Ending the Physical Punishment of Children by Parents in the English-speaking World: The Impact of Language, Tradition and Law
Bibliographic record
Abstract
Ending the physical punishment of children remains an enormous challenge. In societies which tolerate even limited physical punishment as discipline or control, it is a response to children that adults may unthinkingly adopt simply because they can. This paper primarily focuses on the language, traditions and law prevailing in English-speaking, common law countries – Australia, Canada, and the United Kingdom – that have ratified the CRC but have not yet fully outlawed physical punishment. New Zealand, the first English-speaking country to ban physical punishment, and the United States which has neither ratified the CRC nor fully outlawed physical punishment, are also discussed. Separately, language, traditional attitudes and practices, and laws impacting children’s lives are considered, with a view to envisioning a status quo where adults and children are accorded equal respect as human beings and any degree of physical violence towards children is regarded as an aberration.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".