Book Review: Structures of Indifference: An Indigenous Life and Death in a Canadian City
Bibliographic record
Abstract
The case of Brian Sinclair, a First Nations man who died in a Winnipeg, Manitoba, hospital emergency room in 2008 after waiting 34 hours for medical care to treat a preventable infection, represents the degree to which structural indifference exists within Canadian society. This article reviews the book Structures of Indifference: An Indigenous Life and Death in a Canadian City by Mary Jane Logan McCallum and Adele Perry, published by University of Manitoba Press in 2018. The review will provide a content summary of each chapter along with an assessment of the strengths and weaknesses of the book. A critical analysis of how the authors examined this case, using a place-based approach of the city, the hospital, and life and death of Brian Sinclair, is discussed. The review will identify critical concepts and lessons relevant to the development of Indigenous health policy and practice, which will be applicable to both a national and international audience.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".