Hydropolitics is what societies make of it (or why we need a constructivist approach to the geopolitics of water)
Bibliographic record
Abstract
Although the study of hydropolitics (i.e. the geopolitics of water) is mainly an offshoot of the discipline of International Relations (IR), the use of IR conceptual tools remains largely implicit in the literature. As a result, theoretical exploration has been very limited in hydropolitics and is usually cast within IR’s traditional divide between realism and liberalism. This is problematic because the quest for a predictive and parsimonious science of politics that characterises mainstream IR theory may be overly rigid and too narrow a strategy to understand the full diversity exhibited by water-related interstate relations around the globe. With its anti-deterministic and pro-human agency stance, constructivism constitutes a promising alternative approach to hydropolitics that can be explored if theorisation is made explicit. In this regard, securitisation theory is one example of constructivism’s great potential in hydropolitical analysis.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.049 |
| Scholarly communication | 0.009 | 0.017 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".