AI literacy relates to AI integration intention through a serial indirect pathway via AI-TPACK and science teaching self-efficacy¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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q2 i? The serial indirect association from AI literacy through AI-TPACK and science teaching self-efficacy to AI integration intention was significant (β = 0.093), interpreted as complementary partial mediation because direct paths remained significant. → Zou J 2026
Evidence¶
Zou J 2026¶
Zou J, Li N, Wang X and Du J (2026) From AI literacy to AI-integrated inquiry-based science teaching: the serial mediating roles of AI-TPACK and science teaching self-efficacy among Chinese pre-service science teachers. Front. Psychol. 17:1911909. https://doi.org/10.3389/fpsyg.2026.1911909
q2 · i? · associational · r2
Bootstrapped specific indirect effects (5,000 samples) in the PLS-SEM model of 548 teachers; the serial pathway was significant with "β = 0.093" and 95% CI [0.070, 0.121]. Direct paths remained significant, so the authors label it complementary partial mediation.
"The serial indirect association between AI literacy and AI integration intention through AI-TPACK and science teaching self- efficacy was also significant ( β = 0.093), supporting H6."
Discussion¶
Related Claims¶
- Review reports that teachers' beliefs, attitudes and TPACK—not AI knowledge alone—mediate AI integration — the general claim this finding bears on, with the studies behind it
- AI literacy positively predicts AI-TPACK among Chinese pre-service science teachers — related
- AI-TPACK positively predicts science teaching self-efficacy among Chinese pre-service science teachers — related
- Focal paths are robust to background controls, which did not directly predict AI integration intention — related
- The serial mediation model explains 32.5–37.0% of variance in AI-TPACK, self-efficacy, and AI integration intention — related
- SDT need satisfaction predicted post-intervention willingness beyond baseline capacity, while post-intervention TPACK showed only a weak, non-significant association with willingness — related
- Self-efficacy and learning motivation serially mediate the link from AIGC affordance to self-regulated learning — related
- Metacognitive self-regulation mediates the relationships between all three AI interaction mechanisms and both higher-order outcomes — related
- The study's findings are context-specific and do not demonstrate AI literacy or learning gains because no baseline measure was collected — related
- Learning agency and challenge emotions serially mediate the association between GenAI literacy and GenAI-assisted self-regulated learning behaviors — related
- Trust in AI and academic self-efficacy serially mediate the literacy-to-continued-use association (literacy → trust → self-efficacy → use) — related
- Social and organizational support relate to AI well-being indirectly through AI literacy and technological self-efficacy — related
- Recurring mechanism clusters — self-regulation, metacognition, critical thinking, self-efficacy, trust, feedback literacy, AI literacy — link GenAI use to agency outcomes — related
- Additive TPACK–belief integrations produce construct overlap, causal ambiguity, and weak intervention guidance — related
- Homework management skills partially mediate the relationship between teacher homework involvement and homework behavior — related
- Feedback engagement indirectly associates GAA-LS scores with academic integrity intention in a cross-sectional structural model — related
- Challenge emotions mediate the association between GenAI literacy and GenAI-assisted self-regulated learning behaviors, with a relatively small indirect effect — related
- Professional identity and AI literacy partially mediate AI-TPACK associations with innovation behavior, while AI-TK and AI-TPACK show indirect-only mediation and TSE mediation is only partially supported — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
serial-mediation-ai-literacy-tpack-efficacy-intention |
title |
AI literacy relates to AI integration intention through a serial indirect pathway via AI-TPACK and science teaching self-efficacy |
description |
AI literacy relates to AI integration intention through a serial indirect pathway via AI-TPACK and science teaching self-efficacy |
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 — zou-j-2026 |
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