QUANTITATIVE QUALITY TESTS FOR FISH MEAL. II. AN INVESTIGATION OF THE QUALITY OF SOUTH AFRICAN FISH MEALS AND THE VALIDITY OF A NUMBER OF CHEMICAL QUALITY INDICES
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 This report indicates that the quality of fish meal can conveniently be expressed by two independent indices: a pre-processing spoilage index and a heat abuse index. It is shown that indices of spoilage such as total volatile basic nitrogen (TVBN) or free fatty acid (FFA) can be misleading. As an additional quality index the phospholipid (PL) content is suggested. This index measures the PL content of the residual lipids in the meal and allows the quality of the dried presscake to be assessed separately from the added stickwater. The polyunsaturated fatty acid (PUFA) content of the meal lipids is also an excellent guide for detecting heat abuse during drying of the meal. Using this measurement no evidence was found to conclude that steam (indirect) dryers cause more heat damage to meals than flame (direct) dryers.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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