CONCENTRATION OF GAMMA LINOLENIC ACID (GLA) FROM BORAGE OIL BY UREA COMPLEXATION: OPTIMIZATION OF REACTION CONDITIONS
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 Production of gamma‐linolenic acid (GLA, 18:3ω6) concentrates from borage oil (BO) was optimized. A 3‐factor‐3‐level face‐centered cube design was used to study the effect of reaction time (X 1 ), reaction temperature (X 2 ) and urea‐to‐fatty acid ratio (X 3 ) in order to maximize the GLA content(Y). A second‐order polynomial model was employed to generate a surface response. Under optimum conditions, a maximum of 91% GLA was obtained from borage oil at a reaction time of 16 h, reaction temperature of ‐7C and a urea‐to‐fatty acid ratio(w/w) of 3.7.
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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 | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 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