The Role of Canada’s Child and Youth Advocates: A Social Constructionist Approach
Bibliographic record
Abstract
The role of Canadian Child Advocates has been under-researched by academics and civil society alike, and the following paper addresses this knowledge deficit with findings from a graduate study (Bendo, 2016) reviewing their legislative and professional roles through a sociology of childhood lens. The aim was to investigate the Canadian Council of Child and Youth Advocates ( cccya ), and data was derived through a discourse analysis of legal, policy and media documents, and in-depth interviews with five current and former Advocates. This exploratory, qualitative study employed a critical ethnographic methodology, and findings indicate that child advocacy is a complex phenomenon with ample opportunities, although numerous barriers exist hindering the work and affecting the quality of outcomes. The study’s main argument suggests the role of the Advocates is not well understood by Canada’s children, youth or the public at large, and may be hampered by a continued lack of cross-national, multi-systemic implementation of the United Nations Convention on the Rights of the Child at federal, provincial and territorial levels.
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 | 0.001 | 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 | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".