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Record W4402227659 · doi:10.1016/j.indcrop.2024.119572

Insights into the functionalities of cellulose acetate and microcrystalline cellulose on water absorption, crystallization, and thermal degradation kinetics of a ternary polybutylene succinate-based hybrid composite

2024· article· en· W4402227659 on OpenAlexafffund
Thomas Sango, Ahmed Koubaa, Mohamed Ragoubi, Martin Claude Ngueho Yemele, Nathalie Leblanc

Bibliographic record

VenueIndustrial Crops and Products · 2024
Typearticle
Languageen
FieldMaterials Science
TopicAdvanced Cellulose Research Studies
Canadian institutionsNatural Resources CanadaUniversité du Québec en Abitibi-Témiscamingue
FundersNatural Sciences and Engineering Research Council of CanadaMitacsCanada Research Chairs
KeywordsMicrocrystalline celluloseAbsorption of waterCelluloseTernary operationChemical engineeringCrystallizationDegradation (telecommunications)Polybutylene succinateKineticsComposite numberChemistryNuclear chemistryMaterials sciencePolymer chemistryOrganic chemistryComposite material

Abstract

fetched live from OpenAlex

The kinetic behavior of a polymer material filled with natural and/or functionalized reinforcement can evolve regarding water absorption, crystallization, and thermal degradation (TD) processes. This study investigates the separate and combined influence of microcrystalline cellulose (MCC) and cellulose acetate (CA) on changes in the water absorption percentage (WAP), crystallization, and TD kinetics of polybutylene succinate (PBS) based materials. Disc-shaped neat PBS (n-PBS), binary (PBS/CA, PBS/MCC), and ternary hybrid (PBS/CA/MCC) specimens were produced via extrusion and injection. SEM observations of the hybrid micrographs revealed that MCC was whitish-coated by a CA layer that forms an "amphiphilic"-like co-continuous interphase between PBS and fibers. The CA encapsulation activity limited the hybrid’s WAP in the first week of water conditioning tests. In contrast, in the second immersion period, the WAP was increased by 19 % compared to that for PBS/MCC due to the synergistic activities of plasticized fillers. Avrami outcomes at 80°C showed that the hybrid’s half-crystallization time (t 0.5 ) increased by 64 % and 104 % compared to n-PBS and PBS/MCC, respectively, indicating that the enrobing CA layer restrained the slight nucleating effect of MCC fibers . The hybrid activation energy (E a ) values determined at lower conversion rates (α≤0.25) following the Flynn–Wall–Ozawa (F–W–O) model showed that they were up to 14 % higher than those for PBS/MCC, evidencing that CA delayed the TD of MCC fibers . For higher conversion rates (α≥0.5), the synergy of both fillers postponed the TD of PBS. The E a values obtained from the Kissinger method confirmed previous findings.

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 score0.002

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)0.0010.000

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 head0.025
GPT teacher head0.246
Teacher spread0.220 · 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
Published2024
Admission routes2
Has abstractyes

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