Managing water resources in a time of global change: mountains, valleys and flood plains
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
Series editor's preface, Henry Vaux, Jr, 1. High Water, Low Water, No Water: Upland Water Resource Management in times of Global Change, Ariel Dinar and Alberto Garrido, Part I. Mountain and upland areas, 2. Mountains of the World - Water Towers for the 21st Century, Bruno Messerli, Daniel Viviroli and Rolf Weingartner, 3. Upland Watershed Management and Global Change - Canada's Rocky Mountains and Western Plains, Dave Sauchyn, Michael Demuth and Alain Pietroniro, 4. System Hydrology Tools To Support Water Policy: The Case Of Lake Kinneret Watershed, Israel, Alon Rimmer, 5. Combined impacts of development and climate change on the Rhone river (Switzerland, France), Jean-Paul Bravard, Part II. Managing Opportunities in the face global challenges, 6. Adaptive Management of Upland Rivers Facing Global Change: General Insights and Specific Considerations for the Rhone, Claudia Pahl-Wostl, Ger Berkamp and Katharine Cross, 7. Climate Change and Water Resources: Potential Impacts and Implications, Richard M. Adams and Dannele E. Peck, 8. Policy and Adaptation in the Jordan Valley, Yousef Hasan AYADI, 9. Upland Watershed Management in Developing World: The Case of Tunisia, Sihem Benabdallah, 10. Challenges In Upland Watershed Management: The Green-Blue Water Approach, Holger Hoff, Part III. The view of practitioners and stakeholders, 11. Factors for success: Public and Private Sector Roles in Securing a Safe and Reliable Water Supply, Don Lowry, 12. The International Joint Commission: A Case Study in the Management of International Waters, Dennis Schornack and John Nevin, 13. An overview of the IJC, Jack Blaney, 14. Water management in alpine regions, Pedro Arrojo-Agudo, Conclusions, 15. Overcoming the Constraints for a more Integrated and Adaptive Water Management: a New Agenda for Upland Waters , Alberto Garrido and Ariel Dinar.
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 | 0.000 | 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