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Record W4323545202 · doi:10.1080/87559129.2023.2177672

Corn Distillers Solubles as a Plant-Based Bioresource for Proteins and Bioactive Peptides: Current Status and Bioprospects- a Critical Review

2023· review· en· W4323545202 on OpenAlexafffund
Sonu Sharma, Aneela Hayder, Ranjan Pradhan, Annamalai Manickavasagan, Mahendra Thimmanagari, Singam Suranjoy Singh, Adya Aiswarya Dash, Animesh Dutta

Bibliographic record

VenueFood Reviews International · 2023
Typereview
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicProtein Hydrolysis and Bioactive Peptides
Canadian institutionsMinistry of Agriculture, Food and Rural AffairsUniversity of Guelph
FundersBioFuelNet Canada
KeywordsHydrolysateChemistryFood scienceVegetable ProteinsEnzymatic hydrolysisHydrolysisProtein qualityBiochemistryHydrolyzed proteinBioprocessBiotechnologyBiology

Abstract

fetched live from OpenAlex

The demand for plant-based proteins is increasing at a rapid rate in the modern era. Hence, finding a new source of plant proteins might fulfill such requirements. Corn distilleries generate various protein-containing by-products, for instance, an undervalued and less explored corn distillers solubles (CDS). The CDS was reviewed to assess its potential as a new source of proteins and bioactive peptides. This review summarizes the current understanding of CDS proteins, with an emphasis on their composition, characteristics, quality, and bioactive peptides for cost-effective applications. Finally, several industrial applications of proteins and protein hydrolysates of CDS have been discussed, as well as the destiny of these products in terms of restrictions, barriers, future research paths, and problems. The literature showed that proteins of CDS were glycated to some extent due to the multiple evaporation steps employed in distilleries. To the best of the author’s knowledge, the influence of yeast on the quality and quantity of CDS proteins has not been studied comprehensively. The digestibility of CDS proteins has not been clearly explicated. Enzymatic hydrolysis of protein concentrate from CDS implied its potential as protein hydrolysates comprising antioxidant capacity, dipeptidyl peptidase 4 inhibition and angiotensin-converting enzyme inhibition as the prime activities.

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 score0.004
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0000.000
Scholarly communication0.0010.002
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.002

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 head0.094
GPT teacher head0.387
Teacher spread0.293 · 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

Citations9
Published2023
Admission routes2
Has abstractyes

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Same venueFood Reviews InternationalSame topicProtein Hydrolysis and Bioactive PeptidesFrench-language works237,207