Addressing punitive violence against children in Australia, Japan and the Philippines
Bibliographic record
Abstract
Physical and emotional punishment of children is highly prevalent in the Asia-Pacific region. These actions predict a range of physical and emotional harms, prompting a worldwide effort to eliminate them. A key strategy in this effort is to change parental beliefs regarding the acceptability of physical and emotional punishment. The Positive Discipline in Everyday Parenting (PDEP) program was designed to change those beliefs by teaching parents about child development and strengthening their problem-solving skills. A sample of 377 parents in the Asia-Pacific region completed the program: 329 mothers and 47 fathers of children ranging in age from infancy to adolescence. The parents lived in Australia ( n = 135), Japan ( n = 172) or the Philippines ( n = 70). In all three countries, parents’ approval of punishment in general, and physical punishment specifically, declined and they became less likely to attribute typical child behavior to intentional misbehavior. By the end of the program, at least 75% of parents in each country felt better prepared to respond nonviolently to conflict with their children.
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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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".