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Record W4387413297 · doi:10.1353/aiq.2023.a906093

Libratory Vulnerability: Reimagining Indigenous Hockey Masculinities in Jordin Tootoo’s All the Way and Theo Fleury’s Playing with Fire

2023· article· en· W4387413297 on OpenAlexaboutno aff
Jamie Ryan, Shane Keepness

Bibliographic record

VenueThe American Indian Quarterly · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSports, Gender, and Society
Canadian institutionsnot available
Fundersnot available
KeywordsMasculinityIndigenousVulnerability (computing)Gender studiesLeagueSociologyHegemonic masculinityAestheticsHistoryArtComputer securityComputer science

Abstract

fetched live from OpenAlex

Abstract: Theo Fleury’s Playing with Fire (2009) and Jordin Tootoo’s All the Way: My Life on Ice (2014) are key texts in the under-researched fields of Indigenous hockey and Indigenous hockey masculinity. However, the importance of these autobiographies is not simply their contributions to these overlooked fields, but how each author models the fundamental value of vulnerability to their healing journeys from trauma and substance abuse. Tootoo (Inuk) and Fleury (Métis) were notorious National Hockey League “tough guys,” and so many readers expecting a rehearsal of hockey hypermasculinity would be surprised by the libratory masculinity offered by these books. We argue that the limited potentiality of these autobiographies lies in their possibility of reaching and affecting male audiences predisposed to hypermasculinity; the liberal possibilities of Fleury and Tootoo’s books are limited by their basis in dominant hockey culture and hypermasculinity, but at the same time they can potentially reach hyper-masculine hockey fans that other more radical works would not. Thus, the paradox of these autobiographies is that their hypermasculine tropes shift dominant hockey culture toward greater vulnerability, but it is these same tropes that also limit the changes that can be imagined to hockey culture. The objectives of this article are to: emphasize the need for vulnerability in Indigenous masculinities studies; illustrate that disembodiment is a common experience for Indigenous hockey players at the elite level; offer the term libratory masculinity to capture the oscillation between hyper-masculinity and masculinity; and propose that hockey hypermasculinity is antithetical to healing.

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)0.002
metaresearch head score (Gemma)0.004
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.017
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0150.023
Scholarly communication0.0090.008
Open science0.0010.005
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0070.001

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 head0.024
GPT teacher head0.283
Teacher spread0.258 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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