Young children's representations of conflict and distress: A longitudinal study of boys and girls with disruptive behavior problems
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We investigated narratives, symbolic play, and emotions in children who varied in severity of disruptive behavior problems. Children's representations of hypothetical situations of conflict and distress were assessed at 4-5 and 7 years. Behavior problems also were assessed then and again at 9 years. Children's aggressive and caring themes differentiated nonproblem children, children whose problems remained or worsened with age, and those whose problems improved over time. Differences in boys and girls whose problems continued sometimes reflected exaggerations of prototypic gender differences seen across the groups. Boys with problems showed more hostile themes (physical aggression and anger), whereas girls with problems showed more caring (prosocial) themes relative to the other groups. Modulated (verbal) aggression, more common in girls than boys, showed developmentally appropriate increases with age. However, this was true only for children without problems and those whose problems improved. We consider how these findings contribute to an understanding the inner worlds of boys and girls who differ in their early developmental trajectories for behavior problems.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 it