TUMBLING REGIME EFFECTS ON THE PROCESSING CHARACTERISTICS AND TENDERNESS OF COOKED ROAST BEEF
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 Tumbling prior to injection and different tumbling regimes was investigated to improve the processing characteristics of beef mini roasts. Six inside round muscles (semimembranosus muscle, with adductor and gracilus removed) were cut into six 700 ± 50 g roasts. The roasts were injected 125 or 150% over original weight. The tumbling regime incorporated tumbling prior to injection (pretumbling) and two postinjection tumbling regimes (continuous versus intermittent). Tumbling prior to injection improved (P < 0.05) injection pick up, retention, yield and tenderness, however, with mini roasts there were no differences between continuous and intermittent tumbling. Further research is needed on processing technologies to improve efficiencies in producing these mini roast beef.
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