Adoption intent does not differ significantly across teacher prior-practice groups, with every cohort exceeding 65% willingness to continue using LearnLens¶

Claim · All claims
Evidence · 1 study · design r2 · q2
Currency · newest study 2025 · not yet checked against its sources · not reviewed by a person

Subclaims¶

q2 i? A chi-square test (α = 0.05) shows no significant difference in overall adoption intent across prior-practice groups (p = 0.63); every cohort exceeds 65% “continue using”, peaking at 85% among automation-savvy users. → Runcong Zhao 2025

Evidence¶

Runcong Zhao 2025¶

Runcong Zhao, Artem Bobrov, Jiazheng Li, Cesare Aloisi, Yulan He. (2025). LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop. https://arxiv.org/abs/2507.04295 doi:10.48550/arxiv.2507.04295

q2 · i? · design · r2

Chi-square test reported in the 30-participant user study comparing adoption intent across groups segmented by prior method (manual, prompt-based, or automated). The article reports p = 0.63 with no significant difference; equivalence was not tested beyond this comparison.

"A ˜χ 2 test (α = 0.05) shows no significant difference in overall adoption intent across groups (p = 0.63); every cohort exceeds 65 % “continue using”, with the automation-savvy group peaking at 85 %."

Discussion¶

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