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Record W7120424061

Whole grain wheat flour: Definitions, production, nutritional, technological and microbiological aspects for application in bakery and pasta products

2018· book-chapter· en· W7120424061 on OpenAlexaboutno aff
Ortolan F., Georgia Ane Raquel Sehn, Nabeshima E.H., Steel Cj

Bibliographic record

VenueLA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas) · 2018
Typebook-chapter
Languageen
FieldNursing
TopicFood composition and properties
Canadian institutionsnot available
Fundersnot available
KeywordsWhole grainsWhole wheatWheat grainWheat flourQuality (philosophy)Product (mathematics)Texture (cosmology)Farinograph
DOInot available

Abstract

fetched live from OpenAlex

© 2018 by Nova Science Publishers, Inc.There has been growing interest in the use of whole grain wheat flour by the bakery and pasta industry, as a high added value ingredient, to improve the nutritional quality of products and bring health benefits to consumers, as it is rich in dietary fiber, vitamins, minerals, and antioxidants. However, the industry faces challenges in the elaboration of the different products that incorporate this flour to partially or totally replace refined wheat flour. These challenges involve the need to change process parameters and to solve end product quality problems, such as volume reduction, and color, appearance, flavor, and texture changes in breads and biscuits; and texture and cooking quality in pasta. This chapter will deal with the definitions of whole grain wheat flour in different countries (e.g., Brazil, Argentina, Canada, and USA), differentiating whole grain wheat flour from reconstituted whole grain wheat flour; obtainment processes (stone mills, roller mills, reconstitution, etc.); nutritional, technological and microbiological aspects. Another relevant aspect when working with whole grain wheat flour is to define its quality for specific applications. This chapter will discuss how traditional evaluation methods, used for refined wheat flour, which use equipment such as the farinograph, the extensograph and the alveograph are altered when analyzing whole grain wheat flour. In addition, the chapter will describe the application of whole grain wheat flour in different bakery and pasta products, with examples of the resources available to enhance product quality, including ingredients such as vital wheat gluten, sourdough, additives such as oxidants and emulsifiers, and processing aids such as enzymes. With this, we intend to give a broad overview of the production and use of this flour.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.005
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.004

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 head0.035
GPT teacher head0.237
Teacher spread0.202 · 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 designNot applicable
Domainnot available
GenreReview

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
Published2018
Admission routes1
Has abstractyes

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