A review of the kinship initiative within child welfare in Ontario
Bibliographic record
Abstract
The purpose of this study is to evaluate the current kinship initiative within the field of Child Welfare in Ontario by reviewing its history and exploring any obstacles that may be preventing the support of this program. Key themes that were derived from the data include economic, policy and legislative barriers to permanency and workplace culture creating barriers. Recommendations include the support of specialized kinship workers and assessors, increased funding to support this model and kinship service families, centralized government services and a more universal direction from the Ministry regarding service delivery. Implications for social work practice, policy and further research were also discussed and included less frustration with the program, resulting in an increase of referrals and continued growth and sustainability of placements; the end result would be fewer children entering foster care. The possibilities for future research include: evaluating permanency outcomes for children in kinship in-care versus kinship out-of-care, exploring what the long term social and economic impact of skipped-generation parenting will have on kin, and to assess if funding constraints and legal limitations are impacting clinical case planning in Child Welfare.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".