Tics Temporally Associated with Mild Traumatic Brain Injury in Pediatric Patients: A Sui Generis Case Series
Bibliographic record
Abstract
Traumatic brain injury (TBI) is a major public health concern in Canada, with falls, blows to the head, car accidents, and sports-related injuries being the leading causes. Post-traumatic movement disorders, such as tics, can occur after a TBI, but their association with mild TBIs has been less explored. This manuscript presents two pediatric cases of de novo tics following mild TBIs, shedding light on this unique phenomenon. Possible mechanisms linking mild TBI and tics, such as genetic predisposition and stress-induced activation of the hypothalamic-pituitary-adrenal axis, are discussed. This paper emphasizes the importance of recognizing tics as a potential consequence of mild TBIs in children, and underscores the need for further research to shed light on the mechanism involved.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".