KENYA-UGANDA TRANSBOUNDARY DISPUTE RESOLUTION MECHANISMS WITH REGARD TO PROMOTION OF BILATERAL ECONOMIC SECURITY MANAGEMENT
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
Transboundary disputes over Lake Victoria between Kenya and Uganda concern resources in the marine zone. This transboundary conflict has had a negative impact on managing economic security since it has not been adequately addressed in resolutions. This study evaluates the strategies for resolving transboundary disputes between Kenya and Uganda in light of strengthening bilateral economic security management. The study was influenced by the structural-functionalist philosophy, social conflict, and John Burton’s theory of conflict resolution. The research design used in the study was descriptive. The samples were chosen using simple random sampling methods and purposive sampling techniques. Philosophically, the work provided a foundation for future research and helped us comprehend transboundary issues and how to manage them. Findings indicated that mediation and conciliation were the most used mechanism in resolving disputes in Lake Victoria. However, this approach has not reach zenith as far as managing dispute between Kenya and Uganda is concerned. The study recommends that, sensitization programs tailored towards effective dispute management be put into place and awareness programs disseminated along contested boundaries. In this regard, economic security management will be bolstered well.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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