COMPARAÇÃO ENTRE A PRODUÇÃO DE CAMARÃO-SETE-BARBAS E DE FAUNA ACOMPANHANTE PELA FROTA-DE-PEQUENO-PORTE SEDIADO NA PARIA DE PEREQUÊ, ESTADO DE SÃO PAULO, BRASIL
Bibliographic record
Abstract
During 1987 and 1988, 44 samples of sea-bob shrimp (Xiphopenaeus kroyeri Heller, 1862) fishery by-catch, captured by small boats that landed in the Pereque beach, Guaruja, Sao Paulo state, Brazil, were analyzed. It was compared the average quarter of year production of each zoological group (including the trash too), and the total by-catch production with the sea-bob shrimp production. It was observed that, in the fourth, second and third quarters of year, the by-catch dominant group was the fishes, and in the first quarter was the crustacean group. The sea-bob shrimp production was not bigger than the by-catch production only in the first quarter of year.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 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".