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. 2026 Mar 9;17:1692949. doi: 10.3389/fpsyg.2026.1692949

Table 7.

Analysis of key success factors in practical implementation.

Success factor Weighting coefficient 95% confidence interval Implementation strategy Enhancement of expected effects
Quality of technology integration 0.34*** [0.28, 0.40] Systematic training, technical support, equipment assurance +0.25 SD
Teacher professional development 0.28*** [0.22, 0.34] AI literacy training, pedagogical guidance +0.21 SD
Learner readiness 0.23** [0.16, 0.30] Digital literacy assessment, adaptive support +0.17 SD
Institutional support 0.15* [0.08, 0.22] Policy safeguards, resource allocation, evaluation systems +0.12 SD

Weight coefficients based on multilevel structural equation modelling; **p < 0.05, ***p < 0.01, *p < 0.001.