Judgments and Reasoning About Parental Discipline Involving Induction and Psychological Control in China and Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study examined judgments and reasoning about four parental discipline practices (induction or reasoning and three practices involving “psychological control”; Barber, 1996; two forms of shaming and love withdrawal)among children (7–14 years of age) from urban and rural China and Canada (N = 288) in response to a moral transgression. Children from all settings critically evaluated love withdrawal and preferred induction. Despite being perceived as more common in China than in Canada, with age, parental discipline based on shaming or love withdrawal was increasingly negatively evaluated and believed to have detrimental effects on children’s feelings of self-worth and psychological well-being. Some cultural variations were found in evaluations of practices, perceptions of psychological harm, and attribution of parental goals.
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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) | 0.000 | 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 it