Rational Exploration of Northeastern Madagascar Halieutic Resource
Bibliographic record
Abstract
The artisanal fishing activity has existed since along time in the Madagascar northeastern coast. The fishing activity contributes economically to the reduction of poverty in rural areas in this country. But a notable change on local fishing method which attracts marine science researcher attention was encountered by the habitants especially from the Loky-Manambato marine protected area (MPA). The present research work studies the fishing method case in the area located in Antsampilay Fokontany, rural municipality of Ampisikinana belonging to the district of Vohemar. The proposed research work was developed with the aim of ensuring the rational exploitation of fishery resources by ensuring an increase in catch yields of fishermen in the Loky-Manambato MPA. The research results are susceptible to improve the rational exploration possible to know the different types of fishery resources. The present survey exploited the different types of gear and catching methods used by fishermen within the Loky-Manambato MPA. The local survey research result reveals a strong potential marine resource in this area. Furthermore, fishing methods continue to evolve over time, the threatening change is due to the increase in the number of fishermen. The traditional practice of new destructive methods which further accentuate the reduction in fishing products. It is therefore important to educate fishermen to no longer use this fishing method to further guarantee the ecological and environmental safety of Loky-Manambato MPA.
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 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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".