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
Abstract Victims of colonial, Indigenous child-removal policies have attracted public expressions of compassion from Indigenous and settler-state political leaders in Canada since the 1990s. This public compassion has fueled legal and political mechanisms, leveraging resources for standardized interventions said to “heal” these victims: cash payments, a truth-telling forum, therapy. These claims to healing provide an entry-point for analyzing how and why the figure of the Indigenous child-victim, past and present, is morally and politically useful for settler-states and their public cultures. I use the formulation of “settler-humanitarianism” to express how liberal interventions of care and protection, intended to ameliorate Indigenous suffering, align with settler-colonialism's enduring goal of Indigenous elimination (Wolfe 2006). Removal of Indigenous children was integral to the late nineteenth-century formation of the Canadian and Australian settler-states. Missionaries and colonial administrators represented these practices as humanitarian rescue from depraved familial conditions. Settler-humanitarians have long employed universalizing moral registers, such as “idleness” and “neglect,” to compel state interventions into Indigenous families. More recently, “trauma” has emerged as a humanitarian signifier compelling urgent action. These settler-humanitarian registers do political work. Decontextualized representations of Indigenous children as victims negate children as social actors, obscure the particularities of how collective Indigenous suffering flows from settler-colonial dispossession, and oppose children's interests with those of their kin, community, and nation. I analyze how and why Aboriginal healing as settler-humanitarianism has been taken up by many Indigenous leaders alongside settler-state agents, and examine the ongoing social and political effects of the material and discursive interventions it has spawned.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.036 | 0.004 |
| 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