Investigating a Proposed Model of Social Competence in Children With Traumatic Brain Injuries
Bibliographic record
Abstract
OBJECTIVE: The goal of the current study was to test a proposed model of social competence for children who have suffered a traumatic brain injury (TBI). We hypothesized that both peer and teacher reports of social behavior would mediate the relation between intraindividual characteristics (e.g., executive function) and peer acceptance. METHODS: Participants were 52 children with TBI (M age = 10.29; M time after injury: 2.46 years). Severity of TBI ranged from complicated mild to severe. Classroom and laboratory measures were used to assess executive function, social behavior, and peer acceptance. RESULTS: Analyses revealed that peer reports of social behavior were a better mediator than teacher reports of the associations between executive function, social behaviors, and peer acceptance. DISCUSSION: The results underscore the importance of including peer reports of social behavior when developing interventions designed to improve the social, emotional, and behavioral outcomes of children with TBI.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".