MILK PRODUCTION IN SERBIA AND POSITION SMALL FARMERS
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
The small farmers participate significantly in the total cow milk production in Serbia. Milk production stabilized at around 1.6 billion liters per year and one half of the total quality is purchased and processed in dairies, and the other half is spent and/or processed in rural farms in cheese and cream and sold in markets. The production(arranged by the farmers themselves), and marketing of finished products on markets, by rule, is organized by small farmers who have less than 10 cows. The farmers who have more than 10 milked cows have no technical conditions to reproduce milk themselves and they are forced to give the total amount of milk to dairies. The dominant position of small farmers in milk production is a result of declining farms. On small farms it is not possible to organize a massive and profitable production. A milked cow gives about 2.6 thousand liters, per year in Serbia and in the US, Canada and some EU countries more than 6 thousand liters of raw milk. The reduced number of farms and a small number of cattles have resulted in insufficient use, otherwise good natural resources for livestock development in Serbia.
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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 | 0.000 |
| 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