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Record W7113059865

Canadian Adolescent and Young Athletes Knowledge of Pain-relieving medications

2025· article· W7113059865 on OpenAlexaboutno aff

Bibliographic record

VenueNSUWorks (Nova Southeastern University) · 2025
Typearticle
Language
FieldMedicine
TopicOpioid Use Disorder Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsAthletesElite athletesBasketballInjury preventionSuicide preventionInformed consentParental consentHuman factors and ergonomics
DOInot available

Abstract

fetched live from OpenAlex

Purpose: Adolescent knowledge of pain-relieving medications (PRM) and opioids is scant, particularly from a Canadian perspective. Research indicates that athletes will often resort to PRM and opioids to manage their pain, but it is unknown whether athletes are fully informed as to its use and misuse including adverse events that may occur. The purpose of this study is to understand what elite level male athletes know about use, contraindications, and recommendations of pain-relieving medications; particularly opioids to manage their pain. Methods: Using a qualitative, grounded theory approach, we interviewed male athletes to understand their level of knowledge regarding pain-relieving medications, particularly opioids. Athletes were approached through their coaches/teams and after receiving consent (assent from those under the age of 18) were informed of their rights as a participate. Ethical approval was received from Sheridan College’s REB. Results: Eight male athletes (aged 15-23 years, SD=3.01) who were involved in elite level basketball and lacrosse were interviewed. From the data, 4 themes emerged: 1) Athletes lacked formal education on pain-relieving medication including opioids ; 2) Athletes were influenced by coaches, peers, culture and health care providers on whether to use pain-relieving medications; 3) Athletes trusted guardians, Athletic Therapists affiliated with teams, and coaches to provide advice regarding use of pain-relieving medications; 4) Athletes understood that pain was a “part of the game”. Conclusions: Athletes lacked understanding of the use of pain-relieving medications including opioids and indicated that under certain circumstances, their use would be appropriate. As a result, athletes may engage in misuse of pain-relieving medications without fully understanding their appropriate use or consequences. Their sources of information on PRM and opioids range from coaches, peers, internet, culture, parents/guardians, and Athletic Therapists. The information found in this study is important for health care providers to provide opportunities to educate athletes on the use of pain-relieving medications. Athlete’s misuse of pain-relieving medication without the health care providers knowledge can have implications such as faulty assessment, diagnosis, and management of injuries, potentially creating opportunities for further harm.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.304
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.011
GPT teacher head0.234
Teacher spread0.222 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

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