The Role of Hydrocolloids in the Development of Food Structure
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
Hydrocolloids are a class of food ingredients (mainly polysaccharides and some proteins) that are widely applied in various food products. Their role as thickeners, water retention agents, stabilizers, emulsifiers, gel-forming agents, and dietary fibers has been previously summarized in many review papers. In this chapter, the role of hydrocolloids in the development of food structure is the main focus. Three most relevant functions of hydrocolloids as food structure contributors, i.e. water solubility, viscosity, and gelation, as well as their structure–function origins in terms of molecular weight, branched structure, functional groups, and conformations, are all discussed. In addition, a few of these unique functionalities and applications are presented, e.g. sodium per calcium alginate, high-/low-methoxyl pectin, methyl cellulose, carrageenan, and gum arabic, as examples of the use of hydrocolloids in food structure development.
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 | 0.000 | 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 it