Acta Psychologica Sinica ›› 2024, Vol. 56 ›› Issue (3): 295-310.doi: 10.3724/SP.J.1041.2024.00295
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YANG Jingyuan1,†, YU Xiao1,†(), ZHANG Jingyi2,3, LU Lifei1, YANG Zhihui1()
Published:
2024-03-25
Online:
2023-12-13
Contact:
YU Xiao, E-mail: yx0903yingzhong@163.com; YANG Zhihui, E-mail: zhihuiyang2008@126.com
About author:
†Co-first authors.
YANG Jingyuan, YU Xiao, ZHANG Jingyi, LU Lifei, YANG Zhihui. (2024). The transition of latent classes of children’s learning engagement in primary school against the background of the “double reduction” policy. Acta Psychologica Sinica, 56(3), 295-310.
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URL: https://journal.psych.ac.cn/acps/EN/10.3724/SP.J.1041.2024.00295
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. Gender | 1 | |||||||||||||||||||||
2. T1 Age | 0.07 | 1 | ||||||||||||||||||||
3. T1 Learning engagement | 0.11* | 0.01 | 1 | |||||||||||||||||||
4. T1 Vigor | 0.08 | -0.03 | 0.87*** | 1 | ||||||||||||||||||
5. T1 Dedication | 0.10 | 0.03 | 0.93*** | 0.75*** | 1 | |||||||||||||||||
6. T1 Absorption | 0.12* | 0.02 | 0.89*** | 0.62*** | 0.75*** | 1 | ||||||||||||||||
7. T1 Positive parenting style | 0.02 | 0.11* | 0.22*** | 0.19*** | 0.22*** | 0.19*** | 1 | |||||||||||||||
8. T1 Teacher-student relationship | 0.12* | 0.04 | 0.14** | 0.08 | 0.16** | 0.14** | 0.43*** | 1 | ||||||||||||||
9. T1 Peer relationship | 0.07 | -0.05 | 0.13* | 0.07 | 0.14* | 0.13* | 0.26*** | 0.49*** | 1 | |||||||||||||
10. T2 Age | 0.05 | 0.86*** | 0.03 | 0.01 | 0.05 | 0.01 | 0.08 | 0.00 | -0.02 | 1 | ||||||||||||
11. T2 Learning engagement | 0.02 | 0.02 | 0.28*** | 0.25*** | 0.27*** | 0.24*** | 0.54*** | 0.48*** | 0.33*** | 0.04 | 1 | |||||||||||
12. T2 Vigor | -0.05 | 0.03 | 0.26*** | 0.24*** | 0.27*** | 0.20*** | 0.47*** | 0.48*** | 0.28*** | 0.04 | 0.90*** | 1 | ||||||||||
13. T2 Dedication | 0.03 | 0.06 | 0.26*** | 0.25*** | 0.26*** | 0.19*** | 0.54*** | 0.47*** | 0.27*** | 0.06 | 0.92*** | 0.81*** | 1 | |||||||||
14. T2 Absorption | 0.05 | -0.02 | 0.24*** | 0.19*** | 0.22*** | 0.25*** | 0.46*** | 0.36*** | 0.35*** | 0.01 | 0.89*** | 0.66*** | 0.71*** | 1 | ||||||||
15. T2 Positive parenting style | -0.004 | 0.11* | 0.21*** | 0.21*** | 0.21** | 0.14** | 0.48*** | 0.30*** | 0.26*** | 0.12* | 0.31*** | 0.31*** | 0.32*** | 0.23*** | 1 | |||||||
16. T2 Teacher-student relationship | 0.09 | 0.04 | 0.27*** | 0.22*** | 0.29*** | 0.21*** | 0.33*** | 0.47*** | 0.33*** | 0.00 | 0.38*** | 0.40*** | 0.36*** | 0.28*** | 0.39*** | 1 | ||||||
17. T2 Peer relationship | 0.12* | -0.02 | 0.17** | 0.14* | 0.21*** | 0.11* | 0.25*** | 0.27*** | 0.42*** | 0.00 | 0.24*** | 0.23*** | 0.23*** | 0.19*** | 0.35*** | 0.57*** | 1 | |||||
18. T3 Age | 0.07 | 1.00*** | 0.01 | -0.03 | 0.03 | 0.02 | 0.11* | 0.04 | -0.05 | 0.86*** | 0.02 | 0.03 | 0.06 | -0.02 | 0.11* | 0.04 | -0.02 | 1 | ||||
19. T3 Learning engagement | 0.06 | 0.01 | 0.28*** | 0.25*** | 0.28*** | 0.21*** | 0.39*** | 0.36*** | 0.29*** | 0.05 | 0.48*** | 0.49*** | 0.46*** | 0.36*** | 0.51*** | 0.53*** | 0.41*** | 0.01 | 1 | |||
20. T3 Vigor | 0.04 | 0.01 | 0.26*** | 0.25*** | 0.26*** | 0.20*** | 0.36*** | 0.32*** | 0.28*** | 0.04 | 0.50*** | 0.54*** | 0.48*** | 0.34*** | 0.46*** | 0.48*** | 0.36*** | 0.01 | 0.89*** | 1 | ||
21. T3 Dedication | 0.03 | 0.03 | 0.26*** | 0.24*** | 0.28*** | 0.18*** | 0.37*** | 0.34*** | 0.27*** | 0.04 | 0.44*** | 0.47*** | 0.45*** | 0.30*** | 0.52*** | 0.53*** | 0.40*** | 0.03 | 0.93*** | 0.80*** | 1 | |
22. T3 Absorption | 0.09 | -0.01 | 0.23*** | 0.20*** | 0.22*** | 0.19*** | 0.34*** | 0.31*** | 0.24*** | 0.04 | 0.37*** | 0.35*** | 0.33*** | 0.34*** | 0.41*** | 0.44*** | 0.35*** | -0.01 | 0.89*** | 0.64*** | 0.72*** | 1 |
M | - | 9.97 | 3.57 | 3.32 | 3.56 | 3.83 | 3.27 | 4.14 | 3.32 | 10.50 | 3.71 | 3.49 | 3.72 | 3.93 | 2.99 | 3.80 | 3.14 | 10.97 | 3.38 | 3.21 | 3.34 | 3.57 |
SD | - | 0.91 | 0.82 | 0.88 | 0.90 | 0.98 | 0.58 | 0.60 | 0.42 | 0.94 | 0.86 | 0.85 | 0.95 | 1.06 | 0.70 | 0.69 | 0.51 | 0.91 | 0.92 | 0.93 | 0.98 | 1.14 |
Table 1 Means, standard deviations and correlations for the study variable (N = 347)
Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. Gender | 1 | |||||||||||||||||||||
2. T1 Age | 0.07 | 1 | ||||||||||||||||||||
3. T1 Learning engagement | 0.11* | 0.01 | 1 | |||||||||||||||||||
4. T1 Vigor | 0.08 | -0.03 | 0.87*** | 1 | ||||||||||||||||||
5. T1 Dedication | 0.10 | 0.03 | 0.93*** | 0.75*** | 1 | |||||||||||||||||
6. T1 Absorption | 0.12* | 0.02 | 0.89*** | 0.62*** | 0.75*** | 1 | ||||||||||||||||
7. T1 Positive parenting style | 0.02 | 0.11* | 0.22*** | 0.19*** | 0.22*** | 0.19*** | 1 | |||||||||||||||
8. T1 Teacher-student relationship | 0.12* | 0.04 | 0.14** | 0.08 | 0.16** | 0.14** | 0.43*** | 1 | ||||||||||||||
9. T1 Peer relationship | 0.07 | -0.05 | 0.13* | 0.07 | 0.14* | 0.13* | 0.26*** | 0.49*** | 1 | |||||||||||||
10. T2 Age | 0.05 | 0.86*** | 0.03 | 0.01 | 0.05 | 0.01 | 0.08 | 0.00 | -0.02 | 1 | ||||||||||||
11. T2 Learning engagement | 0.02 | 0.02 | 0.28*** | 0.25*** | 0.27*** | 0.24*** | 0.54*** | 0.48*** | 0.33*** | 0.04 | 1 | |||||||||||
12. T2 Vigor | -0.05 | 0.03 | 0.26*** | 0.24*** | 0.27*** | 0.20*** | 0.47*** | 0.48*** | 0.28*** | 0.04 | 0.90*** | 1 | ||||||||||
13. T2 Dedication | 0.03 | 0.06 | 0.26*** | 0.25*** | 0.26*** | 0.19*** | 0.54*** | 0.47*** | 0.27*** | 0.06 | 0.92*** | 0.81*** | 1 | |||||||||
14. T2 Absorption | 0.05 | -0.02 | 0.24*** | 0.19*** | 0.22*** | 0.25*** | 0.46*** | 0.36*** | 0.35*** | 0.01 | 0.89*** | 0.66*** | 0.71*** | 1 | ||||||||
15. T2 Positive parenting style | -0.004 | 0.11* | 0.21*** | 0.21*** | 0.21** | 0.14** | 0.48*** | 0.30*** | 0.26*** | 0.12* | 0.31*** | 0.31*** | 0.32*** | 0.23*** | 1 | |||||||
16. T2 Teacher-student relationship | 0.09 | 0.04 | 0.27*** | 0.22*** | 0.29*** | 0.21*** | 0.33*** | 0.47*** | 0.33*** | 0.00 | 0.38*** | 0.40*** | 0.36*** | 0.28*** | 0.39*** | 1 | ||||||
17. T2 Peer relationship | 0.12* | -0.02 | 0.17** | 0.14* | 0.21*** | 0.11* | 0.25*** | 0.27*** | 0.42*** | 0.00 | 0.24*** | 0.23*** | 0.23*** | 0.19*** | 0.35*** | 0.57*** | 1 | |||||
18. T3 Age | 0.07 | 1.00*** | 0.01 | -0.03 | 0.03 | 0.02 | 0.11* | 0.04 | -0.05 | 0.86*** | 0.02 | 0.03 | 0.06 | -0.02 | 0.11* | 0.04 | -0.02 | 1 | ||||
19. T3 Learning engagement | 0.06 | 0.01 | 0.28*** | 0.25*** | 0.28*** | 0.21*** | 0.39*** | 0.36*** | 0.29*** | 0.05 | 0.48*** | 0.49*** | 0.46*** | 0.36*** | 0.51*** | 0.53*** | 0.41*** | 0.01 | 1 | |||
20. T3 Vigor | 0.04 | 0.01 | 0.26*** | 0.25*** | 0.26*** | 0.20*** | 0.36*** | 0.32*** | 0.28*** | 0.04 | 0.50*** | 0.54*** | 0.48*** | 0.34*** | 0.46*** | 0.48*** | 0.36*** | 0.01 | 0.89*** | 1 | ||
21. T3 Dedication | 0.03 | 0.03 | 0.26*** | 0.24*** | 0.28*** | 0.18*** | 0.37*** | 0.34*** | 0.27*** | 0.04 | 0.44*** | 0.47*** | 0.45*** | 0.30*** | 0.52*** | 0.53*** | 0.40*** | 0.03 | 0.93*** | 0.80*** | 1 | |
22. T3 Absorption | 0.09 | -0.01 | 0.23*** | 0.20*** | 0.22*** | 0.19*** | 0.34*** | 0.31*** | 0.24*** | 0.04 | 0.37*** | 0.35*** | 0.33*** | 0.34*** | 0.41*** | 0.44*** | 0.35*** | -0.01 | 0.89*** | 0.64*** | 0.72*** | 1 |
M | - | 9.97 | 3.57 | 3.32 | 3.56 | 3.83 | 3.27 | 4.14 | 3.32 | 10.50 | 3.71 | 3.49 | 3.72 | 3.93 | 2.99 | 3.80 | 3.14 | 10.97 | 3.38 | 3.21 | 3.34 | 3.57 |
SD | - | 0.91 | 0.82 | 0.88 | 0.90 | 0.98 | 0.58 | 0.60 | 0.42 | 0.94 | 0.86 | 0.85 | 0.95 | 1.06 | 0.70 | 0.69 | 0.51 | 0.91 | 0.92 | 0.93 | 0.98 | 1.14 |
Time | Classes | AIC | BIC | aBIC | Entropy | LMRT(p) | BLRT(p) | Percentage (%) |
---|---|---|---|---|---|---|---|---|
T1 | 2 | 2590.16 | 2628.66 | 2596.93 | 0.86 | 0.005 | < 0.001 | 28.24/71.76 |
3 | 2461.31 | 2515.20 | 2470.79 | 0.77 | 0.40 | < 0.001 | 17.00/50.72/32.28 | |
4 | 2382.08 | 2451.37 | 2394.27 | 0.84 | 0.11 | < 0.001 | 10.95/23.92/50.14/14.99 | |
5 | 2328.37 | 2413.06 | 2343.26 | 0.88 | 0.02 | < 0.001 | 1.73/13.54/21.61/48.13/14.99 | |
6 | 2309.44 | 2409.53 | 2327.05 | 0.87 | 0.26 | < 0.001 | 1.73/11.52/14.70/9.22/47.84/14.99 | |
T2 | 2 | 2506.44 | 2544.93 | 2513.21 | 0.86 | < 0.001 | < 0.001 | 46.97/53.03 |
3 | 2379.70 | 2433.59 | 2389.18 | 0.90 | 0.001 | < 0.001 | 7.20/44.67/48.13 | |
4 | 2307.34 | 2376.63 | 2319.53 | 0.85 | 0.02 | < 0.001 | 6.63/38.90/26.23/28.24 | |
5 | 2271.64 | 2356.33 | 2286.54 | 0.81 | 0.14 | < 0.001 | 6.63/27.67/14.12/26.51/25.07 | |
6 | 2269.82 | 2369.90 | 2287.42 | 0.85 | 0.60 | 0.67 | 2.59/10.66/24.21/18.73/8.07/35.74 | |
T3 | 2 | 2560.65 | 2599.14 | 2567.42 | 0.83 | < 0.001 | < 0.001 | 59.37/40.63 |
3 | 2389.94 | 2443.83 | 2399.41 | 0.87 | < 0.001 | < 0.001 | 17.00/51.30/31.70 | |
4 | 2349.65 | 2418.94 | 2361.84 | 0.80 | 0.41 | < 0.001 | 9.22/38.62/25.36/26.80 | |
5 | 2331.04 | 2415.72 | 2345.93 | 0.82 | 0.04 | < 0.001 | 1.44/14.12/38.62/19.60/26.22 | |
6 | 2318.30 | 2418.38 | 2335.90 | 0.82 | 0.24 | < 0.001 | 3.46/14.41/31.70/18.44/18.73/13.26 |
Table 2 LPA model fitting indexes of T1, T2 and T3
Time | Classes | AIC | BIC | aBIC | Entropy | LMRT(p) | BLRT(p) | Percentage (%) |
---|---|---|---|---|---|---|---|---|
T1 | 2 | 2590.16 | 2628.66 | 2596.93 | 0.86 | 0.005 | < 0.001 | 28.24/71.76 |
3 | 2461.31 | 2515.20 | 2470.79 | 0.77 | 0.40 | < 0.001 | 17.00/50.72/32.28 | |
4 | 2382.08 | 2451.37 | 2394.27 | 0.84 | 0.11 | < 0.001 | 10.95/23.92/50.14/14.99 | |
5 | 2328.37 | 2413.06 | 2343.26 | 0.88 | 0.02 | < 0.001 | 1.73/13.54/21.61/48.13/14.99 | |
6 | 2309.44 | 2409.53 | 2327.05 | 0.87 | 0.26 | < 0.001 | 1.73/11.52/14.70/9.22/47.84/14.99 | |
T2 | 2 | 2506.44 | 2544.93 | 2513.21 | 0.86 | < 0.001 | < 0.001 | 46.97/53.03 |
3 | 2379.70 | 2433.59 | 2389.18 | 0.90 | 0.001 | < 0.001 | 7.20/44.67/48.13 | |
4 | 2307.34 | 2376.63 | 2319.53 | 0.85 | 0.02 | < 0.001 | 6.63/38.90/26.23/28.24 | |
5 | 2271.64 | 2356.33 | 2286.54 | 0.81 | 0.14 | < 0.001 | 6.63/27.67/14.12/26.51/25.07 | |
6 | 2269.82 | 2369.90 | 2287.42 | 0.85 | 0.60 | 0.67 | 2.59/10.66/24.21/18.73/8.07/35.74 | |
T3 | 2 | 2560.65 | 2599.14 | 2567.42 | 0.83 | < 0.001 | < 0.001 | 59.37/40.63 |
3 | 2389.94 | 2443.83 | 2399.41 | 0.87 | < 0.001 | < 0.001 | 17.00/51.30/31.70 | |
4 | 2349.65 | 2418.94 | 2361.84 | 0.80 | 0.41 | < 0.001 | 9.22/38.62/25.36/26.80 | |
5 | 2331.04 | 2415.72 | 2345.93 | 0.82 | 0.04 | < 0.001 | 1.44/14.12/38.62/19.60/26.22 | |
6 | 2318.30 | 2418.38 | 2335.90 | 0.82 | 0.24 | < 0.001 | 3.46/14.41/31.70/18.44/18.73/13.26 |
Dimensions | Low engaged group | Moderately engaged group | High absorption with vigorous disengagement group | Highly engaged group | F | ηp2 |
---|---|---|---|---|---|---|
T1 | ||||||
Vigor | -1.48 (0.18) a | -0.65 (0.15) b | 0.24 (0.07) c | 1.27 (0.09) d | 197.79*** | 0.63 |
Dedication | -1.69 (0.33) a | -0.78 (0.14) b | 0.32 (0.06) c | 1.36 (0.06) d | 570.96*** | 0.83 |
Absorption | -1.94 (0.27) a | -0.48 (0.28) b | 0.34 (0.05) c | 1.01 (0.06) d | 264.39*** | 0.70 |
T2 | ||||||
Vigor | -1.65 (0.15) a | -0.65 (0.06) b | 0.13 (0.11) c | 1.16 (0.13) d | 307.57*** | 0.73 |
Dedication | -2.03 (0.15) a | -0.72 (0.05) b | 0.37 (0.16) c | 1.12 (0.05) d | 818.71*** | 0.88 |
Absorption | -1.72 (0.16) a | -0.59 (0.12) b | 0.42 (0.10) c | 0.81 (0.05) d | 159.71*** | 0.58 |
T3 | ||||||
Vigor | -1.44 (0.42) a | -0.51 (0.16) b | 0.08 (0.16) c | 1.17 (0.11) d | 270.81*** | 0.70 |
Dedication | -1.59 (0.31) a | -0.59 (0.17) b | 0.17 (0.26) c | 1.26 (0.08) d | 619.30*** | 0.84 |
Absorption | -1.65 (0.23) a | -0.51 (0.28) b | 0.46 (0.25) c | 0.91 (0.05) d | 227.34*** | 0.67 |
Table 3 Mean differences in the three learning engagement dimensions by the four learning engagement subtypes
Dimensions | Low engaged group | Moderately engaged group | High absorption with vigorous disengagement group | Highly engaged group | F | ηp2 |
---|---|---|---|---|---|---|
T1 | ||||||
Vigor | -1.48 (0.18) a | -0.65 (0.15) b | 0.24 (0.07) c | 1.27 (0.09) d | 197.79*** | 0.63 |
Dedication | -1.69 (0.33) a | -0.78 (0.14) b | 0.32 (0.06) c | 1.36 (0.06) d | 570.96*** | 0.83 |
Absorption | -1.94 (0.27) a | -0.48 (0.28) b | 0.34 (0.05) c | 1.01 (0.06) d | 264.39*** | 0.70 |
T2 | ||||||
Vigor | -1.65 (0.15) a | -0.65 (0.06) b | 0.13 (0.11) c | 1.16 (0.13) d | 307.57*** | 0.73 |
Dedication | -2.03 (0.15) a | -0.72 (0.05) b | 0.37 (0.16) c | 1.12 (0.05) d | 818.71*** | 0.88 |
Absorption | -1.72 (0.16) a | -0.59 (0.12) b | 0.42 (0.10) c | 0.81 (0.05) d | 159.71*** | 0.58 |
T3 | ||||||
Vigor | -1.44 (0.42) a | -0.51 (0.16) b | 0.08 (0.16) c | 1.17 (0.11) d | 270.81*** | 0.70 |
Dedication | -1.59 (0.31) a | -0.59 (0.17) b | 0.17 (0.26) c | 1.26 (0.08) d | 619.30*** | 0.84 |
Absorption | -1.65 (0.23) a | -0.51 (0.28) b | 0.46 (0.25) c | 0.91 (0.05) d | 227.34*** | 0.67 |
Low engaged group | Moderately engaged group | High absorption with vigorous disengagement group | Highly engaged group | |
---|---|---|---|---|
Status probabilities | ||||
T1 | 0.11 | 0.25 | 0.46 | 0.18 |
T2 | 0.08 | 0.37 | 0.30 | 0.25 |
T3 | 0.08 | 0.39 | 0.30 | 0.23 |
Transition probabilities from T1 to T2 | ||||
Low engaged group | 0.16 | 0.55 | 0.16 | 0.13 |
Moderately engaged group | 0.10 | 0.43 | 0.31 | 0.16 |
High absorption with vigorous disengagement group | 0.05 | 0.39 | 0.35 | 0.21 |
Highly engaged group | 0.09 | 0.11 | 0.26 | 0.54 |
Transition probabilities from T1 to T2 | ||||
Low engaged group | 0.32 | 0.44 | 0.18 | 0.06 |
Moderately engaged group | 0.08 | 0.61 | 0.25 | 0.06 |
High absorption with vigorous disengagement group | 0.05 | 0.30 | 0.49 | 0.16 |
Highly engaged group | 0.01 | 0.17 | 0.17 | 0.65 |
Table 4 Status probabilities and transition probabilities of learning engagement subtypes across time
Low engaged group | Moderately engaged group | High absorption with vigorous disengagement group | Highly engaged group | |
---|---|---|---|---|
Status probabilities | ||||
T1 | 0.11 | 0.25 | 0.46 | 0.18 |
T2 | 0.08 | 0.37 | 0.30 | 0.25 |
T3 | 0.08 | 0.39 | 0.30 | 0.23 |
Transition probabilities from T1 to T2 | ||||
Low engaged group | 0.16 | 0.55 | 0.16 | 0.13 |
Moderately engaged group | 0.10 | 0.43 | 0.31 | 0.16 |
High absorption with vigorous disengagement group | 0.05 | 0.39 | 0.35 | 0.21 |
Highly engaged group | 0.09 | 0.11 | 0.26 | 0.54 |
Transition probabilities from T1 to T2 | ||||
Low engaged group | 0.32 | 0.44 | 0.18 | 0.06 |
Moderately engaged group | 0.08 | 0.61 | 0.25 | 0.06 |
High absorption with vigorous disengagement group | 0.05 | 0.30 | 0.49 | 0.16 |
Highly engaged group | 0.01 | 0.17 | 0.17 | 0.65 |
Profiles | Predictors | LEG | MEG | HAVDG | HEG | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | ||
T1到T2 | |||||||||||||
LEG | Positive parenting style | - | - | - | 0.81 (0.53) | 2.25 | [0.79, 6.35] | 1.97** (0.77) | 7.16 | [1.59, 31.18] | 2.08* (0.90) | 8.01 | [1.36, 47.01] |
Teacher-student relationship | - | - | - | 0.72 (0.55) | 2.05 | [0.70, 6.07] | 1.51 (0.85) | 4.50 | [0.85, 23.77] | 0.61 (0.88) | 1.84 | [0.33, 10.31] | |
Peer relationship | - | - | - | 0.64 (0.55) | 1.89 | [0.65, 5.54] | 0.94 (0.73) | 2.57 | [0.61, 10.80] | 1.14 (0.90) | 3.14 | [0.54, 18.33] | |
MEG | Positive parenting style | -0.78 (0.42) | 0.46 | [0.20, 1.04] | - | - | - | 0.43 (0.31) | 1.54 | [0.83, 2.85] | 0.99* (0.50) | 2.69 | [1.02, 7.11] |
Teacher-student relationship | -0.88* (0.40) | 0.42 | [0.19, 0.91] | - | - | - | 0.01 (0.30) | 1.01 | [0.56, 1.82] | 1.00 (0.52) | 2.73 | [1.00, 7.49] | |
Peer relationship | -0.55 (0.42) | 0.58 | [0.25, 1.32] | - | - | - | -0.13 (0.28) | 0.88 | [0.51, 1.51] | 0.41 (0.43) | 1.51 | [0.65, 3.47] | |
HAVDG | Positive parenting style | -0.96* (0.42) | 0.38 | [0.17, 0.86] | -0.62** (0.23) | 0.65 | [0.34, 0.85] | - | - | - | 1.29***(0.39) | 3.65 | [1.71, 7.80] |
Teacher-student relationship | -0.80 (0.42) | 0.45 | [0.20, 1.03] | -0.53* (0.24) | 0.59 | [0.37, 0.95] | - | - | - | 0.42 (0.35) | 1.53 | [0.78, 3.00] | |
Peer relationship | -0.19 (0.44) | 0.83 | [0.35, 1.96] | -0.14 (0.23) | 0.87 | [0.56, 1.36] | - | - | - | -0.31 (0.26) | 0.74 | [0.44, 1.22] | |
HEG | Positive parenting style | -2.93*** (0.67) | 0.05 | [0.01, 0.20] | -1.59* (0.65) | 0.21 | [0.06, 0.73] | -0.71 (0.63) | 0.49 | [0.14, 1.68] | - | - | - |
Teacher-student relationship | -2.14*** (0.62) | 0.12 | [0.04, 0.40] | -1.63** (0.56) | 0.20 | [0.07, 0.59] | -1.12* (0.54) | 0.33 | [0.11, 0.94] | - | - | - | |
Peer relationship | 0.06 (0.68) | 1.06 | [0.28, 4.06] | -0.23 (0.51) | 0.79 | [0.29, 2.16] | -0.08 (0.42) | 0.92 | [0.40, 2.10] | - | - | - | |
T2到T3 | |||||||||||||
LEG | Positive parenting style | - | - | - | 0.55 (0.62) | 1.74 | [0.51, 5.90] | 1.41 (0.81) | 4.07 | [0.84, 19.80] | 1.87 (1.45) | 3.28 | [0.19, 56.03] |
Teacher-student relationship | - | - | - | 1.40 (0.81) | 4.07 | [0.84, 19.78] | 2.43* (1.00) | 11.40 | [1.62, 80.38] | 1.85 (1.79) | 6.36 | [0.19, 211.64] | |
Peer relationship | - | - | - | 0.83 (0.61) | 2.29 | [0.70, 7.49] | 0.99 (0.82) | 2.69 | [0.54, 13.40] | 1.87 (1.90) | 6.52 | [0.16, 267.71] | |
MEG | Positive parenting style | 0.20 (0.45) | 1.22 | [0.50, 2.96] | - | - | - | 0.66* (0.27) | 1.93 | [1.14, 3.27] | 2.67***(0.79) | 14.45 | [3.10, 67.38] |
Teacher-student relationship | -1.79** (0.57) | 0.17 | [0.06, 0.51] | - | - | - | -0.06 (0.31) | 0.95 | [0.52, 1.72] | 1.37 (0.70) | 3.93 | [1.00, 15.48] | |
Peer relationship | -0.10 (0.45) | 0.91 | [0.38, 2.18] | - | - | - | 0.60* (0.31) | 1.83 | [1.00, 3.33] | -0.68(0.53) | 0.51 | [0.18, 1.44] | |
HAVDG | Positive parenting style | -1.30* (0.53) | 0.27 | [0.10, 0.78] | -0.36 (0.29) | 0.70 | [0.40, 1.22] | - | - | - | 0.50 (0.40) | 1.64 | [0.75, 3.57] |
Teacher-student relationship | -1.08 (0.58) | 0.34 | [0.11, 1.06] | -0.46 (0.33) | 0.63 | [0.33, 1.21] | - | - | - | 0.09 (0.45) | 1.10 | [0.45, 2.66] | |
Peer relationship | 0.53 (0.54) | 1.70 | [0.59, 4.88] | -0.27 (0.31) | 0.76 | [0.42, 1.39] | - | - | - | -0.03 (0.42) | 0.97 | [0.43, 2.19] | |
HEG | Positive parenting style | 2.48 (4.60) | 11.97 | [0.001, 99214.27] | -1.67*** (0.44) | 0.19 | [0.08, 0.44] | -1.08** (0.42) | 0.34 | [0.15, 0.78] | - | - | - |
Teacher-student relationship | -2.87* (1.29) | 0.06 | [0.01, 0.71] | -1.45** (0.53) | 0.23 | [0.08, 0.67] | -1.21* (0.51) | 0.30 | [0.11, 0.81] | - | - | - | |
Peer relationship | -5.38 (5.10) | 0.01 | [0.00, 101.87] | 0.13 (0.41) | 1.14 | [0.51, 2.57] | 0.07 (0.38) | 1.07 | [0.51, 2.25] | - | - | - |
Table 5 Occurrence ratio of the transition probability under the influence of predictors
Profiles | Predictors | LEG | MEG | HAVDG | HEG | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | B (SE) | OR | 95% CI | ||
T1到T2 | |||||||||||||
LEG | Positive parenting style | - | - | - | 0.81 (0.53) | 2.25 | [0.79, 6.35] | 1.97** (0.77) | 7.16 | [1.59, 31.18] | 2.08* (0.90) | 8.01 | [1.36, 47.01] |
Teacher-student relationship | - | - | - | 0.72 (0.55) | 2.05 | [0.70, 6.07] | 1.51 (0.85) | 4.50 | [0.85, 23.77] | 0.61 (0.88) | 1.84 | [0.33, 10.31] | |
Peer relationship | - | - | - | 0.64 (0.55) | 1.89 | [0.65, 5.54] | 0.94 (0.73) | 2.57 | [0.61, 10.80] | 1.14 (0.90) | 3.14 | [0.54, 18.33] | |
MEG | Positive parenting style | -0.78 (0.42) | 0.46 | [0.20, 1.04] | - | - | - | 0.43 (0.31) | 1.54 | [0.83, 2.85] | 0.99* (0.50) | 2.69 | [1.02, 7.11] |
Teacher-student relationship | -0.88* (0.40) | 0.42 | [0.19, 0.91] | - | - | - | 0.01 (0.30) | 1.01 | [0.56, 1.82] | 1.00 (0.52) | 2.73 | [1.00, 7.49] | |
Peer relationship | -0.55 (0.42) | 0.58 | [0.25, 1.32] | - | - | - | -0.13 (0.28) | 0.88 | [0.51, 1.51] | 0.41 (0.43) | 1.51 | [0.65, 3.47] | |
HAVDG | Positive parenting style | -0.96* (0.42) | 0.38 | [0.17, 0.86] | -0.62** (0.23) | 0.65 | [0.34, 0.85] | - | - | - | 1.29***(0.39) | 3.65 | [1.71, 7.80] |
Teacher-student relationship | -0.80 (0.42) | 0.45 | [0.20, 1.03] | -0.53* (0.24) | 0.59 | [0.37, 0.95] | - | - | - | 0.42 (0.35) | 1.53 | [0.78, 3.00] | |
Peer relationship | -0.19 (0.44) | 0.83 | [0.35, 1.96] | -0.14 (0.23) | 0.87 | [0.56, 1.36] | - | - | - | -0.31 (0.26) | 0.74 | [0.44, 1.22] | |
HEG | Positive parenting style | -2.93*** (0.67) | 0.05 | [0.01, 0.20] | -1.59* (0.65) | 0.21 | [0.06, 0.73] | -0.71 (0.63) | 0.49 | [0.14, 1.68] | - | - | - |
Teacher-student relationship | -2.14*** (0.62) | 0.12 | [0.04, 0.40] | -1.63** (0.56) | 0.20 | [0.07, 0.59] | -1.12* (0.54) | 0.33 | [0.11, 0.94] | - | - | - | |
Peer relationship | 0.06 (0.68) | 1.06 | [0.28, 4.06] | -0.23 (0.51) | 0.79 | [0.29, 2.16] | -0.08 (0.42) | 0.92 | [0.40, 2.10] | - | - | - | |
T2到T3 | |||||||||||||
LEG | Positive parenting style | - | - | - | 0.55 (0.62) | 1.74 | [0.51, 5.90] | 1.41 (0.81) | 4.07 | [0.84, 19.80] | 1.87 (1.45) | 3.28 | [0.19, 56.03] |
Teacher-student relationship | - | - | - | 1.40 (0.81) | 4.07 | [0.84, 19.78] | 2.43* (1.00) | 11.40 | [1.62, 80.38] | 1.85 (1.79) | 6.36 | [0.19, 211.64] | |
Peer relationship | - | - | - | 0.83 (0.61) | 2.29 | [0.70, 7.49] | 0.99 (0.82) | 2.69 | [0.54, 13.40] | 1.87 (1.90) | 6.52 | [0.16, 267.71] | |
MEG | Positive parenting style | 0.20 (0.45) | 1.22 | [0.50, 2.96] | - | - | - | 0.66* (0.27) | 1.93 | [1.14, 3.27] | 2.67***(0.79) | 14.45 | [3.10, 67.38] |
Teacher-student relationship | -1.79** (0.57) | 0.17 | [0.06, 0.51] | - | - | - | -0.06 (0.31) | 0.95 | [0.52, 1.72] | 1.37 (0.70) | 3.93 | [1.00, 15.48] | |
Peer relationship | -0.10 (0.45) | 0.91 | [0.38, 2.18] | - | - | - | 0.60* (0.31) | 1.83 | [1.00, 3.33] | -0.68(0.53) | 0.51 | [0.18, 1.44] | |
HAVDG | Positive parenting style | -1.30* (0.53) | 0.27 | [0.10, 0.78] | -0.36 (0.29) | 0.70 | [0.40, 1.22] | - | - | - | 0.50 (0.40) | 1.64 | [0.75, 3.57] |
Teacher-student relationship | -1.08 (0.58) | 0.34 | [0.11, 1.06] | -0.46 (0.33) | 0.63 | [0.33, 1.21] | - | - | - | 0.09 (0.45) | 1.10 | [0.45, 2.66] | |
Peer relationship | 0.53 (0.54) | 1.70 | [0.59, 4.88] | -0.27 (0.31) | 0.76 | [0.42, 1.39] | - | - | - | -0.03 (0.42) | 0.97 | [0.43, 2.19] | |
HEG | Positive parenting style | 2.48 (4.60) | 11.97 | [0.001, 99214.27] | -1.67*** (0.44) | 0.19 | [0.08, 0.44] | -1.08** (0.42) | 0.34 | [0.15, 0.78] | - | - | - |
Teacher-student relationship | -2.87* (1.29) | 0.06 | [0.01, 0.71] | -1.45** (0.53) | 0.23 | [0.08, 0.67] | -1.21* (0.51) | 0.30 | [0.11, 0.81] | - | - | - | |
Peer relationship | -5.38 (5.10) | 0.01 | [0.00, 101.87] | 0.13 (0.41) | 1.14 | [0.51, 2.57] | 0.07 (0.38) | 1.07 | [0.51, 2.25] | - | - | - |
Figure 2. Status probabilities and transition probabilities of learning engagement subtypes across time.Note. 1) LEG = Low Engaged Group, MEG = Moderately engaged group, HAVDG = High Absorption with Vigorous Disengagement Group, HEG = Highly engaged group.2) The numerical values along the line represent transition probabilities associated with learning engagement subtypes, where the length of the line segment corresponds to a positive correlation with the transition probability.
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