THE DISPLAY PERFORMANCE OF RETAIL‐READY BEEF FOLLOWING STORAGE: MUSCLE INFLUENCES<sup>1</sup>
Bibliographic record
Abstract
ABSTRACT Steaks from three different muscles stored for up to 24 weeks in nominally anoxic packaging and then displayed for up to 30 h revealed that muscles differed considerably in color stability and retail properties. After prolonged storage and display psoas major (PM) displayed the most and longissimus (LD) displayed the least surface discoloration. PM and semimembraneous (SM) were more susceptible to metmyoglobin formation than LD. However, PM lost redness at the fastest rate. LD samples generally received the highest retail appearance scores and PM the lowest. SM had the most pronounced off‐odors after prolonged storage and display. LD samples had a retail case‐life of 30 h after 14 weeks while SM and PM had retail case‐lives of 30 h after twelve and seven weeks, respectively. Consequently, retail performance following nominally anoxic storage is clearly muscle dependant.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| 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) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".