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Fig 1.

Theoretical integration framework.

Theoretical Integration Framework: Mediating Role of Technological Adaptability in the Relationship between Cognitive Load and Innovative Teaching Behavior in AI-Enhanced Educational Contexts. This conceptual model illustrates the integration of Cognitive Load Theory (CLT), Technology Acceptance Model (TAM), and Innovation Diffusion Theory (IDT) through three theoretical mechanisms: distributed cognition, cognitive offloading, and adaptive scaffolding. The model depicts technological adaptability as a mediator between cognitive load and innovative teaching behavior, with specific hypotheses (H1a, H1b, H1c) representing the direct and indirect pathways examined in this study.

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Table 1.

Descriptive statistics and initial psychometric properties.

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Table 2.

Measurement model results and factor loadings.

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Table 3.

Discriminant validity analysis and inter-construct correlations.

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Fig 2.

SEM diagram path.

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Table 4.

Structural model results and hypothesis testing.

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Table 5.

Mediation analysis results.

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Table 6.

Multi-group invariance testing results.

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