | 0.38*** | 0.29*** | −0.13 | 0.42*** | −0.35*** | — | |||
8. T1 Word recognition fluency | 0.19* | 0.30*** | 0.15 | −0.14 | 0.18* | −0.68*** | 0.38*** | — | ||
9. T1 Vocabulary knowledge | 0.39*** | 0.34*** | 0.25** | −0.04 | 0.45*** | −0.14 | 0.47*** | 0.32*** | — | |
10. T2 Reading comprehension | 0.53*** | 0.45*** | 0.21** | −0.04 | 0.40*** | −0.15 | 0.48*** | 0.28*** | 0.47*** | — |
11. T2 Reading fluency | 0.19* | 0.30** | 0.19* | −0.18* | 0.19* | −0.58*** | 0.49*** | 0.74*** | 0.24* | 0.36*** |
Table 6 Correlations among all variables in the higher stage
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
---|---|---|---|---|---|---|---|---|---|---|
1. General cognitive ability | — | |||||||||
2. T1 Working memory | 0.44*** | — | ||||||||
3. T1 Phonological awareness | 0.15 | 0.25** | — | |||||||
4. T1 Orthographic awareness | 0.15 | 0.08 | −0.14 | — | ||||||
5. T1 Morphological awareness | 0.37*** | 0.16* | 0.17* | 0.11 | — | |||||
6. T1 RAN | −0.06 | −0.21* | −0.01 | 0.27** | −0.08 | — | ||||
7. T1 Word recognition accuracy | 0.37*** | 0.38*** | 0.29*** | −0.13 | 0.42*** | −0.35*** | — | |||
8. T1 Word recognition fluency | 0.19* | 0.30*** | 0.15 | −0.14 | 0.18* | −0.68*** | 0.38*** | — | ||
9. T1 Vocabulary knowledge | 0.39*** | 0.34*** | 0.25** | −0.04 | 0.45*** | −0.14 | 0.47*** | 0.32*** | — | |
10. T2 Reading comprehension | 0.53*** | 0.45*** | 0.21** | −0.04 | 0.40*** | −0.15 | 0.48*** | 0.28*** | 0.47*** | — |
11. T2 Reading fluency | 0.19* | 0.30** | 0.19* | −0.18* | 0.19* | −0.58*** | 0.49*** | 0.74*** | 0.24* | 0.36*** |
Outcomes | Predictors | Mediators | Lower stage | Middle stage | Higher stage | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Standardized β | 95% CI | Standardized β | 95% CI | Standardized β | 95% CI | ||||||
lower | upper | lower | upper | lower | upper | ||||||
T2 Reading comprehension | T1 MA | T1 Word recognition accuracy | 0.15 | 0.04 | 0.26 | 0.07 | −0.01 | 0.15 | 0.05 | −0.02 | 0.12 |
T1 Vocabulary knowledge | 0.01 | −0.04 | 0.06 | 0.03 | −0.02 | 0.08 | 0.05 | −0.01 | 0.11 | ||
T1 Word recognition fluency | 0.02 | −0.02 | 0.06 | 0.03 | −0.01 | 0.07 | 0.01 | −0.03 | 0.04 | ||
T1 RAN | T1 Word recognition accuracy | −0.13 | −0.23 | −0.02 | −0.07 | −0.14 | 0.001 | −0.04 | −0.10 | 0.01 | |
T1 Word recognition fluency | −0.06 | −0.17 | 0.06 | −0.08 | −0.17 | 0.002 | −0.05 | −0.20 | 0.10 | ||
T2 Reading fluency | T1 MA | T1 Word recognition accuracy | 0.09 | 0.02 | 0.16 | 0.08 | 0.01 | 0.15 | 0.08 | 0.01 | 0.14 |
T1 Vocabulary knowledge | 0.03 | −0.02 | 0.07 | 0.01 | −0.04 | 0.05 | −0.04 | −0.09 | 0.01 | ||
T1 Word recognition fluency | 0.08 | −0.003 | 0.17 | 0.10 | 0.02 | 0.18 | 0.05 | −0.05 | 0.14 | ||
T1 RAN | T1 Word recognition accuracy | −0.08 | −0.14 | −0.02 | −0.08 | −0.15 | −0.01 | −0.06 | −0.10 | −0.02 | |
T1 Word recognition fluency | −0.31 | −0.43 | −0.18 | −0.28 | −0.39 | −0.17 | −0.40 | −0.52 | −0.27 |
Table 7 95% Confidence intervals (CI) for the indirect paths in the lower, middle and higher stages
Outcomes | Predictors | Mediators | Lower stage | Middle stage | Higher stage | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Standardized β | 95% CI | Standardized β | 95% CI | Standardized β | 95% CI | ||||||
lower | upper | lower | upper | lower | upper | ||||||
T2 Reading comprehension | T1 MA | T1 Word recognition accuracy | 0.15 | 0.04 | 0.26 | 0.07 | −0.01 | 0.15 | 0.05 | −0.02 | 0.12 |
T1 Vocabulary knowledge | 0.01 | −0.04 | 0.06 | 0.03 | −0.02 | 0.08 | 0.05 | −0.01 | 0.11 | ||
T1 Word recognition fluency | 0.02 | −0.02 | 0.06 | 0.03 | −0.01 | 0.07 | 0.01 | −0.03 | 0.04 | ||
T1 RAN | T1 Word recognition accuracy | −0.13 | −0.23 | −0.02 | −0.07 | −0.14 | 0.001 | −0.04 | −0.10 | 0.01 | |
T1 Word recognition fluency | −0.06 | −0.17 | 0.06 | −0.08 | −0.17 | 0.002 | −0.05 | −0.20 | 0.10 | ||
T2 Reading fluency | T1 MA | T1 Word recognition accuracy | 0.09 | 0.02 | 0.16 | 0.08 | 0.01 | 0.15 | 0.08 | 0.01 | 0.14 |
T1 Vocabulary knowledge | 0.03 | −0.02 | 0.07 | 0.01 | −0.04 | 0.05 | −0.04 | −0.09 | 0.01 | ||
T1 Word recognition fluency | 0.08 | −0.003 | 0.17 | 0.10 | 0.02 | 0.18 | 0.05 | −0.05 | 0.14 | ||
T1 RAN | T1 Word recognition accuracy | −0.08 | −0.14 | −0.02 | −0.08 | −0.15 | −0.01 | −0.06 | −0.10 | −0.02 | |
T1 Word recognition fluency | −0.31 | −0.43 | −0.18 | −0.28 | −0.39 | −0.17 | −0.40 | −0.52 | −0.27 |
Figure 1. The mediating model of the influence of morphological awareness and RAN on reading abilities in the lower stage. Notes: MA, morphological awareness; WRA, word recognition accuracy; VK, vocabulary knowledge; WRF, word recognition fluency; RC, reading comprehension; RF, reading fluency. The effect of T1 RAN on T1 VK was not estimated. To clearly present the standardized results of the model, the remaining correlation paths and the influence of control variables on mediating variables and dependent variables were not drawn. The direct effects of the independent variables on the dependent variables that were not significant were not shown in the figure, but these were estimated in the model estimation. ** p < 0.001; ** p < 0.01; * p < 0.05. The same below.
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