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
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
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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