Proximate Composition, Amino and Fatty Acid Profiles and Element Compositions of Four Different Moringa Species
Bibliographic record
Abstract
Several species of trees belong to the genus Moringa, but only one, Moringa oleifera (Lam.), has been intensively studied. No data has been published so far on the nutritional properties of M. stenopetala, M. drouhardii or M. hildebrandtii. In this study, kernels and leaves of M. oleifera, M. stenopetala, M. drouhardii and M. hildebrandtii have been analysed for their protein, fat, amino acid, fatty acid and macro- and microelements and discussed in relation to the known nutritional requirements of a young child. This study suggests that Moringa leaves, especially those of M. oleifera, are a suitable source of amino acids, vitamins and several elements but not for lipids and fatty acids. Moringa kernels are less suited as vegetable but are a suitable source for oils with M. oleifera seeds showing the best kernel to shell ratio.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".