Parental appraisal of the family impact of childhood developmental disability: Times of sadness and times of joy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Parental positive and negative appraisals of the family impact of childhood disability are tested as early predictors of parental self-esteem and overall family adjustment in households with young children with intellectual and developmental disabilities. METHOD: Within 103 Canadian families, 103 mothers and 55 fathers independently completed interviews in their home at two time points: 6 months after their child entered childhood disability services (T1), and one year later (T2). RESULTS: Longer-term family adjustment was found to be predicted by level of parental negative appraisal of the family impact of disability, and by level of self-esteem, for both mothers and fathers. For mothers, positive appraisal of childhood disability was also found to predict early family adjustment and was related to enhanced self-esteem. CONCLUSIONS: Gender differences in parental appraisal of the family impact of childhood disability appear to merge over time. Both positive and negative appraisals appear to coexist and are predictive of mothers' and fathers' perceived overall family adjustment in the longer term.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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