EFFECTS OF DIETARY POULTRY LITTER SUPPLEMENTATION ON BEEF STEAK RETAIL COLOR AND APPEARANCE<sup>1</sup>
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 Ten Holstein steers were fed conventional back grounding and finishing diets and 10 comparable steers were supplemented with poultry litter. At the end of the finishing period, all animals were harvested. After 144 h at 2C, the boneless M. longissimus thoracis et lumborum muscles were removed, cut into steaks (1.9 cm), vacuum packaged, and frozen. A steak adjacent to the thirteenth thoracic vertebra of alternate carcass sides was removed and thawed (4C for 24 h). All steaks were then over wrapped in oxygen permeable film, displayed for four days, and evaluated for retail properties and performance. Changes in visual properties and meat pigments during display clearly demonstrated samples from treated animals had an additional day of color stability over their untreated counterparts, resulting in an additional day of retail case‐life based upon visual properties.
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