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

Table 4.

Multivariate regression analysis of moderating effects by technical characteristics.

Moderation variable β SE 95% CI t p R 2
AI personalisation level 0.186
Basic adaptive (ref)
Moderately customisable 0.16* 0.073 [0.02, 0.30] 2.19 0.032
Highly personalised 0.31*** 0.089 [0.13, 0.49] 3.48 <0.001
Feedback mechanism 0.134
Delayed feedback (ref)
Instant feedback 0.21** 0.081 [0.05, 0.37] 2.59 0.012
Adaptive feedback 0.28*** 0.087 [0.11, 0.45] 3.22 0.002
Multimodal integration 0.20** 0.075 [0.05, 0.35] 2.67 0.010 0.098
Social interaction function 0.17* 0.072 [0.03, 0.31] 2.36 0.022 0.076

ref = reference group; **p < 0.05, ***p < 0.01, *p < 0.001.