The Mother-Child Relationship and Children’s Behaviours: A Multilevel Analysis in Two Countries
Bibliographic record
Abstract
We examined the influences of culture, maternal malaise, household chaos, and both family-wide and child-specific aspects of parenting on children’s adjustment in a socioeconomically diverse sample of 118 English and 100 Turkish families. Each family included two children aged 4-8 years, enabling the separation of within- and between-family factors by modelling the multilevel structure of the data. Mothers reported about the parent-child relationship, contextual factors, child behaviours (internalising, externalising and prosocial). Maternal differential treatment, age, and gender were tested as sources of within-family variance, and culture, household chaos, maternal malaise, and family-wide parenting were tested as sources of between-family variance. The current study adds to the literature by showing the effects of maternal treatment were different for Turkish and English children. Conversely, similar effects across cultures were revealed for age, gender, household chaos and maternal malaise.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.004 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".