MétaCan
Menu
Back to cohort

Polysaccharide biocomposites with tunable adsorption and antipathogen activity via surface immobilization of chitosan onto modified flax fibers

2024· article· en· W4404635946 on OpenAlexafffund
Mariam Mir, Lee D. Wilson

Bibliographic record

VenueInternational Journal of Biological Macromolecules · 2024
Typearticle
Languageen
FieldMaterials Science
TopicNanocomposite Films for Food Packaging
Canadian institutionsUniversity of Saskatchewan
FundersMinistry of Agriculture - SaskatchewanUniversity of Saskatchewan
KeywordsChitosanPolysaccharideAdsorptionChemical engineeringChemistryPolymer chemistryMaterials scienceOrganic chemistry

Abstract

fetched live from OpenAlex

Flax fiber modified composite (FFMC) duplex systems with unique sorbent and antipathogen properties were developed by physisorption of chitosan onto modified flax fibers by a facile method. Complementary characterization of the FFMCs (Raman, NMR, and IR, SEM, XRD, TGA and BET analysis) revealed variable composite morphology with incremental chitosan doping and supramolecular interactions between the fiber substrate and immobilized chitosan. Dye adsorption profiles of FFMCs with Rose Bengal corroborated the role of physisorption with an adsorption capacity that rises to 17.9 mg/g, whereas the water sorption capacity reaches an impressive value ca. 11 g/g, which indicated the role of synergism upon chitosan immobilization. Anti-microbial/-fungal properties were supported by antipathogen tests. The FFMCs have high antimicrobial potency toward gram negative ( E. coli ), gram positive ( S. aureus ) and a fungal strain ( C. albicans ) based on the low FFMC dosages required to achieve 100 % microbial elimination. This versatile class of unique biocomposites displayed unique structure-function relationships related to synergistic water sorption and antipathogenic effects, as compared to available literature reports. FFMCs are a diversiform class of biocomposites with unique physicochemical and biological properties that are shown to extend the field of adsorption science and technology from environmental remediation to biomedical devices. • Novel composites (FFMCs) were developed containing flax fiber & chitosan. • Synergistic sorption and antimicrobial properties of the FFMCs was unveiled. • Incremental surface patterning of chitosan imbued unique properties. • Unique insight on the structure-function properties was demonstrated for the FFMCs.

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)0.000
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 score0.012
Threshold uncertainty score0.444

Codex and Gemma teacher scores by category

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 head0.013
GPT teacher head0.257
Teacher spread0.245 · 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
Published2024
Admission routes2
Has abstractyes

Explore more

Same venueInternational Journal of Biological MacromoleculesSame topicNanocomposite Films for Food PackagingFrench-language works237,207