Neuroendocrinology of the vase tunicate, <i>Ciona intestinalis</i>: consideration of the practical applications for the control of this invasive species
Bibliographic record
Abstract
The vase tunicate, Ciona intestinalis (Linnaeus, 1767), is a social but non-colonial ascidian that is implicated in biofouling of aquatic structures and destruction of the shellfish industry through competition for planktonic nutrients and substrate settling habitats. The sequencing of the C. intestinalis genome has provided insight into the phylogenetic origins of this species, indicating that this lineage and its allies represent a sister taxon to the chordates. Although the practical use of this genomic information at controlling this invasive species is equivocal, a number of new studies on the neurological and neuroendocrine aspects of C. intestinalis have suggested new molecular targets that may be exploited for practical applications on the control of C. intestinalis to protect and enhance the shellfish industry from this invasive species. As a result, we have developed a novel behavioural assay for C. intestinalis, which can be employed to investigate novel agents that inhibit growth and development in this species.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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".