Elevating River Basin Governance and Cooperation in the HKH region: Summary Report I, Yarlung-Tsangpo-Siang-Brahmaputra-Jamuna River Basin
Bibliographic record
Abstract
The report “Elevating River Basin Governance and Cooperation in the HKH region: Summary Report I on the Yarlung-Tsangpo-Siang-Brahmaputra-Jamuna River Basin” provides a comprehensive overview of the Brahmaputra River Basin, highlighting its significance as a crucial water resource for over 114 million people. It identifies challenges and opportunities for enhanced basin-scale management, emphasizing the potential for expanding bilateral cooperation, multilateral trade and investment fora, and mutual gains in areas of common interest. The report offers high-level recommendations based on the available literature and global good practices for strengthening basin-wide cooperation, while emphasizing the importance of engaging all relevant stakeholders to ensure effective and inclusive basin-wide cooperation. Key aspects of the report include: A detailed analysis of the Brahmaputra River Basin, its socio-economic trends, environmental characteristics, and climate change impacts. An examination of the state of basin governance, including relevant treaties, policies, and agreements. The report also focuses on gender and social inclusion (GESI) and engagement with all relevant stakeholders, including people with disabilities, indigenous people, and other marginalized populations in knowledge generation, dialogues, planning, and cooperation at the local and basin scales. It is part of a series of three reports on Elevating River Basin Governance and Cooperation in the HKH Region, which also include reports on the Ganges and Indus river basins.
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.
How this classification was reachedexpand
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".