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
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 it