Bibliographic record
Abstract
The formation of stable aggregates by food proteins is associated with allergenicity. In particular, amyloid formation by the fish allergen parvalbumin was recently shown to favor IgE binding and subsequent allergic recognition. Therefore, reducing amyloid content in an allergenic food might offer a direct way to make that food less likely to trigger an allergy. In this project, protein aggregation and amyloid formation were studied in milk using gel electrophoresis and fluorescence-based assays. The results suggested that ordinary pasteurized milk from the grocery store contained protein aggregates and specifically amyloid. Processing the milk as normally done during food preparation did not appreciably affect general aggregation or amyloid formation. However, the addition of some polyphenol-containing food products to the milk appeared to result in reduced amyloid levels. Moreover, cranberry juice also appeared to reduce amyloid formation by the milk protein casein. These results suggest that the addition of cranberry or other polyphenol-rich foods to milk products for young children may reduce the risk of milk allergy development by diminishing protein aggregation.
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.
How this classification was reachedexpand
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 teacher head, 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".