MétaCan
Menu
← Back to cohort
Record W7139674438

A[head] of the Game: Developing a mental health coach educational resource to foster quality sport environments for athletes with disabilities

2025· dissertation· W7139674438 on OpenAlexfundno aff
Roxy Helliker O'Rourke

Bibliographic record

VenueTSpace (University of Toronto) · 2025
Typedissertation
Language
FieldPsychology
TopicSport Psychology and Performance
Canadian institutionsnot available
FundersSocial Sciences and Humanities Research Council of CanadaUniversity of Toronto
KeywordsMental healthThematic analysisAthletesResource (disambiguation)Quality (philosophy)Focus groupQualitative researchCoaching
DOInot available

Abstract

fetched live from OpenAlex

While the mental health benefits of sport for athletes with disabilities are well-established, the quality of the sport experience plays an important role in shaping these outcomes. Coaches are instrumental in creating high-quality sport environments that support athlete mental health, yet few resources exist for coaches in disability sport regarding how to foster such environments. Grounded in the Quality Parasport Participation Framework, this dissertation presents three studies aimed at developing a mental health educational resource for disability sport coaches. Study 1 used qualitative interviews and body mapping with 10 high-performance athletes with disabilities to explore how the quality of their sport experiences intersected with mental health. Using inductive codebook thematic analysis, the findings illustrate that quality sport experiences, shaped largely by the coach-athlete relationship, are deeply intertwined with mental health, highlighting the need for coach education that promotes inclusive and athlete-centered environments in disability sport. Study 2 used convergent parallel mixed methods through a cross-sectional survey administered to 30 disability sport coaches (n=19) and other athlete-facing staff (team managers [n=7] and technical directors [n=4]) to examine their prioritization of the experiential elements of quality participation for athlete mental health and explore their preferences for a coach mental health educational resource. Participants expressed a need for ongoing, interactive mental health education that is tailored to athlete experiences, includes practical tools and expert facilitators, and is delivered through accessible formats to enhance learning and implementation. Study 3 used a multistage, participatory mixed methods study design, using the nominal group technique and a follow-up focus group, to co-create a coach-facing mental health educational resource for use in disability sport. A total of 46 priorities for mental health education were generated, with 14 selected for inclusion in the resource. Top-ranked topics included open coach-athlete communication, athlete readiness for long-term participation, and awareness of impairment and daily routines. Qualitative findings emphasized practical strategies such as structured check-ins, mentorship to foster belongingness, and managing fast-tracked athlete transitions to prevent burnout and support athlete well-being. Together, findings from this program of research highlight the importance of quality participation in shaping athlete mental health and emphasize the central role of coaches in fostering quality sport environments for athletes with disabilities. The resulting coach educational resource, grounded in both athlete and coach perspectives, offers initial progress toward addressing identified gaps in mental health support within disability sport and lays the groundwork for future development of evidence-informed, community-driven training materials.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0040.001
Scholarly communication0.0030.003
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0100.002

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 head0.039
GPT teacher head0.360
Teacher spread0.321 · 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 designBench or experimental
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueTSpace (University of Toronto)→Same topicSport Psychology and Performance→French-language works237,207→