Bullying Victimization, Parenting Stress, and Anxiety among Adolescents and Young Adults with Autism Spectrum Disorder
Bibliographic record
Abstract
Bullying victimization is commonly associated with anxiety among individuals with and without Autism Spectrum Disorder (ASD), and both bullying victimization and anxiety are more prevalent among youth with ASD than in the general population. We explored individual and contextual factors that relate to anxiety in adolescents and young adults with ASD who also experience bullying victimization. Participants included 101 mothers of adolescents and young adults diagnosed with ASD. Hierarchical multiple regression analyses were conducted to investigate the relationship between bullying victimization and anxiety in children with ASD, as well as parenting stress as a potential moderator of that relationship. Findings indicate that parenting stress moderates the association between bullying victimization and anxiety. The severity of anxiety was most strongly associated with bullying victimization when mothers reported high levels of stress. Implications for interventions that assist parents with coping and address bullying victimization are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".