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Record W4414997424 · doi:10.32396/usurj.v11i1.644

Hardcore Parqueer

2025· article· en· W4414997424 on OpenAlexvenueno aff
Gavin Robertson

Bibliographic record

VenueUSURJ University of Saskatchewan Undergraduate Research Journal · 2025
Typearticle
Languageen
FieldPsychology
TopicSexuality, Behavior, and Technology
Canadian institutionsnot available
Fundersnot available
KeywordsQueerParallelsSubversionOppressionAutoethnographyPopularityHuman sexualityFootball

Abstract

fetched live from OpenAlex

This paper endeavours to evaluate the accessibility of fringe sports like parkour to queer people, and to ascertain how fringe sports can be used to challenge oppressive systems. Sports such as parkour break the mould established by traditional team sports in how they position their practitioners and use space. Fringe sports are often born from niche interests or subcultures, and are characterized by a lack of major popularity or a widely recognized governing body. In their unique perspectives, interests, and goals, fringe sports like breakdancing or skateboarding are likely to create environments that prioritize individuality, incite creative expression, and allow for subversion of expectation and space. These sports are young and dynamic, with norms that are much more easily swayed and evolved than the long-established norms of sports like football or hockey. Fringe sports therefore have the potential to transgress dominant cultures that seek to categorize and homogenize, which parallels queer existence in societies that are predicated on the systemic oppression of queerness and are threatened by queer perspectives. The perpetuation of cissexist and heteronormative cultures upholds that sexuality is invalid if it does not conform to the heterosexual norm, that gender must exist in a hierarchical and biological binary, and that the expression of anything other than this oppressive binary is to be squandered. Due to its nature as a fringe sport, parkour can thus be seen as a tool for challenging and circumventing harmful cultures. Through autoethnography and a review of literature on public space, queer existence, and parkour culture, this paper analyzes otherness and individualism as tools for both exclusion and queer expression. Ultimately, we find that fringe sports are complex and subversive, and create an important avenue of expression for queer people as we navigate space.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.368
Threshold uncertainty score0.901

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.002
Scholarly communication0.0060.005
Open science0.0010.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.3680.107

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 head0.061
GPT teacher head0.361
Teacher spread0.300 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
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

Citations0
Published2025
Admission routes1
Has abstractyes

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