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Record W4386799868 · doi:10.1080/2331186x.2023.2257124

Facilitating students’ return to school following a concussion: Perspectives of Canadian teachers and school administrators

2023· article· en· W4386799868 on OpenAlexafffundabout
Heather A. Shepherd, Isla Shill, Jeffrey G. Caron, Nick Reed, Keith Owen Yeates, Kathryn Schneider, Amanda M. Black, Carolyn A. Emery

Bibliographic record

VenueCogent Education · 2023
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalToronto Rehabilitation InstituteUniversity of TorontoHotchkiss Brain InstituteAlberta Children's HospitalSpinal Cord Injury AlbertaUniversité de MontréalCentre for Interdisciplinary Research in RehabilitationUniversity of Calgary
FundersInternational Olympic CommitteeQueen's UniversityAlberta Children's Hospital FoundationAlberta Children's Hospital Research InstituteChildren's Hospital Foundation
KeywordsConcussionPsychologyThematic analysisQualitative researchMedical educationEmpathyAffect (linguistics)PedagogyPoison controlInjury preventionMedicineSocial psychologySociology

Abstract

fetched live from OpenAlex

An estimated 20 percent of adolescents in North America have sustained a concussion. Teachers and school administrators are responsible for supporting following concussion to return to school. The purpose of this study was to describe the perspectives of Canadian teachers and school administrators with supporting returning to school post-concussion. This qualitative study was guided by an interpretivist philosophy. Semi-structured interviews with grades 7–12 teachers (n = 13) and school administrators (n = 5) were coded inductively and analysed using reflexive thematic analysis. We organized the data into five themes: 1) Educator roles differ for administrators and teachers; 2) Students’ symptoms affect their learning; 3) Students should have access to academic accommodations; 4) Students benefit from social support, compassion, and empathy; and 5) Concussion education and management processes are lagging. In Canada, teachers and administrators have different roles when supporting students returning to school after a concussion and those roles influence their engagement with the students and their awareness of students’ needs. Lack of concussion education and concussion management processes at schools may affect how students are supported following a concussion. Our findings can inform the development and implementation of supports to facilitate return to school for students following a concussion.

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)0.008
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.092
Threshold uncertainty score0.354

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.016
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0290.010
Scholarly communication0.0090.002
Open science0.0030.005
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.061
GPT teacher head0.401
Teacher spread0.340 · 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 designQualitative
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

Citations2
Published2023
Admission routes3
Has abstractyes

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