Lower cognitive load mediates the effect of tool type on conceptual understanding, supporting annotation-based conceptual learning only under low load¶
Claim · All claims
Evidence · 1 study · causalr2·q2
Currency · newest study 2023 · 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? Cognitive load mediated the relationship between Tool-use and conceptual understanding (indirect effect ab = − 1.027), although there was no total effect of Tool-use. → Ruf 2023
Evidence¶
Ruf 2023¶
Ruf, A., Zahn, C., Roos, A.-L., & Opwis, K. (2023). How do enhanced videos support generative learning and conceptual understanding in individuals and groups? Education Tech Research Dev. https://doi.org/10.1007/s11423-023-10275-4
q2 · i? · causal · r2
Regression-based mediation (PROCESS) with cognitive load as mediator between Tool-use and combined conceptual understanding; the a path (β = 0.740, p = 0.003) and b path (β = − 1.388, p < 0.001) were significant, but the c path was not (β = − 0.083, p > 0.10).
"the relationship between Tool-use and "conceptual understanding" was found to be mediated by cognitive load, ab = − 1.027, 95% CI[-1.738, -0.391]."
Discussion¶
Learner Variables¶
- Working Memory — moderator: an instructional effect differs with it
Related Claims¶
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- The effect of tool type on hypervideo product quality is partially mediated by performing fewer macro-actions — related
- Affect, motivation, and cognitive load did not mediate the relationship between error condition and CVS learning — related
- Self-regulated learning moderates the indirect effect of AI use on critical thinking through cognitive load — related
- Germane cognitive load fully mediates the effect of information-search tool on justification quality (exploratory analysis) — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
cognitive-load-mediates-conceptual-understanding |
title |
Lower cognitive load mediates the effect of tool type on conceptual understanding, supporting annotation-based conceptual learning only under low load |
description |
Lower cognitive load mediates the effect of tool type on conceptual understanding, supporting annotation-based conceptual learning only under low load |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2023 |
generated |
by process:wiki-ingest on 2026-10-29 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — ruf-2023 |
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