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Record W4220974218 · doi:10.46747/cfp.6803203

Barriers to and facilitators of return to learning following a sport-related concussion

2022· article· en· W4220974218 on OpenAlexaffvenueabout
Petra Wildgoose, Dion Diep, Alexandra Rendely, Nariko Kuwahara, James D. Carson

Bibliographic record

VenueCanadian Family Physician · 2022
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsThe Wilson CentreUniversity of GuelphToronto Rehabilitation InstituteUniversity of TorontoSunnybrook Health Science Centre
Fundersnot available
KeywordsConcussionReturn to sportComputer scienceData scienceInjury preventionMedicineMedical educationPoison controlPhysical therapyMedical emergencyAthletes

Abstract

fetched live from OpenAlex

OBJECTIVE: To identify barriers to and facilitators of return to learning (RTL) for female secondary school students following a sport-related concussion (SRC), and to identify critical junctures on the injury-to-recovery continuum that can be targeted to enhance the RTL process. DESIGN: A grounded theory approach using in-depth qualitative interviews. SETTING: Secondary schools within the York Region District School Board in Ontario. PARTICIPANTS: Ten female secondary school students who presented to a sports medicine physician with an SRC in 2015 or 2016. Five of the students received a Green Folder intervention containing an RTL strategy, while 5 students received no RTL intervention following their SRC. METHODS: In-depth interviews were conducted in person or by telephone. All interviews were audiorecorded and transcribed. The transcriptions were analyzed, coded, and examined for common themes by 2 independent reviewers. MAIN FINDINGS: Barriers to RTL included a lack of a graduated RTL process, students' own internal stress, poor communication of expectations, lack of concussion education, and inadequate support from teachers. Facilitators of RTL included academic accommodations and having a primary contact person within the school system. Owing to inconsistent implementation, the impact of the Green Folder intervention as a facilitator of RTL remains unknown. CONCLUSION: Results of this study support existing findings in the realm of concussion research. A novel finding includes the importance of a primary contact person as a facilitator of RTL. This person could help to overcome some of the identified barriers to RTL and improve outcomes by assisting with academic accommodations, providing reassurance regarding these accommodations, improving education among teachers and students, and enhancing communication between stakeholders.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.424
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.021
GPT teacher head0.277
Teacher spread0.256 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations12
Published2022
Admission routes3
Has abstractyes

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