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5.3 Does early referral to a multidisciplinary concussion clinic improve outcomes in sport-related concussion?

2024· article· en· W4391384391 on OpenAlexaff
Levi Ansell, Dhiren Naidu, Martin Mrázik

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineDuration (music)ReferralRetrospective cohort studyPhysical therapyInternal medicine

Abstract

fetched live from OpenAlex

Objective To identify whether early referral to a multidisciplinary health care team improves total symptom duration and reduces treatment duration following a diagnosis of sport-related concussion (SRC). Design Retrospective chart audit. Setting Community based tertiary multidisciplinary medical clinic; Patients seen between January 2013 and August 2016. Participants 53 patients with SRC were analyzed. Outcome Measures Treatment duration and total symptom duration. Main Results Mean age of participants was 19.5 years (32% female), mean duration prior to SRC assessment was 27.8 days for all groups, mean treatment duration was 66.1 days and mean total symptom duration was 94.0 days. Three groups were made based on time of assessment (0–14 days, 15–42 days, and 43–90 days). A MANOVA test was performed to compare treatment duration and symptom duration between each of the groups. Group 1 was found to have significantly shorter symptom duration compared to groups 2 and 3 (p<0.05); group 2 was also statistically different from group 3 (p<0.05). Group 1 was found to have significantly shorter treatment duration than group 3 (p<0.05); groups 1 and 2 were not statistically different, nor were groups 2 and 3. Conclusions These findings show that individuals seen earlier following their SRC have a shorter total symptom duration. It also demonstrates that individuals seen earlier (<14 days) have a shorter treatment duration than those seen later (43–90 days). We would recommend an early referral to a multidisciplinary concussion clinic after the diagnosis of SRC is made.

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)0.002
metaresearch head score (Gemma)0.009
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 score0.006
Threshold uncertainty score0.021

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0060.001

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 head0.051
GPT teacher head0.404
Teacher spread0.354 · 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
Published2024
Admission routes1
Has abstractyes

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