AI-assisted autonomous learning is negatively associated with hardiness among vocational college students¶
Claim · All claims
Evidence · 1 study · associationalr2·q2·i1small
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 i1 Higher AI-assisted autonomous learning is associated with lower hardiness (β = −0.185, p < 0.001). → Wang W and Zhang Q 2026
Evidence¶
Wang W and Zhang Q 2026¶
Wang W and Zhang Q (2026). AI-assisted autonomous learning and reduced academic accomplishment in vocational higher education: the mediating role of hardiness. Front. Psychol. 17:1848291. https://doi.org/10.3389/fpsyg.2026.1848291
q2 · i1 · associational · r2
Cross-sectional SEM analysis of survey data from 1,264 vocational college students in China. The structural path from AI-assisted autonomous learning to hardiness was "significantly and negatively associated with hardiness" with β = −0.185, SE = 0.033, CR = −4.576, p < 0.001.
"AI-assisted autonomous learning was significantly and negatively associated with hardiness ( β = −0.185, SE = 0.033, CR = −4.576, p < 0.001), supporting H1."
Discussion¶
Related Claims¶
- Hardiness is negatively associated with reduced academic accomplishment — related
- Hardiness shows its strongest burnout correlation with reduced academic accomplishment, while AI-assisted learning is not correlated with emotional exhaustion — related
- AI-assisted autonomous learning is positively associated with reduced academic accomplishment — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-autonomous-learning-negatively-associated-hardiness |
title |
AI-assisted autonomous learning is negatively associated with hardiness among vocational college students |
description |
AI-assisted autonomous learning is negatively associated with hardiness among vocational college students |
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 — wang-w-and-zhang-q-2026 |
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