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Record W4404136850 · doi:10.1080/09602011.2024.2423082

The Buddy Program: High school students inform the design of a school-based peer support program for concussion

2024· article· en· W4404136850 on OpenAlexaffabout
Heather A. Shepherd, Carla van den Berg, Nick Reed, Jeffrey G. Caron, Keith Owen Yeates, Carolyn A. Emery

Bibliographic record

VenueNeuropsychological Rehabilitation · 2024
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsUniversité de MontréalAlberta Bone and Joint Health InstituteCentre for Interdisciplinary Research in RehabilitationToronto Rehabilitation InstituteUniversity of TorontoHotchkiss Brain InstituteAlberta Children's HospitalUniversity of Calgary
Fundersnot available
KeywordsConcussionPsychologyPeer supportMedical educationPeer groupInjury preventionApplied psychologyPoison controlMedicineDevelopmental psychologyPsychiatryMedical emergency

Abstract

fetched live from OpenAlex

Prior research provides little guidance on how to support return to school post-concussion. Peer support may be one strategy to enable adolescents to return to school post-concussion. The purpose of this study was to explore what high school students preferred in a school-based peer support program post-concussion. We conducted a qualitative instrumental case study in one high school in Calgary, Canada. Seven semi-structured focus groups were conducted with 53 high school students (16 boys, 36 girls, 1 preferring not to disclose gender; median age = 16 years, range = 15-18 years). All adolescents were enrolled in a sport medicine course and had either a history of concussion (n = 20) or were interested in supporting peers who had sustained a concussion (n = 33). Focus group questions aimed to solicit which factors the adolescents believed should be considered in the development of a post-concussion peer support program. We analyzed the focus group transcriptions using content analysis. Adolescents preferred a one-on-one Buddy Program. A one-on-one environment would provide a trusting and confidential relationship between the student with a concussion and their buddy. Peer support could include social support, advocacy support for academic accommodations, tutoring support, and concussion education. In future, the Buddy Program should be piloted in high schools.

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)0.004
metaresearch head score (Gemma)0.016
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.891
Threshold uncertainty score0.992

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.093
GPT teacher head0.461
Teacher spread0.368 · 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

Citations3
Published2024
Admission routes2
Has abstractyes

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