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Research on Digital Resource Construction and Intelligent Recommendation Strategy for Civic and Political Education in Colleges and Universities

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17 mar 2025
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Figure 1.

Hybrid recommendation algorithm process
Hybrid recommendation algorithm process

Figure 2.

Accuracy and recall rate results
Accuracy and recall rate results

Figure 3.

A sample of the education resource data
A sample of the education resource data

Figure 4.

Matching test results of each group method
Matching test results of each group method

Figure 5.

The statistical results of the lecture duration of different thoughts on education resources
The statistical results of the lecture duration of different thoughts on education resources

Descriptive statistics and grade difference analysis

Dimension Minimum value Maximum value Mean value Standard deviation Kurtosis Degree of bias
Self-evaluation 18 42 35.0855 4.3485 -0.2856 0.0587
Teaching effect 16 38 25.3658 2.8582 -0.1836 0.3785
Teaching resources and methods 15 27 19.4856 2.2863 0.3788 0.2678
Overall evaluation 52 94 79.2988 8.5489 -0.6445 -1.2645
Dimension Self-evaluation T Freedom Mean difference(Freshman year-sophomore) P 95% confidence interval
Lower limit Upper limit
Teaching effect 1.3452 36.8555 1.4855 0.1826 -0.6885 3.6285
Teaching resources and methods 2.2485 36.8555 0.6785 0.2658 0.0826 1.3885
Overall evaluation 2.1226 36.8555 0.8345 0.1388 0.0548 1.6248
Dimension 1.8455 36.8555 2.9285 0.2658 -0.1236 6.1578

Project analysis and factor analysis

Primary indicator Evaluation of teachers’ digital thinking
Secondary indicator Satisfaction Acquired sense Student interaction perception
Project analysis t test 0.000*** 0.000*** 0.000***
KMO 0.9482
Contribution rate /% 50.2562
Cumulative contribution /% 94.4875
Primary indicator Student digital learning effect evaluation
Secondary indicator Satisfaction Acquired sense Student interaction perception
Project analysis t test 0.000*** 0.000*** 0.000***
KMO 0.9157
Contribution rate /% 47.8565
Cumulative contribution /% 92.4985
Primary indicator The combination of recommended teaching results
Secondary indicator Student evaluation Teacher evaluation
Project analysis t test 0.000*** 0.000***
KMO 0.9245
Contribution rate /% 52.7486
Cumulative contribution /% 95.7856

Analysis of composite reliability and convergence validity

Primary indicator Secondary indicator Specific content Estimate AVE CR
Evaluation of teachers’ digital teaching effect Satisfaction Improve the teaching atmosphere 0.8785 0.8515 0.9245
Improve the teaching activity 0.9055
Acquired sense Improving teaching ability 0.9245 0.8545 0.9285
Improving teachers’ literacy 0.9268
Student interaction perception The willingness to interact significantly increased 0.9048 0.8345 0.9125
The distance between teachers and students is closer 0.8485
Student digital learning effect evaluation Satisfaction Promote outlook on life 0.8463 0.8245 0.9154
Promote values 0.8912
Acquired sense Enhanced identity 0.9248 0.8236 0.9048
Enhanced social identity 0.9078
Student interaction perception The willingness to interact significantly increased 0.8626 0.8548 0.9278
The distance between teachers and students is closer 0.9286
The combination of recommended teaching results Student evaluation Student performance progress is obvious 0.8932 0.8315 0.9185
The comprehensive quality of the students was significantly improved 0.8936
Teacher evaluation Teacher satisfaction improvement 0.9185 0.8269 0.9088
Teachers’ class is high in praise 0.9058
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro