Bibliographic record
Abstract
Foreword / David Schindler Preface / Karen Bakker Acknowledgments Abbreviations 1 Introduction / Karen Bakker PART 1 Muddy Waters: How Well Are We Governing Canada's Waters? 2 Great Wet North? Canada's Myth of Water Abundance / John B. Sprague 3 On Guard for Thee? Water (Ab)uses and Management in Canada / Dan Shrubsole and Dianne Draper 4 Out of Sight, Out of Mind? Taking Canada's Groundwater for Granted / Linda Nowlan 5 Challenging the Status Quo: The Evolution of Water Governance in Canada / Rob de Loe and Reid Kreutzwiser Is Canada's Water Safe? A Photo Essay PART 2 Whose Water? Jurisdictional Fragmentation and Transboundary Management 6 Whose Water? Canadian Water Management and the Challenges of Jurisdictional Fragmentation / J. Owen Saunders and Michael M. Wenig 7 Drawers of Water: Water Diversions in Canada and Beyond / Frederic Lasserre 8 Thirsty Neighbours: A Century of Canada-US Transboundary Water Governance / Ralph Pentland and Adele Hurley PART 3 Blue Gold: Privatization, Water Rights, and Water Markets 9 Commons or Commodity? The Debate over Private Sector Involvement in Water Supply / Karen Bakker 10 Liquid Gold: Water Markets in Canada / Ted Horbulyk 11 Trading our Common Heritage? The Debate over Water Rights Transfers in Canada / Randy Christensen and Anastasia Lintner PART 4 Waterwise: Pathways to Better Water Management 12 A Tangled Web: Reworking Canada's Water Laws / Paul Muldoon and Theresa McClenaghan 13 Are the Prices Right? Balancing Efficiency, Equity, and Sustainability in Water Pricing / Steven Renzetti 14 Moving Water Conservation to Centre Stage / Oliver Brandes, David Brooks, and Michael M'Gonigle PART 5 Water Worldviews: Politics, Culture, and Ethics 15 The Land Is Dry: Indigenous Peoples, Water, and Environmental Justice / Ardith Walkem 16 Half-Empty or Half-Full? Water Politics and the Canadian National Imaginary / Andrew Biro 17 Rising Waves, Old Charts, Nervous Passengers: Navigating toward a New Water Ethic / Cushla Matthews, Robert B. Gibson, and Bruce Mitchell 18 Conclusion: Governing Canada's Waters Wisely / Karen Bakker Appendices 1 A Survey of Water Governance Legislation and Policies in the Provinces and Territories 2 Additional Resources and Reading 3 The Waterkeeper Alliance Contributors Index
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.014 | 0.003 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.078 | 0.011 |
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".