Roles, Responsibilities, and Rights: An Organisational Analysis of Provincial and Territorial Child and Youth Advocate Offices in Canada
Bibliographic record
Abstract
Abstract Limited academic literature has explored the responsibilities of Provincial and Territorial Child and Youth Advocates in Canada. This paper analyses the responsibilities that constitute the role of Canadian Provincial and Territorial Child and Youth Advocates, as well as the forces that impact and shape these responsibilities. A total of 17 participants, including current and former members of the Canadian Council of Child and Youth Advocates (cccya) as well as their staff members are included in the study. Findings reveal that individual advocacy, systemic advocacy, investigations into critical injuries and child deaths, as well as educational outreach, constitute the primary responsibilities of the cccya. Additionally, at the provincial and territorial level, it is important for advocates to navigate the historical, cultural and political factors that inform discourses surrounding childhood as these factors impact the way advocacy is understood and carried out within these organisations.
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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 | 0.007 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.029 | 0.008 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".