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Record W4411929639 · doi:10.3384/ecp214009

Exploring Leadership and Cultural Training Experiences of Ice Hockey Coaches

2025· article· en· W4411929639 on OpenAlex
Lynn LeVatte, Christina Philipps, Shaun Ranni, Kristin O’Rourke, Sarah MacRae

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueLinköping electronic conference proceedings · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicPsychosocial Factors Impacting Youth
Canadian institutionsUniversity of TorontoCape Breton University
Fundersnot available
KeywordsIce hockeyTraining (meteorology)PsychologyComputer scienceApplied psychologyPhysical medicine and rehabilitationMeteorologyGeographyMedicine

Abstract

fetched live from OpenAlex

Within the competitive sport of ice hockey, coaches are instrumental in motivating, communicating with and supporting players to reach their full potential.To enhance coaching skills and training to meet the needs of an evolving sport, many minor and professional associations examine various professional development types necessary to respond to culture and diversity.This study examined ice hockey coaches' coaching leadership and cultural training experiences in the province of Nova Scotia, Canada.Leadership is a fundamental factor influencing the performance of sports teams.Leadership can be provided by coaches, assistant coaches or other staff on sports teams.This leadership capability is essential for hockey coaches who are tasked with providing cohesion and effective communications within the team unit, thus impacting overall performance.In many cases, this team unit may comprise players representing two or three languages, various skill abilities, and interest or motivation to play hockey.This qualitative study (n=25) included 19 male and 6 female coaches.Participants coached youth aged 5 to 18 years.The study aimed to investigate the leadership and cultural training experiences of minor hockey coaches who volunteered with Hockey Nova Scotia, a member of the national association, Hockey Canada.Participants completed semi-structured, in-person and/or online interviews, consisting of 5 open-ended questions.The findings indicated that participants did not recall receiving professional training specific to leadership and cultural development.Results demonstrated specific areas of training need, such as supports for behaviour, communication and disability may enhance performance.Additionally, results indicated that a preferred format of leadership and cultural training would be in-person sessions compared to online delivery.These interventions could potentially support overall team performance, communication and engagement.Findings were analyzed using a thematic approach, and the research team assisted in developing gaps in training to prepare and implement future professional development opportunities for coaches with Hockey Nova Scotia.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.109
Threshold uncertainty score0.793

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.316
GPT teacher head0.361
Teacher spread0.045 · 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