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Record W3123767256 · doi:10.1080/17408989.2021.1873932

Infusing disability into coach education and development: a critical review and agenda for change

2021· review· en· W3123767256 on OpenAlexaff
Robert Townsend, Tabo Huntley, Christopher J. Cushion, Diane M. Culver

Bibliographic record

VenuePhysical Education and Sport Pedagogy · 2021
Typereview
Languageen
FieldSocial Sciences
TopicInclusion and Disability in Education and Sport
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsCoachingCLARITYInclusion (mineral)Public relationsPsychologyPedagogyMedical educationPhysical educationProfessional developmentPolitical scienceMedicineSocial psychology

Abstract

fetched live from OpenAlex

Background: The training of coaches is considered central to sustaining and improving the quality of sports provision. In Parasport, coaches are recognised at the highest level of international sport policy as performing a central role in achieving important sporting and social outcomes related to disabled people. However, an emerging body of evidence suggests that formal coach education plays only a minor role in Parasport coaches’ development. To ensure equitable access and quality experiences and opportunities for disabled people in sport there is an ongoing challenge to theorise and implement the optimal structure for educating coaches. Purpose: The purpose of this paper is to address the central theme of disability and coach education reform in sport. The aim is to review critically the emerging literature on coach development in Parasport to provide some clarity and consensus on existing pathways and models for coach development, before outlining some potential ways forward for coach education. Discussion and Conclusions: Starting with a critical review of existing research on coaches’ learning and development in Parasport, we then examine potential approaches to coach education, providing examples from existing research in coaching and the wider field of education. This is followed by some modest suggestions for coach education reform as it pertains to the inclusion of disability.

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)0.022
metaresearch head score (Gemma)0.043
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: Review · Consensus signal: Review
Teacher disagreement score0.022
Threshold uncertainty score0.115

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0220.043
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.003
Bibliometrics0.0100.012
Science and technology studies0.0010.003
Scholarly communication0.0050.008
Open science0.0030.003
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0040.001

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 head0.179
GPT teacher head0.537
Teacher spread0.358 · 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
GenreReview

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

Citations46
Published2021
Admission routes1
Has abstractyes

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Same venuePhysical Education and Sport PedagogySame topicInclusion and Disability in Education and SportFrench-language works237,207