‘O Canada’ or ‘Freedom Road’?: Shoal Lake 40’s Mirror on Global Northern Disability Studies and Public Pedagogies
Bibliographic record
Abstract
The authors draw upon Agamben’s “bare life” and “zones of exception” to analyse the denial of human rights to the Indigenous Anishinaabe community of Shoal Lake 40 in Canada, particularly the right to clean drinking water and an accessible all-weather road into and out of the artificially made colonial island to which the community was relocated more than a century ago. Drawing on Hewitt’s “compounding differences” and Roman’s “relational genealogies” and “medicalized colonialism”, they reject the flattening metaphor of intersectionality to explain how the present conjuncture of Shoal Lake’s 40’s struggles can be understood. The authors argue for prioritizing “Global Souths within the Global Norths” within Disability Studies as both scholarship and activism. Finally, the essay discusses the public pedagogical implications of Shoal Lake 40’s campaign for water rights and “Freedom Road” as exemplary for effective social justice work.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.017 | 0.033 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 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".