Shelter in place: a First Nation community in Canada's Chemical Valley
Bibliographic record
Abstract
This case study is based on research conducted in the region of Ontario known as 'Chemical Valley'. One stark indicator of health risks posed by industry there is a public service announcement instructing residents that in the event of a dangerous gas emission, they are to 'shelter in place' – i.e., stay indoors with windows tightly closed. The local community with greatest exposure is Aamjiwnaang First Nation, whose reserve is surrounded by heavily polluting industry. Despite significant health concerns, band members remain at Aamjiwnaang, a circumstance that outsiders find puzzling. This article explores the complex factors connecting residents to their reserve – a place in which they have found shelter for many generations. This interpretive case study is intended to complement general and quantitative approaches to environmental issues by providing a qualitative, place-specific example of the profound connections that First Nations people experience to their homeland, even when that homeland has become toxic.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.045 | 0.009 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".