Professionals’ decision‐making in cases of physical punishment reported to child welfare authorities: does family poverty matter?
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT The influence of family poverty on professionals’ decision‐making in cases of physical punishment reported to child welfare agencies was examined. The sample was drawn from the Canadian Incidence Study of Reported Child Abuse and Neglect. The influence of five indicators of poverty on six investigation outcomes was assessed. In addition, a Poverty Index was constructed from these five variables to assess whether the family's overall poverty status influenced investigation outcomes. The outcome variables examined were case substantiation, provision of ongoing child welfare services, referrals to child and family support programmes, out‐of‐home placement, applications to child welfare court and police involvement. Together, the poverty indicators did not account for more than 6% of the explained variation in any of the outcome variables, nor did the magnitude of the Poverty Index affect the likelihood of any of the investigation outcomes. These findings suggest that family poverty does not influence professionals’ decision‐making in cases of physical punishment reported to child welfare agencies in Canada. The findings have implications for the ongoing development of policy aimed at reducing parental use of physical punishment.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it