Bibliographic record
Abstract
Abstract \n \nThe goal of this article is to tease out factors that have contributed to the nascent regime change in the Nile Basin. The article's most controversial argument is that evolving legal norms have influenced this change; but not through the creation of predictable rules and institutional structures, as IR scholars often posit. Throughout the meandering evolution of the Nile Basin regime, legal norms have been influential and have both hindered and promoted cooperation. Building upon a previous description of "contextual regimes," this article will suggest that the evolving normative framework for shared freshwater has helped to redefine both the identities and interests of key state actors in the Nile Basin, moving them more recently toward more cooperative behavior. The article's approach is framed around the interactional legal theory of Lon Fuller. Fuller understood law not as hierarchical ordering but as an ongoing generative activity, oriented toward the construction of relatively stable patterns of practices and normative expectations. Rules are persuasive and legal systems are seen as legitimate to the extent that they are consistent with this background of practices and expectations. Some of the central insights regarding the role of law in the Nile Basin are gleaned from extending the analysis of constructivists such as Kratochwil, Onuf, Ruggie, and Wendt, into the discipline of international law. \n \nPart II of the article briefly reviews the linkages between constructivism and the "interactional theory of international law" that we set out. Part III provides an overview of the hydrological and geographic context of the Nile Basin. Part IV details the social and political context, including the weak legal framework that has fostered the historical evolution of a purely competitive regime of freshwater in the Nile Basin. Part V extends the empirical examination to highlight recent moves toward greater cooperation and canvasses various factors promoting regime change. Part VI connects the empirical investigation of Parts III through V to the theoretical framework of Part II, and posits findings concerning the role of international legal norms in helping to explain significant political change. In so doing, the article assesses the contributions of the historic treaties governing the Nile Basin, of international water law, including the new UN Convention on the Law of Non-Navigational Uses of International Watercourses, and of various informal institutions designed to promote cooperation among Nile riparians.
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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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.012 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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 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".