The Effects of Peer Victimization and Physical Aggression on Changes in Internalizing From First to Third Grade
Why this work is in the frame
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Bibliographic record
Abstract
Three models of the prospective relations between child maladjustment and peer victimization are examined: (a) internalizing results directly from victimization, (b) internalizing leads to victimization, and (c) physical aggression fuels retaliatory victimization that leads to increases in internalizing over time. Data came from assessments of children at the beginning of Grade 1 (n = 432; average age = 6.3 years), with follow-ups at the end of Grades 1, 2, and 3. Most children showed low stable internalizing trajectories (73%); however, high stable and increasing curvilinear trajectories were evident for 7% and 20% of children, respectively. Findings suggest that children's adjustment problems at entry to Grade 1 affect the course of their internalizing, in part, by setting the stage for peer victimization.
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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