IMMEDIATE RESPONSE: ADDRESSING ANTI-NATIVE AND ANTI-BLACK RACISM IN CHILD WELFARE
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
<p>Anti-oppression emerged in the 1990s as a perspective for challenging inequalities and accommodating diversity within the field of social work, including child welfare in Canada. Using the concepts of white supremacy, anti-Black, and anti-Native racism in conjunction with the notion of the exalted national subject (Thobani, 2007), we contend that any understanding of the overrepresentation of Aboriginal and Black children in the care of child welfare services must be located within the wider narrative of white supremacy that has underpinned the formation of the post-war welfare state. This overrepresentation highlights the need to shift from anti-oppression to critical race feminism and anti-colonialism perspectives in order to address more effectively anti-Black and anti-Native racism and the economy of child welfare.</p>
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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