Upstream-downstream linkages in Ganges-Brahmaputra-Meghna basin: the hydro-social imperatives
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
Abstract To manage the transboundary water resources of the Ganges-Brahmaputra-Meghna (GBM) River Basin, it is important to identify and understand the complex upstream-downstream linkages in the basin. This paper provides a comprehensive overview of social, economic and cultural processes of the GBM Basin and examines existing mechanisms for governing the shared water resources. It draws attention to the uneven power relations between countries that share the basin and how it affects transboundary water governance. The review concludes that the countries need to strengthen cooperation and harness benefits arising from economic, social, and cultural aspects and proposes multilateral cooperation over the existing bilateral cooperation approach in the region.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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