"As It Flows Down from the North": Confluences of Water Stewardship Emerging from the Ottawa River Watershed
Bibliographic record
Abstract
Flowing through the political centre of Canada, the Ottawa River is an invaluable source of potable water, industrial sustenance, recreational mediation and aesthetic prestige.Inseparable from un-ceded Algonquin lands, the river divides two provinces and is governed by multiple political bureaucracies which take different approaches to water stewardship.The river may be healthier than it once was, but emerging Anthropocene threats like microplastics, low water levels during record breaking summer heat and neocolonial developments are enhancing regional water insecurity.Based on fieldwork conducted during the summer of 2016, this research describes how localized confluences of people, institutions, technology and non-human species are responding to assembling ecological pressures by configuring new approaches to Ottawa River watershed stewardship.I explore how such confluences constitute the citizen-science labour of the Ottawa Riverkeeper Riverwatcher monitoring program and the political activism of First Nations and allied resistance to the Energy East oil pipeline.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.019 | 0.015 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".