MétaCan
Menu
Back to cohort
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 OpenAlex
Clinton Emeka Okonkwo, Huda Mohamed, Matthew John O’Connor, Sabu Varghese, Ali H. Al‐Marzouqi, Mutamed Ayyash, Dorin Boldor, Afaf Kamal‐Eldin

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.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.783
Threshold uncertainty score0.143

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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