Authoritarian parenting in individualist and collectivist groups: Associations with maternal emotion and cognition and children's self-esteem.
Bibliographic record
Abstract
Mothers and children between the ages of 7 and 12, from individualist (Western European) and collectivist (Egyptian, Iranian, Indian, and Pakistani) backgrounds, completed assessments of children's self-esteem, maternal authoritarianism, and mothers' thoughts and feelings about their children. Collectivist mothers endorsed authoritarian parenting more than did individualist mothers but did not feel or think more negatively about their children, and collectivist children were not lower in self-esteem. Within both groups, maternal negative affect and cognition were associated with lower self-esteem in children. However, maternal authoritarianism was associated with maternal negative emotion and cognition only in the individualist group. The results suggest that maternal negative thoughts and feelings, associated with authoritarianism in individualist but not collectivist groups, may be more detrimental to children's self-esteem than is authoritarianism in and of itself.
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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 | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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".