Evidence map›Paper›PMID 42712457›Full record

ArticleFrontiers in behavioral neuroscience2026

Sex-related biological variation and mental toughness in soccer: a 2D:4D digit-ratio study of Type a, Type B and Type C classification across playing positions.

Hamza Kaya Besler, Gulferi M Yildirim, Sinan Canan, Sinan Seyhan, Görkem Açar, Muhammed Fatih Bilici, Uğur Sönmezoğlu

Abstract read
In one paragraph

Article in Frontiers in behavioral neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

1 citing paper in PubMed.

  1. The Visual Ecology ofAnimals : an open access journal from MDPI · 2026
    Review
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

7 authors.

Hamza Kaya BeslerDepartment of Sport Management, Faculty of Sports Sciences, Pamukkale University, Denizli, Türkiye.
Gulferi M YildirimDepartment of Neuroscience, Uskudar University, Istanbul, Türkiye.
Sinan CananAcikbeyin Education and Consultancy, Istanbul, Türkiye.
Sinan SeyhanDepartment of Coaching Education, Faculty of Sport Sciences, Manisa Celal Bayar University, Manisa, Türkiye.
Görkem AçarFaculty of Sport Sciences, Istanbul Gelisim University, Istanbul, Türkiye.
Muhammed Fatih BiliciFaculty of Sport Sciences, Bitlis Eren University, Bitlis, Türkiye.
Uğur SönmezoğluDepartment of Sport Management, Faculty of Sports Sciences, Pamukkale University, Denizli, Türkiye.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Sex-related variation in psychological traits is usually studied as a categorical male-female contrast, which conflates a grouping variable with the continuous biology underlying it. The second-to-fourth digit ratio (2D:4D) provides a non-invasive marker of the prenatal androgen environment, but its relationship with mental toughness and playing position in soccer remains poorly understood. This study examined the associations between 2D:4D-derived classification, playing position, sex and mental toughness, testing whether mental toughness tracks a continuous sex-related biological index rather than sex category alone. Methods: In a cross-sectional design, 270 licensed amateur soccer players (241 men, 29 women; aged 13-35 years) from Denizli, Türkiye, were assessed. Mental toughness was measured with the Sports Mental Toughness Questionnaire (SMTQ). Digit lengths were measured directly on both hands with a calibrated digital caliper, and the two-hand mean ratio assigned each player to one of three operational categories at a cut-off of unity (Type A < 1.00, Type C = 1.00, Type B > 1.00). Data were analysed with one-way and two-way ANOVA with Bonferroni Results: Type B players reported higher mental toughness ( Conclusion: Mental toughness varied with 2D:4D-derived classification and playing position, and the classification effect ran counter to a simple masculinization account, since the less androgenized Type B profile scored highest. A sex difference was also present, but classification and sex operated in opposing directions and neither was reducible to the other. Types A, B and C are operational classifications, not literal brain categories, and should be interpreted with caution.

Indexed as

2D:4D digit ratiomental toughnessplaying positionprenatal androgen exposuresex-related biological variationSMTQsoccerType A/Type B/Type C classification

Identifiers

PMID42712457
PMCPMC13550127

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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.