Sustainable Management of Northeastern Madagascar Halieutic Resources
Bibliographic record
Abstract
This present study analyses the management of fishery resources to ensure their sustainability and rational exploitation in fishing villages of the Loky-Manambato marine protected area (LM-MPA), which are located in Vohemar district and SAVA region of the northeastern coast of Madagascar. Based on local surveys and research in rural villages of LM-MPA, this research reveals a strong potential for fishery resources in this area. The artisanal fishing plays a vital role as main source of income for the surrounding fishermen community rural area village residents and contributes to poverty reduction. The number of fishermen is increasing and fishing techniques continue to evolve over time in the LM-MPA villages. Different types of fishery resources, fishing gear and catching methods are exploited within the LM-MPA. However, the practice of new, destructive fishing techniques is accentuating the reduction in fishery products and threatening the local mangrove environment. It is therefore important to educate fishermen to stop using this detrimental fishing technique to ensure the sustainability of fishery resource. The sustainable management and closure as solution to ensure an increase in fishermen’s catch yields and to protect the environmental resource are investigated. Effective improvement measures are recommended.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".