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Record W4408058803 · doi:10.1016/j.jafr.2025.101763

Effect of mild fractionation conditions on the composition, interfacial and emulsifying properties of water-soluble fractions from faba bean flour

2025· article· en· W4408058803 on OpenAlexafffund
Madhurima Bandyopadhyay, Michael T. Nickerson, Supratim Ghosh

Bibliographic record

VenueJournal of Agriculture and Food Research · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicProteins in Food Systems
Canadian institutionsUniversity of Saskatchewan
FundersNational Research Council CanadaNatural Sciences and Engineering Research Council of CanadaMinistry of Agriculture - Saskatchewan
KeywordsFractionationComposition (language)ChemistryFood scienceChromatography

Abstract

fetched live from OpenAlex

Faba beans are a promising protein source, but the functional proteins must be extracted for stable beverage emulsion development. The present study examines the impact of an aqueous-based mild fractionation on the recovery, composition, interfacial and emulsifying behaviour of protein-rich soluble fractions from faba bean flour. Mild fractionation was performed at two different centrifugation speeds (3000 rpm and 4000 rpm) for various time durations (1.5–4 min). Proximate composition revealed enhanced protein recovery at the higher centrifugation speed, with the highest protein concentration of 85.9 % obtained at 4000 rpm for 2.5 min. The speed and duration of centrifugation could be controlled to optimize the extraction and protein yield from faba bean flour. The albumin-to-globulin ratio increased after mild fractionation as the duration of centrifugation increased until a plateau was observed. Interfacial tension of the soluble fractions decreased as the duration of centrifugation increased. Emulsions prepared with 3000 rpm fractions had larger droplet sizes and destabilized rapidly, while the 4000 rpm fractions could produce stable emulsions with much smaller droplet sizes. The albumin-to-globulin ratio and the presence of various minor components (phenolics, saponins and phospholipids) had negligible effects on the emulsion stability. It was found that the higher amount of hydrophobic amino acids and higher surface hydrophobicity of the 4000 rpm fractions led to faster adsorption to the oil-water interface, which could be responsible for their better emulsion stabilization ability than the 3000 rpm fractions. The proposed mild fractionation is a sustainable approach to developing stable emulsions as it can successfully retain the native proteins with their emulsifying behavior. • Mild fractionation can extract native and functional faba proteins from the flour • Tailoring centrifugal conditions can modulate protein functionality • The protein-rich soluble fractions were richer in albumins than globulins • Mildly fractionated proteins showed vast differences in emulsion stabilization • The hydrophobicity of the mildly fractioned proteins determined their functionality

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 score0.030
Threshold uncertainty score0.311

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 head0.057
GPT teacher head0.312
Teacher spread0.255 · 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
Published2025
Admission routes2
Has abstractyes

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