Evidence map›Paper›PMID 42646009›Full record

ArticleJournal of Intelligence2026

Beyond the Total Score: Revealing Cognitive Heterogeneity in High Ability Through Latent Profile Analysis.

Norah Almulhim, Abdullah M Aljughaiman, Fahad S Alfaiz

Abstract read
In one paragraph

Article in Journal of Intelligence, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Norah AlmulhimSpecial Education Department, King Faisal University, Al-Ahsa 36362, Saudi Arabia.ORCID 0000-0001-8922-1472
Abdullah M AljughaimanSpecial Education Department, King Faisal University, Al-Ahsa 36362, Saudi Arabia.ORCID 0000-0002-5779-8872
Fahad S AlfaizSelf-Development Skills Department, Common First Year Deanship, King Saud University, Riyadh 11451, Saudi Arabia.ORCID 0000-0002-1709-7502

Funding

King Faisal University KFU263105
6 · The paper itself

Abstract

This study examined whether a single total-score cutoff in the Mawhiba Multiple Cognitive Aptitude Test (MMCAT) may conceal meaningful cognitive profile differences between students across four domains: mental flexibility, verbal reasoning and reading comprehension, mathematical-spatial reasoning, and scientific-mechanical reasoning. Archival score data from 5146 school-nominated students across three assessment levels in Al-Ahsa, Saudi Arabia, were analyzed. Latent profile models were estimated separately for each assessment level. A three-profile solution was retained for Levels 1 and 2, and a four-profile solution for Level 3. The retained profiles differed mainly in the overall performance level rather than the profile shape. The operational cutoff of 1540 captured globally high-performing profiles at considerably higher rates than adjacent middle-range profiles, and the identified groups remained internally heterogeneous across all levels. The findings indicate that the current identification rule effectively captures broad, high-level performance, yet it does not represent all adjacent cognitive profiles equally. This has implications for identification policy and educational programming for gifted students.

Indexed as

cognitive heterogeneitycutoff scoresgifted identificationlatent profile analysismultidimensional assessment

Identifiers

PMID42646009
PMCPMC13514356

What OpenQuestion holds

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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.