The Results of Experimental Studies of the Milk Flow Sensor of the Quarter-by-quarter Milking Machine
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 expediency of using a quarter-by-quarter adaptive milking machine is shown. Stands and methods for experimental researches of the milk flow sensor have been developed. The parameters of the structural elements were experimentally established: the distance from the bottom of the milk catcher to the shoulder of the movable branch pipe is 25.6 mm; the diameter of the recess in the movable branch pipe, forming a calibrated channel, is 1.0 + 0.1 mm; diameter of the calibrated hole of the jet - 0.58 + 0.01 mm; internal diameter of the movable branch pipe - not less than 7 + 0.1 mm; the height of the gap formed by the lower edge of the movable branch pipe and the conical landing socket is 1.94 + + 0.1 mm, the membrane diameter is 48 + + 0.1 mm; with a thickness of 2 + 0.1 mm and a one-sided pressure on it of 0.46 + 0.1 kPa.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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