Claims

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 · causal r2 · 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

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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