Positive perceptions of training and of the technique largely co-occurred across the two themes¶
Claim · All claims
Evidence · 1 study · qualitativer2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
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? Of the 37 students who perceived a positive change in pre- and post-training interactions, 27 also held a positive view of the problem-posing technique with Gen AI; only 2 were positive about interactions but negative about the technique. → Lindsay Dawson 2026
Evidence¶
Lindsay Dawson 2026¶
Lindsay Dawson, N. Sanjay Rebello. (2026). Exploring Students' Perceptions of Using Generative AI-Assisted Problem Posing. https://arxiv.org/abs/2608.12523 doi:10.48550/arxiv.2608.12523
q2 · i? · qualitative · r2
Overarching-trends analysis across both coded themes for all 49 participants: "a vast majority of students (27 of 37) also had a positive view of the problem-posing technique with Gen AI", with 5 of 37 mixed and 2 of 49 negative on the technique; only 1 of 49 was negative on both.
"Of all the students who perceived a positive change in pre- and post-training interactions (37 of 49), a vast majority of students (27 of 37) also had a positive view of the problem-posing technique with Gen AI."
Discussion¶
Related Claims¶
- Students hold generally positive attitudes toward Gen AI-assisted problem posing, with a minority mixed or negative — related
- A majority of physics students (76%) perceived a positive change in their Gen AI interactions after prompt-engineering training — related
- Positive and negative AI perceptions are strongly negatively co-related within individuals (τ = −0.819), refuting an ambivalent-attitude reading of aggregate frequencies — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
positive-interaction-change-co-occurs-positive-technique-attitude |
title |
Positive perceptions of training and of the technique largely co-occurred across the two themes |
description |
Positive perceptions of training and of the technique largely co-occurred across the two themes |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — lindsay-dawson-2026 |
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