Child and Youth Care across Sectors, Volume 2: Canadian Perspectives
Bibliographic record
Abstract
Child and Youth Care across Sectors aims to reflect the changing field by capturing a diverse array of themes and issues through an inclusive framework. In Volume 2, the contributors continue the discussion on sectors and contexts of child and youth care, with an emphasis on giving space and voice to different ways of thinking about and describing the field. Focusing on acknowledging and confronting the complex issues within child and youth care, this new volume includes groundbreaking chapters on pertinent topics from homelessness to immigration, antiracism, African-centred praxis, and Indigenous ways of being. Expanding from the first volume, this text explores additional settings of child and youth care, including hospitals, schools, day treatment programs, and the complicated youth criminal justice sector. As the field of child and youth care continues to evolve, this timely and thought-provoking text will be vital for students, scholars, and practitioners in child and youth care, in Canada and abroad.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.009 |
| Science and technology studies | 0.037 | 0.009 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.020 | 0.001 |
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".