Forms of peer victimization in adolescence: Covariation with symptoms of depression.
Bibliographic record
Abstract
= .9) who were assessed over 2 school years. Adolescents were from diverse ethnic groups (45% racialized groups) and from low- to middle-income households. Adolescents reported the frequency of their experiences of relational and overt peer victimization (Crick & Grotpeter, 1996) and depressive symptoms (Bevans et al., 2012) in the fall and spring of each school year. Both forms of peer victimization and depressive symptoms increased from age 12.5 to age 14 before decreasing by age 16.8 years. Frequency of relational peer victimization at age 12.5 was related to depressive symptoms at age 16.8. Frequency of depressive symptoms at age 12.5 predicted change in both forms of peer victimization at age 16.8. Some gender differences were observed. (PsycInfo Database Record (c) 2022 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".