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
Abstract The fatty acid composition of plant oils varies greatly among plant species. Plant sources with high omega‐3 fatty acid content, including those rich in α‐linolenic acid (ALA), have recently received special attention due to the beneficial effects of these oils on human health. Many of the commercially available plant oils and fats are good sources of oleic and linoleic acids, but fewer offer substantial amounts of ALA. This article discusses oils high in ALA from the seeds of flax, perilla, camelina, and chia. All of these seed oils contain above 70% polyunsaturated fatty acids (PUFAs), and the ALA contents are above 50% of the total oil content. Oils from these crops are produced on an industrial scale and the processes are outlined in this article, along with pretreatment and refining techniques to acquire food and industrial products from seed. Chemical composition, physical properties, and typical oil parameters for these oils are reviewed here.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 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