Students perceived high learning impact from the personalised GPT agents, with improved conceptual understanding rated highest (mean 4.6, SD 0.5)¶
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Evidence · 1 study · designr3·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
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the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Survey responses (Likert 1–5) indicated high perceived value across cognitive and affective dimensions. → Jason Zagami 2026
Evidence¶
Jason Zagami 2026¶
Jason Zagami. (2026). Generative AI as a cognitive partner: personalised GPTs and differentiated learning in undergraduate teacher education. Education Tech Research Dev. https://doi.org/10.1007/s11423-026-10746-4
q2 · i? · design · r3
Survey of the 14 participants (n = 14, Likert 1–5) reported in Table 4: improved conceptual understanding 4.6 (0.5) with 93% agree/strongly agree; enhanced reflection 4.4 (0.6); personalised learning 4.5 (0.7); confidence using AI ethically 4.1 (0.8). Perceptions are self-reported.
"Improved conceptual under- standing 4.6 (0.5) 93%"
Discussion¶
Related Claims¶
- Within this LMS-integrated design, personalised GPT use fell into four recurring cognitive partnership roles: conceptual tutor, co-designer, reflective mirror, and cognitive challenger — related
- Students reported positive usability and acceptance of MentorChat — related
- Students rate LLM-generated consolidated reports favourably, with cognitive load rated lowest — related
- Prototype functionalities moderately encouraged reflection on study goals, but perceived added value was limited and regular use was uncertain — reports the opposite
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
student-perceptions-gpt-learning-impact |
title |
Students perceived high learning impact from the personalised GPT agents, with improved conceptual understanding rated highest (mean 4.6, SD 0.5) |
description |
Students perceived high learning impact from the personalised GPT agents, with improved conceptual understanding rated highest (mean 4.6, SD 0.5) |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-29 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — jason-zagami-2026 |
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