Boil-Water Advisories and Federal (In)Action: The Politics of Potable Water in Pikangikum First Nation
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
In 2000, water systems failed in both Walkerton, Ontario, and Pikangikum First Nation. After deaths in Walkerton, the Ontario provincial government responded with an inquiry and increased regulation. Although the Walkerton Inquiry was tasked only with reviewing provincial water regulation, it none the less exposed longstanding systemic problems with the provision of safe drinking water on reserves in Northern Ontario. This led the federal government to develop a series of new protocols for the management of water on reserves. These protocols have failed abjectly, however, a fact illustrated by events in Pikangikum, where the water problem, 17 years later, remains unsolved. The difference in the standard of care provided in Walkerton and Pikangikum reflects colonialism, racism, and a fundamental failure of the federal government to live up to its constitutional responsibilities.
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 | 0.005 | 0.000 |
| 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