A Fundamental Study of Amadori Rearrangement Products in Reducing Sugar-Amino Acid Model System by Electrospray Ionization Mass Spectrometry and Computation
Bibliographic record
Abstract
Browning of the food has two main types of mechanism, enzymatic and non-enzymatic, depending on whether the process was mediated by enzymes or not. Non-enzymatic reaction, also called Maillard reaction, occurs between reducing carbohydrates with amino acids, peptides and protein moieties and is vital to food science as well as to general biochemistry and even medicine 1-3 . The Maillard reaction follows different routes to produce various final products, through the formation of various complex intermediates Due to the complexity of the reaction, it is still a great challenge to control the reaction for food quality, nutritional value and medicinal aspects. In order to simplify the complex processing of Maillard reaction, it was subdivided roughly into three stages: early stage, intermediate stage and final stage. Early stage includes sugaramine condensation and Amadori rearrangement and the products are colourless. The processing is the nucleophilic of an amine group reacting with the carbonyl group of a reducing sugar to yield a glycosylamine. Glycosylamines are unstable and form N-substituted 1-amino-1-deoxyketoses via an Amadori rearrangement In the intermediate stage, it produces colourless
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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 | 0.000 | 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 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".