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Survey of educators regarding the return to learn after a sport-related concussion

2017· article· en· W2618537067 on OpenAlexaffabout
James D. Carson, Alisha Garel, Alexandra Rendely, Christopher Meaney, Stefanie E Moser, Sarah T Rabinovitch, Sari A Kraft, Pierre Frémont

Bibliographic record

VenueBritish Journal of Sports Medicine · 2017
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsSheridan CollegeUniversity of Toronto
Fundersnot available
KeywordsIntervention (counseling)AcknowledgementPsychological interventionPsychologyMedical educationMedicineComputer sciencePsychiatry

Abstract

fetched live from OpenAlex

Objective To evaluate the impact of an educational intervention upon educators’ knowledge of sport-related concussion (SRC) management strategies and their understanding of academic accommodations as part of the return to learn (RTL) strategy after an SRC. Design A pre- and post-intervention study. Setting A sport-focused Ontario (Canada) secondary school. Participants 94 educational staff, including teachers, administrators and school psychologists. Interventions Three ten-minute didactic lectures were followed by ninety minute facilitated focus groups during an educators’ professional development workshop. Participants learned about the nature and management of SRC with an emphasis upon RTL. Participants also had to reflect on their own experiences with some of the 63 students who had RTL at that school, after an SRC during the prior 3.5 years. Outcome measures Participants answered pre and post intervention surveys directed toward knowledge of SRC management principles and acknowledgement of accommodations. Main results 81 of the 94 participants submitted two matched pre and post surveys. Educators indicated significantly increased understanding of SRC management and showed a significantly increased support of accommodations after the intervention (p<0.05). Conclusions Educators’ understanding of SRC management strategies is essential to facilitate a successful RTL. This study suggests that a brief educational intervention can improve the support of educators for academic accommodations as part of the RTL phase of SRC management. Competing interests None.

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)0.003
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.080
Threshold uncertainty score0.158

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.045
GPT teacher head0.346
Teacher spread0.302 · 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 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
Published2017
Admission routes2
Has abstractyes

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