IPMA identifies cognitive vigilance as the highest-importance, lowest-performance priority for intervention targeting transformative learning¶
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? Cognitive vigilance showed the highest importance (0.438) for transformative learning with a relatively low performance score (56.704). → Wang 2026
Evidence¶
Wang 2026¶
Wang, S. and Zhang, H. (2026). Pedagogical partnerships with generative AI in higher education: how dual cognitive pathways paradoxically enable transformative learning. International Journal of Educational Technology in Higher Education. https://doi.org/10.1186/s41239-026-00585-x
q2 · i? · associational · r2
Importance-performance map analysis with transformative learning experience as target construct, plotted in Fig. 6 with performance rescaled to 0–100. Vigilance fell in the "high-importance, lo[w performance]" quadrant, marking it as an intervention priority.
"Cognitive Vigilance emerges as the most critical factor, exhibiting the highest importance (0.438) in driving Transformative Learning Experience, coupled with a relatively low performance score (56.704)"
Discussion¶
Related Claims¶
- Cognitive vigilance is positively associated with transformative learning experience — related
- U-shaped dynamics: partnership-vigilance and offloading-transformation relationships are convex, with benefits accelerating only beyond a threshold of engagement — related
- Importance-performance mapping identifies behavioural intention as the strategic priority for raising teachers' GenAI digital competence — related
- Design factors moderating AI's effect on learning matter only through whether they engage the learner's evaluation — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ipma-vigilance-high-importance-low-performance |
title |
IPMA identifies cognitive vigilance as the highest-importance, lowest-performance priority for intervention targeting transformative learning |
description |
IPMA identifies cognitive vigilance as the highest-importance, lowest-performance priority for intervention targeting transformative learning |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — wang-2026 |
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