Risk and protective factors for symptoms of anxiety and depression in parents of children with autism spectrum disorder
Bibliographic record
Abstract
OBJECTIVE: The severity of symptoms of anxiety and depression was evaluated in 102 parents of children with autism spectrum disorders (ASD) and correlated with the severity of their child's behavioral symptoms. DESIGN: An observational, cross-sectional study. METHODS: The Portuguese versions of the Hospital Anxiety and Depression Scale and the Aberrant Behavior Checklist were used to assess symptoms in the parents and in their children. MAIN OUTCOMES AND RESULTS: Depression was present in 26.7% of parents and anxiety in 33.7%. Severe behavioral symptoms in the child increased the likelihood of severe anxiety and depression symptoms in the parents by a factor of 35. If the child had severe behavioral symptoms and the father lived in the family home, the likelihood of severe symptoms of anxiety and depression in the parents was 95.2% lower. CONCLUSION: The presence of the father living in the family home acted as a buffer against parents' symptoms.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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".