Maternal and Paternal Distress and Coping Over Time Following Pediatric Traumatic Brain Injury
Bibliographic record
Abstract
Objective: Examine differences in maternal and paternal coping and distress following traumatic brain injury (TBI) and orthopedic injuries (OI). Method: Concurrent cohort/prospective design with five assessments between 1 and an average of 7 years after injury of children aged 3-6 years hospitalized for TBI ( n = 87) or OI ( n = 119). Mixed models analyses were used to examine hypotheses. Results: Overall, fathers reported greater depression and general distress than mothers 18 months after injury, but not at long-term follow-up. Active and acceptance coping were unrelated to parental sex, injury factors, or time since injury. A group × rater × time interaction was noted for Denial coping. Following severe TBI, fathers reported greater denial at 18 months, whereas mothers reported greater denial at the long-term follow-up. Denial coping did not differ between mothers and fathers following OI and moderate TBI. Conclusions: Parental response to early TBI is complex and may warrant clinical intervention even years after injury.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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".