Among AI-exposed students, open collaboration predicted higher aggregate offloading, which was associated with lower Week 8 higher-order thinking (indirect estimate −0.34)¶

Claim · All claims
Evidence · 1 study · causal r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-16 (automated, 1 of 1 entry) · not reviewed by a person

Subclaims¶

q2 i? Open collaboration predicted higher aggregate offloading (a = 0.77), and higher offloading was associated with lower Week 8 higher-order thinking (b = −0.45), with a bootstrap indirect estimate of −0.34. → Chen X 2026

Evidence¶

Chen X 2026¶

Chen X (2026) Layer-sensitive cognitive offloading in generative AI-assisted writing: supported performance and independent no-AI outcomes. Front. Psychol. 17:1906199. https://doi.org/10.3389/fpsyg.2026.1906199

q2 · i? · causal · r2

Exploratory associative decomposition within the 112 AI-exposed students, adjusting for baseline writing, HOT pretest, prior AI experience, and writing self-efficacy; the indirect estimate was ab = −0.34, 95% bootstrap CI [−0.48, −0.21].

"Open collaboration predicted higher aggregate offloading after covariate adjustment,a = 0.77, SE = 0.06, p < 0.001, mediator-model R2 = 0.67. Higher offloading was associated with lower Week 8 higher-order thinking, b =− 0.45, SE = 0.08, p < 0.001."

Discussion¶

Learner Variables¶

• Critical Thinking — predictor: learners who differ on it differ in outcomes

Related Claims¶

• Co-construction of shared understanding needed to be accompanied by students' personal construction and sense making for conceptual change to be stable over time — the general claim this finding bears on, with the studies behind it
• Bounded AI support outperformed open collaboration on all four Week 8 independent no-AI outcomes, though exact wild-cluster p values sat at the 0.050–0.063 boundary — related
• Metacognitive self-regulation mediates the relationships between all three AI interaction mechanisms and both higher-order outcomes — related
• Open collaboration involved more prompts, greater text incorporation, less self-generated text, and deeper idea and reasoning offloading than bounded support — related
• Cognitive offloading tendency is negatively associated with critical thinking, technical problem-solving, and metacognitive self-regulation — related
• Open collaboration exceeded bounded support in offloading at all four layers, with the largest differences at the idea and reasoning layers — related
• Within the bounded condition, stronger coded reflective engagement predicted higher Week 8 independent higher-order thinking — related