The First Quarter Monitoring Survey of the Aquatic System and Fisheries of the Upper Victoria Nile, 22nd September - 3rd October 2007. A Draft Report Prepared for Bujagali Energy Limited (BEL)
Bibliographic record
Abstract
A key aspect in the approval to develop a 250 MW hydropower project on the Upper Victoria in Uganda was to include an environmental monitoring component during construction and after the construction phase. Baseline information on the aquatic ecosystem and fisheries of the Upper Victoria Nile was part of the EIA submitted to NEMA by AES Nile Power during 2000. Subsequently, this information was updated in April 2006. Fisheries are important socio-economically and in terms of the high fish species diversity in aquatic ecosystems in Uganda. Therefore, the National Fisheries Resources Research Institute (NaFIRRI) has been part of these developments providing specific inputs related to the fisheries and aquatic ecosystem of the Upper Victoria Nile to EIA of hydropower schemes in the country. As aquatic organisms of environmental and socio-economic importance, different species of fish and fish populations are effected by various factors mostly exploitation.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 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".