State of care: the ontologies of child welfare in British Columbia
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
This is a paper about child-welfare regulations, policies, and practices as they impact Indigenous families and communities. I take as my starting point that child welfare, and geographies of Indigenous homes and families, are under-scrutinized ontologies worthy of more investigation especially by geographers interested in understanding neo settler-colonial power – and how to unsettle it. I track historical logics of state intervention into Indigenous families through to the present day, reviewing the empirics of child removals and state interventions into contemporary Indigenous families in British Columbia, Canada. Curtailing the state’s ongoing disruption of Aboriginal families and communities, I conclude, requires understanding child welfare ontologically, as historically contiguous with other colonial projects, and as premised in great part on ungrounded logics of ‘common sense’ that (re)produce Indigenous families and communities as rarified and othered geographies in constant need of intervention.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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