Urgent Protection versus Chronic Need: Clarifying the Dual Mandate of Child Welfare Services across Canada
Bibliographic record
Abstract
This study analyzed data from the 1998, 2003 and 2008 Canadian Incidence Study of reported child abuse and neglect (CIS) and compared the profile of children who were reported for an urgent protection investigation versus any other investigation or assessment. As a proportion of all investigations, urgent protection cases have dropped from 28% of all investigations in 1998, to 19% in 2003, to 15% in 2008. Results from the CIS-2008 analysis revealed that 7% of cases involved neglect of a child under four, 4% of cases involved sexual abuse, 2% of cases involved physical abuse of a child under four and 1% of cases involved children who had sustained severe enough physical harm that medical treatment was required. The other 85% of cases of investigated maltreatment involved situations where concerns appear to focus less on immediate safety and more on the long-term effects of a range of family related problems. These findings underscore the importance of considering the dual mandate of child welfare mandates across Canada: intervening to assure the urgent protection and safety of the child versus intervening to promote the development and well-being of the child.
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.
How this classification was reachedexpand
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 | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".