Nutrient requirements and feeding of haddock.
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
The development of feeds for potential new marine fish species for aquaculture must be based on sound information regarding the nutrient requirements, digestion, absorption and retention of major nutrients and energy utilization from various feed ingredients. Until recently, the field of haddock nutrition remained unexplored. Our preliminary research has shown that diet containing high amounts of protein (50-55%), low carbohydrate (<14%), low lipid (<15%) with a sufficient amount of n-3 long chain polyunsaturated fatty acids (1.5-2.0 % eicosapentaenoic and docosahexaenoic fatty acids) and well fortified with vitamins and trace elements is suitable for initial feed formulations of haddock growout diets. Higher amounts of dietary lipid (>12%) cause fatty liver and an increase in hepatosomatic index. The role of certain critical nutrients (protein and amino acids, essential fatty acids, minerals, vitamins), energy utilization, feeds and feeding for haddock is briefly reviewed.
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 | 0.000 | 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 | 0.000 |
| 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 it