Research on Paths and Countermeasures of Artificial Intelligence to Boost the Development of Russian Language Teachers in Colleges and Universities
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23 sept 2025
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Publicado en línea: 23 sept 2025
Recibido: 07 ene 2025
Aceptado: 30 abr 2025
DOI: https://doi.org/10.2478/amns-2025-0964
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© 2025 Zhiqiang Wang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

Figure 4.

Differences in the different age level teachers
Tools type | Age | Mean | SD | ||
---|---|---|---|---|---|
Course management | Blow 35 | 56.29 | 61.97 | 0.846 | 0.152 |
36-40 | 18.28 | 68.07 | |||
41-45 | 43.07 | 50.06 | |||
46-50 | 48.77 | 38.47 | |||
Above 50 | 49.62 | 39.11 | |||
Content management | Blow 35 | 146.37 | 95.16 | 1.639 | 0.291 |
36-40 | 131.14 | 45.87 | |||
41-45 | 152.02 | 70.15 | |||
46-50 | 174.87 | 75.42 | |||
Above 50 | 239.91 | 89.94 | |||
Communication cooperation | Blow 35 | 180.83 | 55.62 | 2.408 | 0.086 |
36-40 | 117.97 | 89.64 | |||
41-45 | 18.95 | 43.57 | |||
46-50 | 63.55 | 40.97 | |||
Above 50 | 46.53 | 26.36 | |||
Course evaluation | Blow 35 | 236.61 | 43.29 | 0.561 | 0.694 |
36-40 | 202.59 | 76.66 | |||
41-45 | 60.86 | 76.76 | |||
46-50 | 229.35 | 56.92 | |||
Above 50 | 212.07 | 53.25 |
Standardized path coefficient of the model
Path | Estimate | S.E. | C.R. | P | |
---|---|---|---|---|---|
H1 | Teacher development <--- Individual factor | 0.571 | 0.156 | 5.443 | 0.001*** |
H2a | Individual factor <---School environment | 0.286 | 0.233 | 4.495 | 0.018** |
H2b | Teacher development <--- School environment | 0.471 | 0.145 | 4.208 | 0.004*** |
H3a | Individual factor <--- Artificial intelligence | 0.414 | 0.169 | 6.719 | 0.006*** |
H3b | School environment <--- Artificial intelligence | 0.315 | 0.137 | 5.542 | 0.011** |
H3c | Teacher development <--- Artificial intelligence | 0.456 | 0.159 | 6.411 | 0.005*** |
The test results of the fitting degree
Index | Evaluation criteria | Indexing | Fitting judgment |
---|---|---|---|
CMIN/DF | <3 | 1.731 | Yes |
GFI | >0.9 | 0.913 | Yes |
AGFI | >0.9 | 0.938 | Yes |
RMSEA | <0.08 | 0.021 | Yes |
NFI | >0.9 | 0.942 | Yes |
RFI | >0.9 | 0.939 | Yes |
IFI | >0.9 | 0.926 | Yes |
TLI | >0.9 | 0.949 | Yes |
CFI | >0.9 | 0.921 | Yes |
PGFI | >0.5 | 0.806 | Yes |