Crisis in Modern Aquaculture in Southern Côte d'ivoire: Case of HYDROFISH, A Super-Industrial Farm in Binger Ville
Bibliographic record
Abstract
Modern aquaculture in southern Côte d'Ivoire has encountered difficulties in recent decades, resulting in the closure of several production sites.HYDROFISH in Binger Ville, for example, has been shutting down operations since the end of 2015.As a result, it has enjoyed rigorous management, a production system Super-industrial and the collaboration of the Quebec firm HYDRONOV, a world giant of aquaponics culture.The purpose of this study is to identify the determinants of the modern aquaculture crisis in southern Côte d'Ivoire based on the case of HYDROFISH.The working method used is documentary research and a field survey.Investigations show that the shutdown of the farm's activities is linked to malfunctions in its production system resulting in the death of more than 06 tonnes of fish.Inadequacies in the management of the farm were also noted, with thefts of fish sometimes estimated at more than 4 tonnes per day and selling prices deemed too high by consumers.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".