Biodiversity of parasites of economically important fish sold on the island of São Luís-MA
Bibliographic record
Abstract
The aquatic environment has been suffering successive anthropogenic interference, leading to changes in the environment that directly impact the diversity of species of both parasites and their hosts. In this context, helminths present themselves as significant components within biological systems, being important agents that regulate the abundance and distribution of species and host populations. This investigation aimed to characterize the parasitic fauna associated with the main species of fish of economic importance sold on the island of São Luís – MA, through morphological characterization studies and analysis of parasitological descriptors for the different species of helminths found. The hosts were obtained at the fish market, at the Cidade Operária fair and directly from artisanal fishermen in Laguna da Jansen on São Luís Island, and in a fish, farm located in the municipality of Matinha, state of Maranhão. Soon after acquisition, the fish were placed in thermal boxes and transported to the
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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".