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Record W4411403850 · doi:10.1016/j.paid.2025.113339

Intelligence and variability in personality

2025· article· en· W4411403850 on OpenAlexaff
Ananya Balike, Adrian Furnham, Julie Aitken Schermer

Bibliographic record

VenuePersonality and Individual Differences · 2025
Typearticle
Languageen
FieldPsychology
TopicPersonality Traits and Psychology
Canadian institutionsWestern University
Fundersnot available
KeywordsPsychologyPersonalitySocial psychology

Abstract

fetched live from OpenAlex

Using archival data, this study tests the Differentiation of Personality by Intelligence (DPI) Hypothesis based on responses from 794 mature students with an average age of 29.74 years ( SD = 2.67). Individuals completed three intelligence measures and an omnibus personality scale measuring 16 personality traits. For each intelligence measure, the sample was split into tertiles and the variability of each of the personality trait scales were compared between the higher versus lower intelligence scoring thirds. Based on variance ratio tests, 29 of the 48 comparisons (60 %) suggested some support for the DPI Hypothesis, although most of the comparison tests (79 %) were statistically non-significant. The results were compared to a previous study examining the DPI Hypothesis with the same personality scale, and in general, the results failed to replicate, with only seven of the 16 findings replicating. As the DPI Hypothesis is typically supported with other personality measures, and not supported across all measures, we suggest that there may be an influence from the personality scale item content and provide a suggestion of how to test this possible influence.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.211
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.098
GPT teacher head0.358
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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