‘I Don't Think I Have Ever Worked Harder on a Case’: Needs of Canadian Child Protection Workers and Parents With Intellectual Disabilities
Bibliographic record
Abstract
BACKGROUND: The current literature has established that prejudice in child protection cases with parents with intellectual disabilities continues to persist. However, complexities of these cases are not well-understood from the perspective of child protection workers. This study aimed to identify the needs of child protection workers and their views on factors that influence supports for parents with intellectual disabilities. METHOD: This qualitative study conducted semistructured interviews with child protection workers who have worked directly with parents with intellectual disabilities across five child protective agencies in three regions in Ontario, Canada (n = 11). RESULTS: Three major themes emerged after content analysis of interviews: (1) training and support needs of child protection workers; (2) key sources of support for parents; and (3) intersecting factors impacting decision-making. CONCLUSION: Social service agencies continue to be fragmented and better coordination across agencies is needed to meet the cross-sectoral needs of parents with intellectual disabilities.
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".