Novel Marine Sources of Nutraceuticals and Functional Foods
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
This chapter discusses the alternate novel marine sources of nutraceuticals and functional foods and the associated biological activities and health benefits. Krill (Order Euphausiacea) is a marine crustacean comprised of over 80 different species. Based on the nutrient composition, krill offer an attractive addition to the human diet. Macroalgae have been incorporated into traditional diets as fresh or blanched components of salads, soups, or garnishes in the Philippines, Indonesia, China, Japan, Korea, Taiwan, and Vietnam. The lipid component of the edible macroalgae was variable within Rhodophyta (0.2–6.2% dry wt), Chlorophyceae (0.1–2.9%), and Phaeophyceae (0.1–5%) within a small range. The marine macroalgal polysaccharides play a large role in the food industry as phycocolloids or hydrocolloids, namely as thickeners, stabilizers, and texturizing agents, are resistant to intestinal digestion enzymes, and therefore can be considered as part of the soluble dietary fiber fraction.
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) | 0.001 | 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 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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