Successful, sustainable? Facilitating the growth of family group conferencing in Canada
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
Family-centered approaches offer significant promise regarding the enhancement of child and family safety. Child protection workers find value in working alongside families, whereas families appreciate having a voice in decision-making processes. The introduction of Family Group Conferencing (FGC) in New Zealand in 1989 prompted the exploration of family partnership options internationally. This study, focusing on Ontario, Canada, examines the expansion of FGC from a local pilot in 1998 to a current province-wide initiative. The internal and external factors that have promoted and inhibited change were investigated. Interviews and a focus group were used to elicit the perspectives of Alternative Dispute managers and key informants. Participants concluded that the FGC program has been successful as a result of multilevel and multipronged change efforts. However, the long-term viability remains in question, primarily because of unstable funding and uneven buy-in, on provincial levels and within child welfare agencies. To ensure sustainability current strengths should be built upon, employing the same intentional, strategic planning that characterized the introduction of FGC into the province. The Ontario experience provides pointers for interested parties wishing to embed FGC and other family-centered approaches in daily child welfare practice.
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.
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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it