Mother's and father's parental adjustment: Links to externalising behaviour problems in sons and daughters
Why this work is in the frame
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Bibliographic record
Abstract
This study examined links between parents (189 mothers, 153 fathers) adjustment and children's externalising behaviour problems (97 girls; 92 boys) representative of the general population. Structural equation modelling was used to examine models that included “direct” and “indirect” pathways. Externalising behaviour problems in children were strongly related to parental adjustment difficulties. Maternal antisocial behaviour and marital hostility were linked to sons’ and daughters’ externalising behaviour problems via dysfunctional child-rearing practices. Maternal antisocial behaviour, however, was not fully mediated by dysfunctional parenting. For fathers, the pattern related to externalising problems in sons was as those specified for mothers. The pattern did not appear relevant for daughters. Results are discussed in terms of the importance of adjustment patterns with regard to the sex composition of the parent-child dyads.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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 it