Working in a post-colonial system : whose voices are being silenced and heard in the narratives of native child welfare workers?
Bibliographic record
Abstract
The purpose of the present research was to explore the political underpinnings that shape the meaning that native child welfare workers give to their work. This was achieved with the use of a participatory research model that combines group interviews (sharing circle) with ethnography as a means of data analysis. The resulting narratives have suggested that the meaning native child welfare workers attribute to their work emerges from their community and the provincial structures that legislate and define child welfare policies, two sources, composed of various sub-systems, that often share polarized values and ideologies in matters of child welfare. This struggle is further complicated by the cultural relevance of child welfare services in the debate surrounding sovereignty and colonialism. It is suggested that more attention be given to understanding this meaning and how this process must originate from the community if indeed the deriving services are to be both culturally relevant and community based.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.025 | 0.023 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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".