MétaCan
Menu
Back to cohort
Record W4417122303 · doi:10.26522/jess.v12i.5348

On Getting Free

2025· article· W4417122303 on OpenAlexvenueno aff
Jorge Moraga

Bibliographic record

VenueJournal of Emerging Sport Studies · 2025
Typearticle
Language
FieldSocial Sciences
TopicSports, Gender, and Society
Canadian institutionsnot available
Fundersnot available
KeywordsMasculinityBasketballNarrativeIdentity (music)IdeologySociocultural evolution

Abstract

fetched live from OpenAlex

In this critical self-reflection, I situate the study of “Latino identity”, as well as questions of gender, ethnicity, and belonging to a nation-state by way of examining my family’s story of migration, reception, and acceptance into the United States. Through a careful weaving of various U.S. based sporting cultures, namely basketball (NBA), wrestling (WWF/WWE), and baseball (MLB), I “post up” on the importance of these sporting projects as sociocultural pedagogies to remind readers of the significant impact American sports and sports media collectively have in identity and ideological formations for young brown boys. Ultimately, I suggest it is necessary for both sport and non-sport fans alike to recount pasos críticos if we are to reconcile, re-imagine and create new narratives of manhood and masculinity for future generations. To this end, the essay offers a critical autobiographical reflection into a brown Latino boy’s journey as he strives towards a feminist, anti-racist masculinity, and why that must matter for the future brown boys if our individual and collective journeys will be theorized around, intended for, and committed to getting and staying free.

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)0.003
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.021
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0130.021
Scholarly communication0.0100.014
Open science0.0010.010
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0210.006

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 head0.042
GPT teacher head0.368
Teacher spread0.326 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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

Explore more

Same venueJournal of Emerging Sport StudiesSame topicSports, Gender, and SocietyFrench-language works237,207