Early Resumption of Physical Activity and Cognitive Outcomes at 4 Weeks Following Pediatric Concussion
Bibliographic record
Abstract
BACKGROUND: Early physical activity (PA) after concussion may aid in symptom recovery, though its impact on other recovery domains, such as cognitive functioning, remains less explored. OBJECTIVES: (1) Examine the association between early PA (within 7 days post-injury) and cognitive inefficiency and impairment 4 weeks after pediatric concussion; (2) investigate the association between early PA and cognitive outcomes (memory and executive functioning, information processing speed, attention, visual-motor processing, and vocabulary) 4-week post-concussion. SETTING: Emergency departments (EDs) of four Canadian pediatric hospitals within the Pediatric Emergency Research Canada (PERC) Network. PARTICIPANTS: Children aged 8-18 years presenting to the ED within 48 hours of a head injury and diagnosed with a concussion. DESIGN: Planned secondary analysis of data from a prospective multicenter cohort study. MAIN MEASURES: Participants' PA level was assessed at 1-week post-concussion through a self-report questionnaire in which they had to indicate their current level of recovery in terms of return to physical activities and sports. Early PA participation was defined as any level of PA other than "no activity" at the 1-week follow-up. Participants underwent comprehensive neuropsychological testing at 4-week post-concussion. Primary outcome measures included cognitive inefficiency and impairment (≥2 outcomes with z < -1.0 SD or <-1.5 SD below the normative mean, respectively). Secondary and tertiary outcome measures include t-scores and scaled scores from the 10 neuropsychological tasks, transformed to z-scores. RESULTS: Early PA was not significantly associated with the likelihood of cognitive inefficiency or impairment ( P s ≥ .38). The early PA*sex interaction was related to verbal cognitive flexibility ( P = .02), with females engaging in early PA having better scores. Moreover, the early PA*age interaction was associated with attention ( P = .03), with younger children engaged in early PA performing worse. CONCLUSIONS: Early PA has no overall association with cognitive inefficiency or impairment but may be differentially associated with certain cognitive outcomes by age and sex.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".