A Study on the Path of Enhancing English Learners’ Discourse Organization Skills Based on Deep Learning and Evaluation Research
19 mar 2025
INFORMAZIONI SU QUESTO ARTICOLO
Pubblicato online: 19 mar 2025
Ricevuto: 12 ott 2024
Accettato: 30 gen 2025
DOI: https://doi.org/10.2478/amns-2025-0464
Parole chiave
© 2025 Fang Gu, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

Figure 4.

Multiple comparative analysis of the organization measurement index
| Variable | High-medium grouping (adjacent group) | Middle-low groups (adjacent groups) | High-low group (non-adjacent group) |
|---|---|---|---|
| A number of words in the sentence | -0.312 | -0.258 | -0.574 |
| The reason explains the step | 0.762 | 0.551 | 1.293* |
| Reason explains the number of words | 8.214* | 5.714* | 12.948* |
| Evaluate the number of words | 0.811 | 0.736 | 1.531 |
| Word markup | 2 | 0.848 | 2.869* |
Matched sample statistics
| Mean value | Case number | Standard deviation | Standard error mean | |
|---|---|---|---|---|
| Pre-Test | 24.512 | 50 | 7.2684 | 1.0237 |
| Post-Test | 27.315 | 50 | 5.8621 | 0.7951 |
Matched sample
| Pair difference | The difference is 95% confidence interval | |||||||
|---|---|---|---|---|---|---|---|---|
| Mean value | Standard deviation | Standard error mean | Lower limit | Upper limit | t | freedom | Sig. (Double tail) | |
| cross-survey | -2.465 | 1.8629 | 0.293 | -2.9934 | -2.0516 | -9.748 | 55 | 0.000 |
The distribution of English reading scores was distributed
| Case number | Average score | <22.5 | 22.5-30 | >30 | |
|---|---|---|---|---|---|
| Pre-test | 50 | 22.651 | 16 | 24 | 10 |
| Post-test | 50 | 27.547 | 4 | 32 | 14 |
The regression coefficient of the organization measurement index
| Model | Nonnormalized Coefficient | Standard Coefficient | T | Sig | Common Linear Statistics | ||||
|---|---|---|---|---|---|---|---|---|---|
| B | Standard Error | Trial Version | Tolerance | VIF | |||||
| 1 | (Constant) | 45.845 | 2.278 | 19.542 | 0.000 | ||||
| Reason Explains The Number Of Words | 0.786 | 0.078 | 0.775 | 9.155 | 0.000 | 1.000 | 1.000 | ||
| 2 | (Constant) | 46.511 | 2.165 | 21.261 | 0.000 | ||||
| Reason Explains The Number Of Words | 0.784 | 0.083 | 0.771 | 9.755 | 0.000 | 1.000 | 1.000 | ||
| Evaluate The Number Of Words | 0.825 | 0.291 | 0.032 | 2.864 | 0.008 | 1.000 | 1.000 | ||
| 3 | (Constant) | 45.012 | 2.351 | 19.051 | 0.000 | ||||
| Reason Explains The Number Of Words | 0.726 | 0.092 | 0.711 | 8.612 | 0.000 | 0.866 | 1.142 | ||
| Evaluate The Number Of Words | 0.936 | 0.286 | 0.263 | 3.122 | 0.003 | 0.953 | 1.028 | ||
| Word Markup | 0.524 | 0.244 | 0.183 | 2.189 | 0.039 | 0.826 | 1.265 | ||
The regression model of the organization measurement index is summarized
| model | R | R2 | Adjust R2 | Standard estimation error |
|---|---|---|---|---|
| 1 | 0.775a | 0.589 | 0.592 | 5.18322 |
| 2 | 0.814b | 0.652 | 0.633 | 4.96334 |
| 3 | 0.822c | 0.677 | 0.658 | 4.81244 |
The analysis results of the description and variance analysis
| Measuring index | Population n=60 | Scoring group n=20 | Medium grouping n=20 | Low group n=20 | F(2,60) | p | ||||
|---|---|---|---|---|---|---|---|---|---|---|
| M | SD | M | SD | M | SD | M | SD | |||
| A number of words in the sentence | 2.65 | 1.985 | 2.36 | 1.592 | 2.65 | 2.261 | 2.94 | 2.365 | 0.385 | 0.681 |
| The reason explains the step | 4.53 | 1.153 | 5.26 | 1.225 | 4.48 | 1.152 | 3.86 | 1.261 | 6.631 | 0.006 |
| Reason explains the number of words | 28.28 | 8.142 | 35.64 | 6.584 | 27.65 | 5.864 | 21.54 | 4.765 | 30.282 | 0.000 |
| Evaluate the number of words | 1.33 | 2.361 | 2.15 | 3.214 | 1.36 | 1.763 | 0.48 | 1.211 | 2.463 | 0.084 |
| Word markup | 6.65 | 2.794 | 9 | 3.115 | 5.84 | 2.512 | 5.12 | 2.165 | 6.215 | 0.006 |
