Bibliographic record
Abstract
This article explores narratives of humanitarian compassion as rendered intelligible through the relational intersecting concerns about Syrian refugees and the suicide crisis in the Indigenous community of Attawapiskat, Ontario. Fuelled by a combination of anti-refugee rhetoric, racism and ongoing colonialism experienced by Indigenous people and communities, public and media discourse reveals how humanitarian governance is constitutive of the genealogy of settler colonialism. I suggest that examining the political genealogy of humanitarian governance in white settler colonialism assists in revealing the centrality of racial colonial violence in producing public and media discourse that is contingent upon the relational currencies of anti-refugee rhetoric, racism and humanitarian compassion. As expressions of a grammar of racial difference in liberal settler colonialism, these discourses ultimately reveal how racial colonial violence is constituted through the genealogy of humanitarianism.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.019 | 0.022 |
| Scholarly communication | 0.007 | 0.009 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.004 | 0.011 |
| Insufficient payload (model declined to judge) | 0.023 | 0.010 |
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".