It’s a matter of surgency: Traumatic brain injury is associated with changes in preschoolers’ temperament.
Bibliographic record
Abstract
Traumatic brain injury (TBI) can disrupt cognitive, social, and behavioral functioning. Temperament is often used to reflect emotional and behavioral tendencies in young children, but has never been assessed after TBI. OBJECTIVE: Evaluate whether early TBI disrupts the trajectory of temperament. METHOD: = 69) reported on their child's temperament retrospectively to assess preinjury profiles and at 6 and 18 months postinjury. For each domain of temperament (Surgency, Negative Affectivity, Effortful Control), linear mixed-model analyses were conducted to explore group differences on the rate of change across time. RESULTS: = .33. Children with msTBI showed a lower rate of increase in Surgency compared to children with mild TBI and orthopedic injuries. CONCLUSIONS: Developmental trajectories of Surgency appear to be affected by msTBI. Disruptions in expected developmental trajectories of temperament could underlie some of the sociobehavioral manifestations of TBI in this young age group. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.004 | 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".