Trust in AI and academic self-efficacy serially mediate the literacy-to-continued-use association (literacy → trust → self-efficacy → use)¶
Claim · All claims
Evidence · 1 study (2 entries) · associationalr2·q3
Currency · newest study 2026 · checked against its sources 2026-10-19 (automated, 2 of 2 entries) · 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.
q3 i? The serial indirect path from AI literacy through trust and then self-efficacy to continued use is significant (indirect effect = 0.07, 95% CI 0.04–0.10). → Peichen Hu 2026
q3 i? Total indirect effect through both mediators is 0.28 (95% CI 0.21–0.36), with the direct effect remaining significant, indicating partial complementary mediation. → Peichen Hu 2026 (2)
Evidence¶
Peichen Hu 2026¶
Peichen Hu. (2026). Psychological predictors of continued ChatGPT use among university students: the roles of AI literacy, trust, and academic self-efficacy. Front. Psychol. 17:1900190. https://doi.org/10.3389/fpsyg.2026.1900190
q3 · i? · associational · r2
Monte Carlo confidence intervals (20,000 draws) in the latent-variable SEM of 450 existing ChatGPT users tested the serial pathway; the printed estimate was "indirect effect = 0.07, 95% CI (0.04, 0.10)". Table 3 notes that the estimates are standardised, so 0.07 is a standardised indirect effect; it is not a group-difference effect size and no i is coded from it.
"The serial indirect path from AI literacy through trust and then self-efficacy to continued use was also significant [indirect effect = 0.07, 95% CI (0.04, 0.10); H7c], consistent with a specification in which trust and self-efficacy function as ordered rather than parallel links"
Peichen Hu 2026 (2)¶
Peichen Hu. (2026). Psychological predictors of continued ChatGPT use among university students: the roles of AI literacy, trust, and academic self-efficacy. Front. Psychol. 17:1900190. https://doi.org/10.3389/fpsyg.2026.1900190
q3 · i? · associational · r2
Same SEM, mediation analysis section: total indirect effect "0.28, 95% CI (0.21, 0.36)" with a significant direct effect, described by the authors as partial, complementary mediation. The paper reports its structural estimates as standardised (Table 3); this total indirect effect is an indirect-path estimate, not a group-difference effect size, so no i is coded from it.
"The total indirect effect was substantial [0.28, 95% CI (0.21, 0.36)], and becausethedirecteffectremainedsignificant,trustandself-efficacy jointlyaccountedforpartial,complementarymediation."
Discussion¶
Learner Variables¶
- Self-Efficacy — predictor: learners who differ on it differ in outcomes
Related Claims¶
- AI literacy is directly and positively associated with continued ChatGPT use among existing users — related
- The serial indirect effect of AI literacy on continued use is weaker at higher levels of AI anxiety (moderated mediation) — related
- Learning agency and challenge emotions serially mediate the association between GenAI literacy and GenAI-assisted self-regulated learning behaviors — related
- AI literacy relates to AI integration intention through a serial indirect pathway via AI-TPACK and science teaching self-efficacy — related
- Indirect paths through AI learning self-efficacy and perceived usefulness account for about 69.5% of the total association between school support and AI learning anxiety — related
- The Monte Carlo power analysis indicates limited statistical power for several hypothesised direct and indirect effects — related
- Academic self-efficacy was not significantly associated with final test performance — related
- Homework management skills partially mediate the relationship between teacher homework involvement and homework behavior — related
- English pronunciation self-efficacy partially mediates the association between GenAI-based pronunciation feedback perceptions and willingness to communicate, with the indirect effect accounting for 69.9% of the total effect — related
- Cognitive load mediates the effect of personalized paths on learning outcomes, with motivation and self-efficacy as complementary mediators — related
- Self-efficacy and learning motivation serially mediate the link from AIGC affordance to self-regulated learning — related
- Challenge emotions mediate the association between GenAI literacy and GenAI-assisted self-regulated learning behaviors, with a relatively small indirect effect — related
- The modality effect on inference-based questions is serially mediated by personal references and comprehensiveness of explanations — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
serial-mediation-literacy-trust-efficacy-use |
title |
Trust in AI and academic self-efficacy serially mediate the literacy-to-continued-use association (literacy → trust → self-efficacy → use) |
description |
Trust in AI and academic self-efficacy serially mediate the literacy-to-continued-use association (literacy → trust → self-efficacy → use) |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
source_checked |
2026-10-19 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — peichen-hu-2026, peichen-hu-2026-2 |
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