Perceptions of Child Maltreatment by Parents from the Indian Subcontinent: Challenging Myths About Culturally Based Abusive Parenting Practices
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
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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