The shell glands in some calanoid copepods (Crustacea)
Bibliographic record
Abstract
This study represents the first structural, ultrastructural, and biochemical investigation of the shell glands in calanoid copepods. These glands, located inside the points of the last prosomal segment, constitute voluminous syncytial secretory units, each of which extends into an excretory canalicule with a cellular or syncytial wall. The canalicules merge into two collector canals, or shell ducts, that rejoin the oviducts and then open into the egg-laying ducts. Each secretory unit synthesizes heterogeneous granules containing both light and predominantly dense material. Exocytosis of these mature secretory granules occurs in an apical excretory chamber. In freshwater species, the modifications observed during the secretory cycle emphasize a gradual discharge from the secretory units in the hours following laying. Cytochemical and biochemical studies of the secretions reveal the presence of N-acetylglucosamine, galactose, and N-acetylgalactosamine glycoconjugated proteins.
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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 | 0.000 |
| 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".