Bibliographic record
Abstract
In 2011, thirty-six-year-old Cindy Gladue, a Cree woman, bled to death in a hotel bathtub in Edmonton, Alberta, Canada. On the night she died, Gladue had contracted for sexual exchange with Bradley Barton, a white man who worked as a trucker. In 2015, Barton was tried for the murder of Cindy Gladue. With more than 1,200 missing and murdered Indigenous women, there is compelling reason to focus on the violence Barton inflicted on Gladue, understanding it as a part of a history of the sexual brutalization and attempted annihilation of Indigenous women. To show that Gladue's death and the trial of Barton for her murder are part of a history of colonial terror, it is necessary to unpack the framework utilized by the court, a framework that revolved around the ideas of consent and contract. I propose that we utilize a framework of disposability instead, focusing on the Indigenous woman's expendibility in settler colonialism. Sexualized violence is key to disposability, and flesh is the site at which racial and sexual power are both inscribed. I emphasize the excessive violence that is meted out to Indigenous women as evidence of colonial power imprinted on their bodies.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.007 | 0.028 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 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 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".