Alternative n-3 PUFAs Sources in Central European Diet before Westernization – Case Report from Poland
Bibliographic record
Abstract
Knowledge of the former food system of a population provides essential information for a better understanding of the nature of nutritional problems. This paper reports on efforts to determine possible n-3 PUFAs sources in the non-westernized diet of a peasant family who lived in an economically underdeveloped region of Poland (the White Forest) in the early 1970s. The observations presented herein led to the recognition of the potential use of wild green plants, animal-based products from extensive agriculture (eggs, diary, rabbit meat) and aquatic food (in a direct way e.g. from the anadromous fish Vimba vimba and indirectly via poultry and pig feed e.g. freshwater mussels) for inland populations with a lack of oily marine fish intake. Directions for future research on foodways as well as applications in fields concerning dietary change and nutritional education have also been suggested.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".