MétaCan
Menu
Back to cohort
Record W4309778753 · doi:10.1002/cche.10624

Wheat gluten: A functional protein still challenging to replace in gluten‐free cereal‐based foods

2022· article· en· W4309778753 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueCereal Chemistry · 2022
Typearticle
Languageen
FieldNursing
TopicFood composition and properties
Canadian institutionsUniversity of Manitoba
FundersUniversity of Manitoba
KeywordsGlutenChemistryFood scienceGluten freeGliadinBiotechnologyBiochemical engineeringBiologyEngineering

Abstract

fetched live from OpenAlex

Abstract Background and Objectives Wheat gluten in cereal‐based products has unique functionality derived from its viscoelastic properties. Nevertheless, many food applications require its replacement to obtain gluten‐free foods but keeping similar quality characteristics. This review analyzes the distinctive characteristics of wheat gluten, and the technological strategies implemented to mimic its behavior within the gluten‐free systems. Findings The viscoelastic behavior of wheat gluten is due to the interplay of glutenins and gliadins after being hydrated and subjected to mechanical stress. Disulfide bonds and noncovalent interactions are key in holding its structure and explaining its solubility and hydrophobicity. Gluten‐free flours and starches have represented the first adopted strategies for gluten replacement, but results have not been completely satisfactory. To tackle this issue, non‐wheat protein addition, physical treatments, hydrocolloids, enzymes, and emulsifiers have allowed recreation of a pseudo gluten network of the cereal‐based foods. Conclusions Despite technological sensorial achievements, a gap still exists when gluten‐free products are compared with their wheat‐based counterparts. A better comprehension about the combined actions of different processing aids and technologies could offer future answers. Significance and Novelty The review points out the main characteristics of the wheat gluten uniqueness, shedding light on its replacement strategies to guide future research.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.093
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.023
GPT teacher head0.230
Teacher spread0.207 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it