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Record W4413756848 · doi:10.1038/s41598-025-16812-w

Characterization of dietary fiber and soluble carbohydrates in date fruits (Phoenix dactylifera L.)

2025· article· en· W4413756848 on OpenAlexfundno aff
Clinton Emeka Okonkwo, Huda Mohamed, Matthew John O’Connor, Sabu Varghese, Ali H. Al‐Marzouqi, Mutamed Ayyash, Dorin Boldor, Afaf Kamal‐Eldin

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicDate Palm Research Studies
Canadian institutionsnot available
FundersUnited Arab Emirates UniversityYork UniversityNew York University Abu Dhabi
KeywordsPhoenix dactyliferaDietary fiberPhoenixFood sciencePalmBotanyBiologyMedicine

Abstract

fetched live from OpenAlex

Understanding the physicochemical and structural properties of the dietary fiber present in date fruits is useful for its onward processing for food and non-food applications. This research fractionated dietary fiber from four date fruit cultivars into soluble and insoluble fractions and studied their structural features and physicochemical and thermal properties. Total dietary fibers content ranged 3.2-7.4 g/100 g with > 90% being insoluble. Insoluble fiber was crystalline and mainly composed of lignin, cellulose, and hemicellulose while the soluble fiber was amorphous and mainly contained pectin (> 50%). The lignin content was higher in Barakawi and Neghal (3.6 & 3.7 g/100 g) than in Shishi and Barhi (1.4 & 2.1 g/100 g). Guaiacyl lignin was present in the sclereid and parenchyma cells and syringyl lignin was present in the xylem vessels. The pectin in the date fruit soluble fiber is highly branched possibly by oligosaccharides such as type II arabinogalactan. Several furan and pyran-type residues with different linking patterns were observed in the soluble fiber fraction (α-L-arabinofuranose, α-L-rhamnopyranose, β-D-galactopyranose, α-L-glucopyranose). The insoluble fiber fraction was thermally more stable than the soluble fraction. Overall, this research provides a knowledge-base for onward valorization of date fruit soluble and insoluble fibers for 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 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)0.000
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
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 head0.020
GPT teacher head0.254
Teacher spread0.234 · 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 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

Citations7
Published2025
Admission routes1
Has abstractyes

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