Child and Parent Characteristics Associated With Canadian Parents’ Reports of Spanking
Bibliographic record
Abstract
We examined self-reported use of spanking as a discipline strategy in a Canadian sample of mothers and fathers (N = 2,340) of children aged 2 to 12 years using data from the International Parenting Survey–Canada. Logistic regression was conducted to assess the association between reported use of spanking and child characteristics (age, gender, disability status, and behaviour problems), adult demographic characteristics (age at birth of child, marital status, education, employment, and income inadequacy), as well as parent attitudes toward spanking. Approximately one quarter of parents reported spanking their child. Child age, parent education, employment, and income inadequacy had significant associations with reported spanking. When controlling for child and parent demographic characteristics, parent reports of child behaviour and parent attitudes toward spanking also had strong relationships with reported spanking. Results are discussed in relation to previous findings and in terms of implications for parenting interventions.
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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 | 0.001 | 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".