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Record W4285358374 · doi:10.5406/21558450.48.3.10

Inside/Out

2021· article· en· W4285358374 on OpenAlexaff
Amanda N. Schweinbenz, C. Keith Harrison

Bibliographic record

VenueJournal of Sport History · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSports, Gender, and Society
Canadian institutionsLaurentian University
Fundersnot available
KeywordsInsiderScholarshipField (mathematics)Intervention (counseling)Value (mathematics)Power (physics)SociologyEconomic JusticePolitical scienceLawPsychologyComputer science

Abstract

fetched live from OpenAlex

Abstract The field of sport history, as productive of history, is reckoning with the asymmetries of racial power and representations that constitutes the field. This paper provides a meaningful intervention for how sport historians and sport studies scholars who wish to publish in sport history can change the practices that constitute how they do their work and how the field of study is organized. First, we interrogate the ways in which “objective” insider whiteness has dominated sport history and determined the value of sport history scholarship. Second, we propose a solution of inside/out collaboration as an intervention to the field. Finally, we introduce a paradigm shift to expand scholarly knowledge and evolve social justice into sustainable equality.

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)0.006
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.107
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0130.009
Scholarly communication0.0110.008
Open science0.0020.012
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.1070.018

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 head0.047
GPT teacher head0.287
Teacher spread0.240 · 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 designQualitative
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

Citations2
Published2021
Admission routes1
Has abstractyes

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