Child Maltreatment Among Children With Intellectual Disability in the Canadian Incidence Study
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 aims to compare, among a representative sample of substantiated child maltreatment cases, the characteristics of those with intellectual disability (ID) from those without ID. Using the 2008 Canadian Incidence Study of Reported Child Abuse and Neglect, 5,797 cases of substantiated maltreatment that involved children aged between 0 and 14 years were analyzed. One in 10 children (11.3%) was identified with ID. Results revealed functional problems to be higher among children with ID and their parents. Moreover, children with ID experienced more severe maltreatment, and were more often referred to ongoing child protection services. These findings suggest that maltreated children with ID are facing additional challenges that must be accounted for in service planning and delivery.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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