Joint developmental trajectories of anxious solitude and peer adversities from early childhood through adolescence: Characteristics and associations with indices of internalizing problems.
Bibliographic record
Abstract
= 17.89). Measures of AS, peer group rejection and victimization, loneliness, self-esteem, and depression were repeatedly administered across this epoch. Results revealed multiple joint-trajectory classes characterized by varying combinations of AS and peer adversity, and children in these classes differed in the development of internalizing problems over time. Consistent with diathesis-stress hypotheses, two types of peer adversities (stressors), peer group rejection and peer victimization, moderated the relations between children's propensity to engage in AS (diathesis) and the development of specific internalizing problems, including loneliness, depression, and low self-esteem. These findings suggest that socially vulnerable children (i.e., those high in AS) are particularly prone to developing internalizing problems in the face of peer adversity. (PsycInfo Database Record (c) 2025 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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".