Simulation investigations on airflow velocity in the short milking tube of the cluster
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
Simulation investigations on airflow velocity in the short milking tube of the cluster . Conditions of mechanical milking are subject of interest for both the science and practice with respect to significant effect on the health of cows, quality of milk (consumer's satisfaction) and, as a result, on production effectiveness and milk processing. Particular attention has been paid to pressure working parameters of the cluster and the connected return flows. The return flow velocity of milk and air in the cluster amounts on average to several m/s which means, that fluid particles hit the teat end at approximately same velocity (hit frequency equals to 1 Hz). However, under unfavourable conditions the velocity of single aerosol particles can exceed even 150 m/s, as proved by information and results of investigations of Alfa Laval firm; such velocity is close to a bullet speed. Such phenomenon constitutes a significant hazard to the cow's udder with respect to a powerful hit as well as transferring of mastitis infection within the cluster. Abstract: . Effect of selected technical and technological factors on energy consumption in the oil seed processing plants. Results of investigations on energy consumption in the oil seed
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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