Dietary Lipid Quality and Long-Term Outcome
Bibliographic record
Abstract
Understanding the importance of dietary fat has grown beyond energy metabolism to recognition of the complex roles of fatty acids, particularly the ω-6 and ω-3 fatty acids in membrane lipids, inter- and intracellular communication and in regulating gene expression. The ω-6 and ω-3 fatty acids accumulated in developing tissues depend on the fatty acids transported across the placenta and secreted in breast milk. These in turn are dependent on maternal fatty acid intakes, which have changed dramatically in the past century with current western diets high in ω-6 linoleic acid and low in ω-3 fatty acids. High intakes of ω-6 fatty acid and low intakes of ω-3 fatty acids compromise long-chain ω-3 fatty acid accumulation in tissues, and this is avoided by dietary docosahexaenoic acid. In addition to the well-known roles in neural development, newer studies are beginning to question the importance of ω-3 fatty acids as a contributor of metabolic development in other organs, with possible implications for the development of feeding behavior and integration of the nutrient energy supply.
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.
How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".