Study of fish exploitation pattern of lake Gerio, Yola, Adamawa State, Nigeria
Bibliographic record
Abstract
An investigation was carried out on Lake Geriyo in the month of April to know the pattern of fish exploitation. The fish species sampled were mainly by using canoes as they were landed at the landing site of the lake. A total of fourteen (14) species of thirteen (13) families were discovered during the period. The total numbers of species were 1140 species and the corresponding total weights were 198 kg. The number of each species was determined by counting and the species were grouped into families. The weight of different species was also determined using the weighing balance. The number of fishermen during the period was 79 and the total numbers of canoes were 54. In the course of the study, it was discovered that the nets used by the fishermen were mostly unregulated mesh sized less than 2 inches. Most of the fish caught were undersized ranging from 0.06kg to 0.78kg. This is an evidence of overfishing. Therefore a proper management measure has to be put in place at the lake by the authority concerned. The total weight and total number of fish species encountered shows that there is fish stock depletion of the lake. The exploitation pattern at the lake Geriyo is seasonal.
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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 | 0.004 | 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 | 0.001 |
| 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".