ELASTIC DEFORMATION IN PROBE MEASUREMENTS ON BEEF CARCASSES
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
ABSTRACT Beef carcasses were probed through the forelimb flexors, the triceps brachii, the width of the M. longissimus thoracis et lumborum (LD), and the depth of the LD. The objective was to measure elastic deformation from the distortion of optical signals. Strong reflectance at 550 nm combined with weak ultraviolet fluorescence indicated adipose tissue, while strong reflectance combined with strong fluorescence indicated connective tissue. Connective and adipose tissue peaks were examined relative to depth in the carcass. Elastic deformation was detected when way‐in (insertion) peaks were deeper in the carcass than way‐out (withdrawal) peaks, indicating tissue compression in advance of the probe tip. Connective tissue was deformed more than adipose tissue. Whether or not this method can be used to assess meat softness or tenderness on‐line remains to be seen.
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 | 0.001 | 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