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Record W4401961298 · doi:10.1021/acsagscitech.4c00383

Encapsulation of Biomolecule (Hexanal) Using Multilayer Electrospun Nanofibers (β-Cyclodextrin/PVA/PLGA) for Controlled Release to Extend the Postharvest Shelf Life of Mango Fruits (Alphonso)

2024· article· en· W4401961298 on OpenAlexfundno aff
Preetha Sundaram, M. Kannan, Subramanian Kizhaeral Sevanthiyppan

Bibliographic record

VenueACS Agricultural Science & Technology · 2024
Typearticle
Languageen
FieldMaterials Science
TopicElectrospun Nanofibers in Biomedical Applications
Canadian institutionsnot available
FundersInternational Development Research CentreGovernment of Canada
KeywordsHexanalShelf lifePostharvestNanofiberCyclodextrinPLGAEncapsulation (networking)ElectrospinningNanotechnologyChemistryMaterials scienceFood scienceHorticultureComputer scienceBiologyComposite materialPolymerOrganic chemistryNanoparticle

Abstract

fetched live from OpenAlex

Electrospun multilayer nanofiber matrices developed using β-cyclodextrin, poly(vinyl alcohol), and poly(lactic- co -glycolic) acid effectively encapsulated the hexanal biomolecule and facilitated its controlled release. The multilayer nanofiber matrices loaded with hexanal (overlay method) are characterized through scanning electron microscopy (171 nm), transmission electron microscopy (73 nm), Fourier transform infrared spectroscopy (peak at 1716 cm –1 corresponds to hexanal), X-ray diffraction (12.13 and 18.69°), and thermogravimetric analysis (340 °C). Fruits treated with hexanal-loaded multilayer nanofiber matrices by the overlay method recorded a lower loss in physiological weight, pH, total soluble solids, and total sugar content (17.61%, 5.15, 20.05° Brix, 17.32%, whereas in control 26.99%, 5.75, 23.08° Brix, and 21.34%, respectively, on 21st day of observation), and furthermore, the firmness, titratable acidity, and vitamin C (11.86 N/m, 0.54, and 8.53%) were higher than those of control (6.12 N/m, 0.38, and 5.09%, respectively). The shelf life of mango fruits (var. Alphonso) treated with multilayer nanofiber matrices was extended up to 23 days compared to that of the control fruits (12 days). Thus, the overall results suggested that multilayer nanofiber matrices effectively encapsulate hexanal and regulate its release slowly, which could be effectively used to enhance the physical and biochemical components and shelf life of fruits.

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 score0.000
Threshold uncertainty score0.001

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.010
GPT teacher head0.277
Teacher spread0.267 · 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

Citations3
Published2024
Admission routes1
Has abstractyes

Explore more

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