Use of the Brix value with cuticle indices to describe haemolymph biochemistry parameters in Homarus americanus H. Milne Edwards, 1837 (Decapoda: Malacostraca: Nephropidae)
Why this work is in the frame
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Bibliographic record
Abstract
The Brix value was incorporated into a classification system in combination with the indices of carapace rigidity and setal stage to provide a framework for studying haemolymph biochemistry. The system was applied to a pre-existing dataset to generate descriptive statistics and reference intervals, where possible, for 18 parameters from commercial-size male and female American lobsters, Homarus americanus H. Milne Edwards, 1837, in Atlantic Canada. The lobsters were sampled on fishing vessels within 5 min of the hauling of commercial traps, providing a good representation of the range of values expected for trappable American lobster in their natural environment. In addition to expected trends in protein associated with the moult cycle, trends apparently related to reproductive status of females, region, and season were also observed in the concentrations of triglycerides, cholesterol, and lactate as well as alkaline phosphatase activity. The classification system could prove useful in other studies of crustacean physiology, especially where haemolymph-derived parameters are examined.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it