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Record W4390233296 · doi:10.1007/s00217-023-04429-0

Great potential of flaxseed mucilage

2023· article· en· W4390233296 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueEuropean Food Research and Technology · 2023
Typearticle
Languageen
FieldMedicine
TopicPhytoestrogen effects and research
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
FundersSlovenská polnohospodárska univerzita v Nitre
KeywordsMucilageFood scienceFunctional foodPolyphenolAntimicrobialSugarAntioxidantChemistryGramBotanyBacteriaBiologyBiochemistry

Abstract

fetched live from OpenAlex

Abstract Mucilage is one of the key components of flaxseed (which is also called linseed), and exhibits unique functional properties such as high water-holding capacity, and foamability. As a result, flaxseed mucilage has applications in food, agriculture, medicine and other industries. The composition and functional properties of mucilage vary between genotypes. To explore this variation, we characterized the mucilage of nine diverse varieties of flaxseed according a range of parameters including: morphology, mucilage content, fibre content, minerals, phenolic acids, polyphenols, antimicrobial activity, and antioxidant activity. We found significant differences between the genotypes in almost all of the parameters tested. Furthermore, we found a strong correlation between several of these parameters, including antioxidant activity, hydroxycinnamic acid, and sugar content. Antimicrobial activity against Gram positive bacteria was correlated with fibre content and potassium content, while chlorogenic acid content was correlated with suppression of Gram negative bacteria. These results provide a framework for crop improvement further development of functional and value-added products from flaxseed.

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.

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 score0.203
Threshold uncertainty score0.376

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.059
GPT teacher head0.352
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