Evidence map›Paper›PMID 41594830›Full record

ReviewBrain sciences2026

Beyond Cognitive Load Theory: Why Learning Needs More than Memory Management.

Andrew Sortwell, Evgenia Gkintoni, Jesús Díaz-García, Peter Ellerton, Ricardo Ferraz, Gregory Hine

Abstract readReview
In one paragraph

Review in Brain sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Andrew SortwellSchool of Education, The University of Notre-Dame Australia, Sydney 2007, Australia.ORCID 0000-0001-9987-5939
Evgenia GkintoniDepartment of Psychiatry, University General Hospital of Patras, 26504 Patras, Greece.ORCID 0000-0002-3197-2019
Jesús Díaz-GarcíaDepartment of Psychology, University G' d Annunzio, 66100 Chieti, Italy.ORCID 0000-0002-9430-750X
Peter EllertonCritical Thinking Project, School of Historical and Philosophical Inquiry, University of Queensland, Brisbane 4072, Australia.ORCID 0000-0002-6588-376X
Ricardo FerrazResearch Centre in Sports, Health and Human Development, University of Beira Interior, 6201-001 Covilhã, Portugal.ORCID 0000-0002-7530-512X
Gregory HineSchool of Education, The University of Notre-Dame Australia, Fremantle 6160, Australia.ORCID 0000-0003-4589-3159

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe role of cognitive load theory (CLT) in understanding effective pedagogy has received increased attention in the fields of education and psychology in recent years. A considerable amount of literature has been published on the CLT construct as foundational guidance for instructional design by focusing on managing cognitive load in working memory to enhance learning outcomes. However, recent neuroscientific findings and practical critiques suggest that CLT's emphasis on content-focused instruction and cognitive efficiency may overlook the complexity of human learning.

methodsThis conceptual paper synthesises evidence from cognitive science, developmental psychology, neuroscience, health sciences and educational research to examine the scope conditions and limitations of CLT when applied as a general framework for K-12 learning. One of the major theoretical issues identified is the lack of consideration for the broad set of interpersonal and self-management skills, creating potential limitations for real-world educational contexts, where social-emotional and self-regulatory abilities are as crucial as cognitive competencies.

resultsAs a result of the critique, this paper introduces the Neurodevelopmental Informed Holistic Learning and Development Framework as a neuroscience-informed construct that integrates cognitive, emotional, and interpersonal dimensions essential for effective learning.

conclusionsIn recognising the limitations of CLT, the paper offers practitioners contemporary, neurodevelopmentally informed insights that extend beyond cognitive efficiency alone and better reflect the multidimensional nature of real-world learning.

Indexed as

brain endurance trainingcognitive reservemetacognitionneurobiologyscience for learning

Identifiers

PMID41594830
PMCPMC12839043

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.