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Anti-Bullying Policies in Canadian Sport: An Absent Presence

2018· article· en· W2806836780 on OpenAlexaffabout
Lauren Stefaniuk, William Bridel

Bibliographic record

VenueJournal of Park and Recreation Administration · 2018
Typearticle
Languageen
FieldPsychology
TopicBullying, Victimization, and Aggression
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsRecreationHarassmentPeer reviewPublic relationsPsychologyPolitical scienceSocial psychologyLaw

Abstract

fetched live from OpenAlex

In Canada, it is estimated that one-third of bullying occurs outside of educational settings, including sport and recreation spaces (Shannon, 2013). Beyond important academic literature on abuse in athlete-coach relationships, however, there is little research on peer-to-peer bullying in sport. This is a noticeable absence considering assertions that there is a high potential for bullying to occur (Kerr, Jewett, MacPherson, & Stirling, 2016; Shannon, 2013). Moreover, bullying has been connected to children and youth drop-out rates (Fraser, 2015).Our interest in this project was to determine how Canadian national sport organizations (NSOs) address peer-to-peer bullying through policy. Although antibullying strategies that rely solely on policy are ineffective (Short, 2013), clearly communicated and implemented policies remain important (Mountjoy et al., 2016; Olweus & Limber, 2010; Walton, 2004). Thus, we focused our analysis on policy documents available to the public on NSO websites.A total of 118 documents were retrieved, consisting of various codes of conduct and harassment policies. Of these 118 policy documents, only three had been produced that addressed peer-to-peer bullying specifically. In the remaining 115 documents, bullying was mentioned just 19 times and only defined in five documents. The absence of specific policy and policy statement addressing peer-to-peer bullying is important to highlight. Well-written and implemented policies are needed in order to help create safer spaces in sport for children and youth. More specifically, it is imperative for sport and recreation organizations to have clearly defined policies on peer-to-peer bullying, which are openly communicated to members of the organization. It is also important for organizations to make it clear how members should report incidents of bullying.Finally, policies that adequately define bullying and that address its root causes such as sexism, racism, ableism, and LGBTQphobia are considered best practice as they are determined to be more complete. Policies that highlight the root or ideological causes of bullying may have more long-term impact on reducing bullying behaviours and incidents, as children and youth are encouraged to embrace difference and demonstrate empathy, respect, and compassion (Short, 2013). These policies should co-exist with educational programs on bullying, such as those offered by Respect in Sport and the Canadian Red Cross.Subscribe to JPRA

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.027
GPT teacher head0.344
Teacher spread0.317 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations9
Published2018
Admission routes2
Has abstractyes

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