Cervicovestibular rehabilitation following sport-related concussion
Bibliographic record
Abstract
Dizziness, neck pain and headaches are commonly reported following a sport-related concussion and may persist.1 2 A combination of cervical and vestibular physiotherapy facilitates recovery following sport-related concussion in individuals with ongoing symptoms of dizziness, neck pain and headaches.3 In our randomised controlled trial (RCT), a higher proportion of individuals treated with multimodal physiotherapy were reported to be medically cleared to return to sport (within 8 weeks) than that of individuals who received a control intervention.4 However, the effect of timing of treatment is not currently known. Here we share the results of the second phase of this RCT, which evaluated the efficacy of multimodal physiotherapy and vestibular rehabilitation compared with rest in individuals with persistent symptoms of dizziness, neck pain and/or headaches following a sport-related concussion. Individuals who had already completed an 8-week period of either multimodal physiotherapy …
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".