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Record W4400325206 · doi:10.1002/sfp2.1035

The effect of heat treatment and high‐pressure homogenization on the dispersibility and interfacial behavior of faba bean protein isolate and concentrate

2024· article· en· W4400325206 on OpenAlexafffund
Oluwafemi Jeremiah Coker, P.J. Shand, Supratim Ghosh

Bibliographic record

VenueSustainable Food Proteins · 2024
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicProteins in Food Systems
Canadian institutionsUniversity of Saskatchewan
FundersNatural Sciences and Engineering Research Council of CanadaSaskatchewan Canola Development CommissionMinistry of Agriculture - Saskatchewan
KeywordsAdsorptionChemical engineeringDispersion (optics)VicilinMaterials scienceSurface tensionHydrothermal circulationThermal stabilityChemistryThermodynamicsOrganic chemistryBiochemistry

Abstract

fetched live from OpenAlex

Abstract The effect of hydrothermal treatments, high‐pressure homogenization (HPH) and their combined effects on faba bean protein isolate (FBI) and concentrate (FBC) dispersions was investigated. With HPH, a significant reduction in particle size was observed for FBI but not for FBC. For FBI, dispersion stability under accelerated gravitation was significantly improved by both hydrothermal and HPH. For FBC, hydrothermal treatment had a negative effect on dispersion stability unless it was combined with HPH. The protein dispersibility of FBI increased, and FBC decreased with increasing temperature. Upon HPH, the protein dispersibility of FBI dramatically improved, making it almost completely soluble. All FBI dispersions had a higher surface charge compared to FBC. SDS PAGE profile showed strong protein crosslinking in the original FBI, leading to a loss of legumin and vicilin bands, which were visible in a more native state of FBC. Physical modifications did not significantly affect the viscosities except for a significant increase in FBC heated at 75°C due to starch gelatinization. The equilibrium interfacial tension of the modified FBI was significantly lower than the FBC. Analysis of dynamic interfacial adsorption showed that FBI had a much faster initial diffusion (beyond detection limit) towards the interface than FBC. Physical modifications improved the surface hydrophobicity of the proteins, leading to faster interfacial adsorption. Overall, FBI dispersions had improved functional properties compared to FBC, and HPH had a more significant effect than hydrothermal treatments. Physically modified FBI could be a promising emulsifier in various food applications.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.217
Threshold uncertainty score0.265

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.008
GPT teacher head0.212
Teacher spread0.204 · 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 teacher head, 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

Citations6
Published2024
Admission routes2
Has abstractyes

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