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Record W4413693425 · doi:10.1093/pnasnexus/pgaf239

Commonly observed sex differences in direct aggression are absent or reversed in sibling contexts

2025· article· en· W4413693425 on OpenAlexaff
Michael E. W. Varnum, Amanda P. Kirsch, Daniel J. Beal, Cari M. Pick, Laith Al-Shawaf, Chiara Ambrosio, María Teresa Barbato, Oumar Barry, Watcharaporn Boonyasiriwat, Eduard Brandstätter, Suzan Ceylan‐Batur, Marco Antônio Corrêa Varella, Julio Eduardo Cruz, Daniel David, Laina Ngom Dieng, Dimitri Dubois, Ana María Fernández, Silvia Galdi, Oscar J. Galindo-Caballero, Sylvie Graf, Igor Grossmann, David Guzmán, Peter Haľama, Takeshi Hamamura, Martina Hřebı́čková, Ioana Alexandra Iuga, Lady Grey Javela, Jaewuk Jung, Johannes Alfons Karl, Jinseok P. Kim, Michal Kohút, Anthonieta Looman Mafra, D Ndiaye, O Jiaqing, Beatriz Pérez, Eric Roth, A. Timur Sevincer, Eric Skoog, Eunkook M. Suh, Daniel Sznycer, Evelina Thunell, Arnaud Tognetti, Ayşe K. Üskül, Jaroslava Varella Valentová, Yunsuh Nike Wee, Anja L. Winter, Torin Young, Danilo Zambrano, Anna Ziska, Douglas T. Kenrick

Bibliographic record

VenuePNAS Nexus · 2025
Typearticle
Languageen
FieldPsychology
TopicEvolutionary Psychology and Human Behavior
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsAggressionSiblingContext (archaeology)PsychologyDevelopmental psychologyGeneralizationBiology

Abstract

fetched live from OpenAlex

Abstract Decades of research support the generalization that human males tend to be more aggressive than females. However, most of that research has examined aggression between unrelated individuals. Data drawn from 24 societies around the globe (n = 4,013) indicate that this generalization does not hold in the context of sibling relationships. In retrospective self-reports, females report being at least as aggressive as males toward their siblings, often more so. This holds for direct as well as indirect aggression, and for aggression between adult siblings as well as aggression that occurred during childhood. Consistent with prior research on sex differences, males reported engaging in more direct aggression toward nonkin than did females in the majority of societies. The results suggest that the dynamics of aggression within the family are different from those outside of it, and ultimately that understanding the role of sex in aggressive tendencies depends on context and target.

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)0.000
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 score0.012
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.113
GPT teacher head0.374
Teacher spread0.261 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

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