Perceptions of Child Maltreatment by Parents from the Indian Subcontinent: Challenging Myths About Culturally Based Abusive Parenting Practices
Bibliographic record
Abstract
Clinicians and researchers emphasize the importance of recognizing differential cross-cultural definitions of child maltreatment, cautioning awareness that some ethnic groups may use harsher methods to discipline their children. Using a mixed-method research approach, based on questionnaire and focus group data, 29 parents of South Asian descent provided input on their attitudes toward child discipline, maltreatment, and neglect. Study findings suggest that South Asian parents do not differ significantly from other populations in their judgment of appropriate parenting approaches; that is, persistent and excessive use of physical discipline was considered to be inappropriate, behaviors of parents that may have negative emotional consequences for children were recognized as inappropriate, and lack of proper supervision of children was seen as a concern. Notably, though, participants voiced their reluctance to contact child protective services should they encounter families struggling with abuse. Implications for practice and directions for future research are suggested.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".