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Record W4411433971 · doi:10.1002/cche.10894

Evaluating the Impact of Flour Protein Content on the Quality of Wholegrain Refrigerated Dough

2025· article· en· W4411433971 on OpenAlexafffundabout
Maneka Malalgoda, Reyna Stefanson, Indhurathna Swaminathan, Anashwar Valsalan, Lovemore Nkhata Malunga

Bibliographic record

VenueCereal Chemistry · 2025
Typearticle
Languageen
FieldNursing
TopicFood composition and properties
Canadian institutionsAgriculture and Agri-Food CanadaUniversity of Manitoba
FundersMitacs
KeywordsFood scienceChemistryXylanaseWheat flourDietary fiberStarchResistant starchControl sampleWhole wheatBiochemistryEnzyme

Abstract

fetched live from OpenAlex

ABSTRACT Background and Objectives Refrigerated dough products offer convenience, but are often produced using refined flour. However, wholewheat flour‐based products provide health benefits by increasing dietary fiber intake. This study aims to determine the optimal flour protein content for developing clean label refrigerated dough using wholegrain Canada Western Red Spring (CWRS) wheat. Three CWRS wheat samples with varying protein contents: Sample 1–Average Protein (S1‐AP) (13.30%), Sample 2—Intermediate High Protein (S2‐IHP) (14.91%), and Sample 3—High Protein (S3‐HP) (16.48%), were analyzed. The proximate composition of wholegrain flour samples was determined using standard methods. Dough mixing and starch pasting properties were evaluated using micro‐dough LAB and RVA, respectively. Dough samples were prepared and stored at 4°C for 35 days, with subsets baked and assessed for end‐use quality every 7 days. Xylanase activity and dough syruping were monitored throughout storage. Findings S3‐HP exhibited reduced starch pasting properties, shorter dough development time, and lower stability. S2‐IHP demonstrated better mixing stability and lower mixing tolerance index, indicating superior dough handling properties. Xylanase activity was highest in S1‐AP at 35 days and lowest in S2‐IHP. Dough syruping increased significantly during the first 14 days and stabilized thereafter. Bread quality declined with storage, with volume decreasing and firmness increasing, especially in S1‐AP. Lightness (L*) decreased over time in all samples. Conclusions S2‐IHP, which showed intermediate/moderately high protein content, was identified as the most suitable for wholegrain refrigerated dough, as it maintained superior end‐use quality characteristics compared to the other samples. Significance and Novelty This study provides insights into the impact of flour protein content on the functionality and storage stability of wholegrain refrigerated dough, aiding in the development of clean label products with improved quality and processing characteristics.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

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 communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.178
GPT teacher head0.417
Teacher spread0.240 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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