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Record W4408251556 · doi:10.1016/j.cej.2025.161404

Effect of moisture content on the maleic anhydride mediated disintegration of Kraft pulp into cellulose nanofibrils

2025· article· en· W4408251556 on OpenAlexafffund
Dingyuan Zheng, Jiaying Zhu, Hao Sun, Zhengyang Yu, Xia Sun, Yeling Zhu, Penghui Zhu, Yuhang Ye, Yanhua Zhang, Feng Jiang

Bibliographic record

VenueChemical Engineering Journal · 2025
Typearticle
Languageen
FieldMaterials Science
TopicAdvanced Cellulose Research Studies
Canadian institutionsUniversity of British Columbia
FundersChina Scholarship CouncilNatural Sciences and Engineering Research Council of CanadaUniversity of British ColumbiaCanada Research Chairs
KeywordsCelluloseKraft processPulp (tooth)Maleic anhydrideKraft paperPulp and paper industryWater contentChemistryChemical engineeringPolymer chemistryMaterials sciencePolymer scienceOrganic chemistryComposite materialCopolymerPolymer

Abstract

fetched live from OpenAlex

• The 25 wt% moisture content ensures NBSK’s efficient modification and disintegration. • Produced CNF 25% demonstrated 79.2 ± 2.2 % yield and 0.63 ± 0.05 mmol/g charge density. • Produced CNFs can be assembled to be film and 3D-printing product. A catalyst-free esterification method mediated by maleic anhydride (MA) has been proposed for CNFs isolation from bleached sulfite softwood pulp, where maintaining a specific initial moisture content in pulp is crucial. The presence of moisture allows partial hydrolysis of maleic anhydride under heat conditions to produce maleic acid, which provides an acidic environment for esterification and deconstruction of the pulp and facilitates the subsequent defibrillation. However, the profound significance of moisture contents has not been thoroughly investigated. Herein, northern bleached softwood Kraft pulp (NBSK) with varying moisture contents (0, 12, 25, and 50 wt%) were chosen as the raw materials for MA-mediated esterification. To demonstrate the pivotal function of initial moisture content in NBSK for esterification and defibrillation, the chemical composition, chemical structure, charge content, water retention value, crystal structure, and morphology of esterified samples were compared. The results indicate that moisture in NBSK acts as a catalyst, enhancing the generation of maleic acid, which in turn promotes the esterification and subsequent disintegration of the pulp fibers. On this basis, the characteristics (morphology, zeta potential, charge content, etc.) of CNFs prepared by microfluidization were compared and discussed. Moreover, the prepared CNFs exhibited excellent processability, serving as building blocks for film assembly and 3D-printing product. This work contributes new insights into the pivotal role of moisture contents in the MA-mediated esterification of NBSK.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.015
Threshold uncertainty score0.382

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
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 head0.009
GPT teacher head0.254
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

Citations5
Published2025
Admission routes2
Has abstractyes

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