Acceptability of corporal punishment and use of different parenting practices across high‐income countries
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Worldwide, many children experience corporal punishment. Most research on corporal punishment has focused on parents' attitudes and use of corporal punishment; however, other relevant parenting factors and practices have rarely been examined. This study explored differences among countries with various levels of progress toward a total legal ban of corporal punishment in parents' acceptability of corporal punishment, perception of parenting as a private concern, relationship with their child and parenting practices: consistency, coercive parenting, use of smacking and positive encouragement. Parents ( N = 6760) of 2 to 12‐year‐old children from Australia, Belgium, Canada, Germany, Hong Kong, Spain, Switzerland and the United Kingdom completed the International Parenting Survey, an online cross‐sectional survey. One‐way ANOVAs, and MANCOVAs (after controlling for parent age, gender and educational level), indicated significant country differences. Overall, there was no clear link between corporal punishment bans and positive parenting beliefs, practices and behaviours. The two countries where corporal punishment is banned showed different patterns. Parents in Germany showed less acceptability and use of smacking; however, parents in Spain reported the highest use of coercive parenting. Country differences suggest that beyond a legal ban, attention is needed on how to support parents to raise their children in a positive, nurturing environment.
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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) | 0.002 | 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 it